From e5d442cd9fddf0817b097133a2e843fb88947753 Mon Sep 17 00:00:00 2001
From: AlonsoGuevara <ajzadec@gmail.com>
Date: Thu, 4 Apr 2024 19:00:36 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20microsof?=
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---
 posts/get_started/index.html | 22 ++++++++++++----------
 1 file changed, 12 insertions(+), 10 deletions(-)

diff --git a/posts/get_started/index.html b/posts/get_started/index.html
index 3cea70f5..401a307f 100644
--- a/posts/get_started/index.html
+++ b/posts/get_started/index.html
@@ -369,6 +369,7 @@ It shows how to use the system to index some text, and then use the indexed data
 <ul>
 <li><code>GRAPHRAG_API_KEY</code> - API Key for executing the model, will fallback to <code>OPENAI_API_KEY</code> if one is not provided.</li>
 <li><code>GRAPHRAG_LLM_MODEL</code> - Model to use for Chat Completions.</li>
+<li><code>GRAPHRAG_LLM_MODEL_SUPPORTS_JSON</code> - This will signal to the indexing engine that you're using a model capable of JSON-mode output (e.g. gpt-4 or gpt-3.5-turbo). We <em>highly recommend</em> enabling this to avoid malformed JSON errors during indexing.</li>
 <li><code>GRAPHRAG_EMBEDDING_MODEL</code> - Model to use for Embeddings.</li>
 <li><code>GRAPHRAG_INPUT_TYPE</code> - Type of input data, can be <code>text</code> or <code>csv</code>.</li>
 <li><code>GRAPHRAG_API_BASE</code> - Base URL for the Azure OpenAI. Only required for Azure OpenAI users.</li>
@@ -378,25 +379,26 @@ It shows how to use the system to index some text, and then use the indexed data
 <h4><ins>OpenAI</ins></h4>
 
 <div style="position: relative">
-  <pre class="language-sh"><code id="code-91" class="language-sh"><span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_API_KEY</span><span class="token operator">=</span><span class="token operator">&lt;</span>api_key<span class="token operator">></span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
+  <pre class="language-sh"><code id="code-96" class="language-sh"><span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_API_KEY</span><span class="token operator">=</span><span class="token operator">&lt;</span>api_key<span class="token operator">></span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
 <span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_LLM_MODEL</span><span class="token operator">=</span><span class="token operator">&lt;</span>chat_completions_model<span class="token operator">></span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
 <span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_EMBEDDING_MODEL</span><span class="token operator">=</span><span class="token operator">&lt;</span>embeddings_model<span class="token operator">></span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
+<span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_LLM_MODEL_SUPPORTS_JSON</span><span class="token operator">=</span><span class="token string">"True"</span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
 <span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_INPUT_TYPE</span><span class="token operator">=</span><span class="token string">"text"</span></code></pre>
 
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+  <button class="code-copy " data-clipboard-target="#code-96" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
     <span style="display:inline-block;background:url(https://api.iconify.design/mdi/content-copy.svg) no-repeat center center / contain;width: 16px; height: 16px;" class=""></span>
   </button>
 </div>
 <h4><ins>Azure OpenAI</ins></h4>
 
 <div style="position: relative">
-  <pre class="language-sh"><code id="code-95" class="language-sh"><span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_API_KEY</span><span class="token operator">=</span><span class="token operator">&lt;</span>api_key<span class="token operator">></span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
+  <pre class="language-sh"><code id="code-100" class="language-sh"><span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_API_KEY</span><span class="token operator">=</span><span class="token operator">&lt;</span>api_key<span class="token operator">></span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
 <span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_LLM_DEPLOYMENT_NAME</span><span class="token operator">=</span><span class="token operator">&lt;</span>chat_completions_model<span class="token operator">></span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
 <span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME</span><span class="token operator">=</span><span class="token operator">&lt;</span>embeddings_model<span class="token operator">></span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
 <span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_INPUT_TYPE</span><span class="token operator">=</span><span class="token string">"text"</span> <span class="token operator">&amp;&amp;</span> <span class="token punctuation">\</span>
 <span class="token builtin class-name">export</span> <span class="token assign-left variable">GRAPHRAG_API_BASE</span><span class="token operator">=</span><span class="token string">"http://&lt;domain>.openai.azure.com"</span></code></pre>
 
