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diff --git a/docs/build/doctrees/CUDAKernelProgrammingGuide.doctree b/docs/build/doctrees/CUDAKernelProgrammingGuide.doctree
diff --git a/docs/build/doctrees/Framework.doctree b/docs/build/doctrees/Framework.doctree
diff --git a/docs/build/doctrees/Introduction.doctree b/docs/build/doctrees/Introduction.doctree
diff --git a/docs/build/doctrees/NvidiaCUDAModules.doctree b/docs/build/doctrees/NvidiaCUDAModules.doctree
diff --git a/docs/build/doctrees/Tutorial_Adding_New_Module.doctree b/docs/build/doctrees/Tutorial_Adding_New_Module.doctree
diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
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diff --git a/docs/build/html/CUDAKernelProgrammingGuide.html b/docs/build/html/CUDAKernelProgrammingGuide.html
@@ -1,19 +1,22 @@
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+  <title>CUDA Kernel Programming Guide &mdash; Apra Pipes v0 documentation</title>
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-              <p class="caption"><span class="caption-text">Contents:</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
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 <li class="toctree-l1"><a class="reference internal" href="Introduction.html">Introduction</a></li>
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@@ -65,8 +72,8 @@
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-      <li>CUDA Kernel Programming Guide</li>
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@@ -76,49 +83,49 @@
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
 
-  <div class="section" id="cuda-kernel-programming-guide">
-<h1>CUDA Kernel Programming Guide<a class="headerlink" href="#cuda-kernel-programming-guide" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="performance-guide">
-<h2>Performance Guide<a class="headerlink" href="#performance-guide" title="Permalink to this headline">¶</a></h2>
+  <section id="cuda-kernel-programming-guide">
+<h1>CUDA Kernel Programming Guide<a class="headerlink" href="#cuda-kernel-programming-guide" title="Permalink to this heading"></a></h1>
+<section id="performance-guide">
+<h2>Performance Guide<a class="headerlink" href="#performance-guide" title="Permalink to this heading"></a></h2>
 <p>Very important and useful. Follow the <a class="reference external" href="https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html">CUDA Documentation</a> instead of other sources.</p>
-<div class="section" id="coalesced-access-to-global-memory">
-<h3>Coalesced Access to Global Memory<a class="headerlink" href="#coalesced-access-to-global-memory" title="Permalink to this headline">¶</a></h3>
+<section id="coalesced-access-to-global-memory">
+<h3>Coalesced Access to Global Memory<a class="headerlink" href="#coalesced-access-to-global-memory" title="Permalink to this heading"></a></h3>
 <p><a class="reference external" href="https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#coalesced-access-to-global-memory">Coalesced Access to Global Memory</a></p>
 <ul>
-<li><div class="first line-block">
+<li><div class="line-block">
 <div class="line">Refer OverlayKernel.cu and EffectsKernel.cu</div>
 </div>
 </li>
-<li><div class="first line-block">
+<li><div class="line-block">
 <div class="line">uchar4 (4 bytes) - 32x32 threads per block - 4x32x32 - 4K bytes</div>
 </div>
 </li>
-<li><div class="first line-block">
+<li><div class="line-block">
 <div class="line">A big difference - like 2x in Performance</div>
 </div>
 </li>
 </ul>
-</div>
-<div class="section" id="math-library">
-<h3>Math Library<a class="headerlink" href="#math-library" title="Permalink to this headline">¶</a></h3>
+</section>
+<section id="math-library">
+<h3>Math Library<a class="headerlink" href="#math-library" title="Permalink to this heading"></a></h3>
 <p><a class="reference external" href="https://docs.nvidia.com/cuda/cuda-math-api/index.html">NVIDIA CUDA Math API</a></p>
 <ul>
-<li><div class="first line-block">
+<li><div class="line-block">
 <div class="line">multiplication use from here</div>
 </div>
 </li>
-<li><div class="first line-block">
+<li><div class="line-block">
 <div class="line">big difference</div>
 </div>
 </li>
 </ul>
-</div>
-<div class="section" id="device-functions">
-<h3>__device__ functions<a class="headerlink" href="#device-functions" title="Permalink to this headline">¶</a></h3>
+</section>
+<section id="device-functions">
+<h3>__device__ functions<a class="headerlink" href="#device-functions" title="Permalink to this heading"></a></h3>
 <p>For writing clean/reusable code, I was using __device__ function - but the Performance dropped by half. So, I started using macros. I didn’t investigate more on why?</p>
-</div>
-</div>
-</div>
+</section>
+</section>
+</section>
 
 
            </div>