add proverb reference

notebooks/proverb.ipynb

@@ -0,0 +1,137 @@
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+   "source": [
+    "# GPT Proverb\n",
+    "\n",
+    "This is a fun example of using GPT-3 to adapt proverbs to a new domain.\n",
+    "\n",
+    "Just like standard Handlebars templates, you can do variable interpolation (e.g. `{{proverb}}`) and logical control. But unlike standard templating languages, guidance programs have a well defined linear execution order that directly corresponds to the token order as processed by the language model. This means that at any point during execution the language model can be used to generate text (using the `{{gen}}` command) or make logical control flow decisions (shown later). This interleaving of generation and prompting allows for precise output structure that produces clear and parsable results."
+   ]
+  },
+  {
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+   "execution_count": 1,
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+    {
+     "data": {
+      "text/html": [
+       "<div id=\"guidance-stop-button-673c65dc-c26b-45c8-b1cb-bd4e54d61c63\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-673c65dc-c26b-45c8-b1cb-bd4e54d61c63\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>Tweak this proverb to apply to model instructions instead.\n",
+       "\n",
+       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{proverb}}'>Where there is no guidance, a people falls,\n",
+       "but in an abundance of counselors there is safety.</span>\n",
+       "- <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{book}}'>Proverbs</span> <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{chapter}}'>11</span>:<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{verse}}'>14</span>\n",
+       "\n",
+       "UPDATED\n",
+       "Where there is no guidance<span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;rewrite&#x27; stop=&quot;\\n-&quot;}}'>, a model fails,\n",
+       "but in an abundance of instructions there is safety.</span>\n",
+       "- GPT <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;chapter&#x27;}}'> 11</span>:<span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;verse&#x27;}}'>14</span></pre></div>\n",
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import guidance\n",
+    "\n",
+    "# set the default language model used to execute guidance programs\n",
+    "guidance.llm = guidance.llms.OpenAI(\"text-davinci-003\")\n",
+    "\n",
+    "# define a guidance program that adapts proverbs\n",
+    "program = guidance(\"\"\"Tweak this proverb to apply to model instructions instead.\n",
+    "\n",
+    "{{proverb}}\n",
+    "- {{book}} {{chapter}}:{{verse}}\n",
+    "\n",
+    "UPDATED\n",
+    "Where there is no guidance{{gen 'rewrite' stop=\"\\\\n-\"}}\n",
+    "- GPT {{gen 'chapter'}}:{{gen 'verse'}}\"\"\")\n",
+    "\n",
+    "# execute the program on a specific proverb\n",
+    "executed_program = program(\n",
+    "    proverb=\"Where there is no guidance, a people falls,\\nbut in an abundance of counselors there is safety.\",\n",
+    "    book=\"Proverbs\",\n",
+    "    chapter=11,\n",
+    "    verse=14,\n",
+    "    echo=True\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "', a model fails,\\nbut in an abundance of instructions there is safety.'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "executed_program[\"rewrite\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(' 11', '14')"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "executed_program[\"chapter\"], executed_program[\"verse\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<hr style=\"height: 1px; opacity: 0.5; border: none; background: #cccccc;\">\n",
+    "<div style=\"text-align: center; opacity: 0.5\">Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged!</div>"
+   ]
+  }
+ ],
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+}