-  <button class="code-copy " data-clipboard-target="#code-95" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
+  <button class="code-copy " data-clipboard-target="#code-100" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
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 </div>
@@ -406,9 +408,9 @@ For more details about using the CLI, refer to the <a href="/graphrag/posts/quer
 <p>Finally we'll run the pipeline!</p>
 
 <div style="position: relative">
-  <pre class="language-sh"><code id="code-105" class="language-sh">python <span class="token parameter variable">-m</span> graphrag.index <span class="token parameter variable">--root</span> ./ragtest</code></pre>
+  <pre class="language-sh"><code id="code-110" class="language-sh">python <span class="token parameter variable">-m</span> graphrag.index <span class="token parameter variable">--root</span> ./ragtest</code></pre>
 
-  <button class="code-copy " data-clipboard-target="#code-105" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
+  <button class="code-copy " data-clipboard-target="#code-110" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
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 </div>
@@ -421,24 +423,24 @@ Once the pipeline is complete, you should see a new folder called <code>./ragtes
 <p>Here is an example using Global search to ask a high-level question:</p>
 
 <div style="position: relative">
-  <pre class="language-sh"><code id="code-124" class="language-sh">python <span class="token parameter variable">-m</span> graphrag.query <span class="token punctuation">\</span>
+  <pre class="language-sh"><code id="code-129" class="language-sh">python <span class="token parameter variable">-m</span> graphrag.query <span class="token punctuation">\</span>
 <span class="token parameter variable">--data</span> ./ragtest/output/<span class="token operator">&lt;</span>timestamp<span class="token operator">></span>/artifacts <span class="token punctuation">\</span>
 <span class="token parameter variable">--method</span> global<span class="token punctuation">\</span>
 <span class="token string">"What are the top themes in this story?"</span></code></pre>
 
-  <button class="code-copy " data-clipboard-target="#code-124" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
+  <button class="code-copy " data-clipboard-target="#code-129" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
     <span style="display:inline-block;background:url(https://api.iconify.design/mdi/content-copy.svg) no-repeat center center / contain;width: 16px; height: 16px;" class=""></span>
   </button>
 </div>
 <p>Here is an example using Local search to ask a more specific question about a particular character:</p>
 
 <div style="position: relative">
-  <pre class="language-sh"><code id="code-128" class="language-sh">python <span class="token parameter variable">-m</span> graphrag.query <span class="token punctuation">\</span>
+  <pre class="language-sh"><code id="code-133" class="language-sh">python <span class="token parameter variable">-m</span> graphrag.query <span class="token punctuation">\</span>
 <span class="token parameter variable">--data</span> ./ragtest/output/<span class="token operator">&lt;</span>timestamp<span class="token operator">></span>/artifacts <span class="token punctuation">\</span>
 <span class="token parameter variable">--method</span> <span class="token builtin class-name">local</span> <span class="token punctuation">\</span>
 <span class="token string">"Who is Scrooge, and what are his main relationships?"</span></code></pre>
 
-  <button class="code-copy " data-clipboard-target="#code-128" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
+  <button class="code-copy " data-clipboard-target="#code-133" style="position: absolute; top: 7.5px; right: 6px; padding-top: 3px; cursor: pointer; outline: none; opacity: 0.8;" title="Copy">
     <span style="display:inline-block;background:url(https://api.iconify.design/mdi/content-copy.svg) no-repeat center center / contain;width: 16px; height: 16px;" class=""></span>
   </button>
 </div>