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<title data-rh="true">Enable LLM Mode - How-To | OpenBB Platform Docs</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:image" content="https://docs.openbb.co/img/banner.png"><meta data-rh="true" name="twitter:image" content="https://docs.openbb.co/img/banner.png"><meta data-rh="true" property="og:url" content="https://docs.openbb.co/platform/user_guides/llm_mode"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="LLM Friendly Mode | OpenBB Docs"><meta data-rh="true" name="description" content="This guide provides detailed instructions on how to enable LLM mode in the OpenBB Platform."><meta data-rh="true" property="og:description" content="This guide provides detailed instructions on how to enable LLM mode in the OpenBB Platform."><meta data-rh="true" name="keywords" content="OpenBB Platform,LLM mode,LLM,ChatGPT,AI,Financial Agents,LLM Compatibility,Finance AI,Custom commands,Python Interface"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openbb.co/platform/user_guides/llm_mode"><link data-rh="true" rel="alternate" href="https://docs.openbb.co/platform/user_guides/llm_mode" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openbb.co/platform/user_guides/llm_mode" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://7D1HQ0IXAS-dsn.algolia.net" crossorigin="anonymous"><link rel="search" type="application/opensearchdescription+xml" title="OpenBB Docs" href="/opensearch.xml">
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content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/platform/user_guides"><span itemprop="name">User Guides</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">LLM Friendly Mode</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_bxCs"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>LLM Friendly Mode</h1></header>
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<p>The OpenBB Platform provides a way to enable the Large Language Model (LLM) mode, which allows you to use LLM frameworks such as <a href="https://github.com/jackmpcollins/magentic" target="_blank" rel="noopener noreferrer">Magentic</a>, <a href="https://github.com/langchain-ai/langchain" target="_blank" rel="noopener noreferrer">Langchain</a>, <a href="https://github.com/deepset-ai/haystack" target="_blank" rel="noopener noreferrer">Haystack</a>, and more.</p>
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<p>This guide outlines the steps to enable LLM mode in the OpenBB Platform.</p>
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<h2 class="anchor anchorWithStickyNavbar_LWe7" id="enabling-llm-mode">Enabling LLM Mode<a href="#enabling-llm-mode" class="hash-link" aria-label="Direct link to Enabling LLM Mode" title="Direct link to Enabling LLM Mode"></a></h2>
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<p>We first start by importing the OpenBB Platform:</p>
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<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token keyword" style="color:rgb(86, 156, 214)">from</span><span class="token plain"> openbb </span><span class="token keyword" style="color:rgb(86, 156, 214)">import</span><span class="token plain"> obb</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
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<p>The LLM mode is made possible by setting the system and user preferences to an LLM-compatible mode.</p>
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<p>First, we set the user preference:</p>
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<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">user</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">preferences</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">output_type</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token string" style="color:rgb(206, 145, 120)">"llm"</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
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<p>This line of code converts the <code>OBBject</code> response data results into a format that works good with LLM models. This is based on our own experience with building LLM agents for financial data. You can try other output types such as <code>dict</code>, or similar. You can also build your custom output type.</p>
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<p>Next, we set the system preferences:</p>
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<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">system</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">python_settings</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">docstring_sections</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token punctuation" style="color:rgb(212, 212, 212)">[</span><span class="token string" style="color:rgb(206, 145, 120)">'description'</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">'examples'</span><span class="token punctuation" style="color:rgb(212, 212, 212)">]</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
|
||
<p>This system preference trims the docstrings of the commands so that they can fit into the LLM model's context size and also avoid redundant information. The redundant information comes from the information inside the signature of the command that is also written in the docstring.</p>
|
||
<p>As our docstrings are modular we can easily choose which section of the docstrings to include. Available docstring sections are the following:</p>
|
||
<ul>
|
||
<li>description</li>
|
||
<li>parameters</li>
|
||
<li>returns</li>
|
||
<li>examples</li>
|
||
</ul>
|
||
<p>The next step is to limit the size of the docstrings:</p>
|
||
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">system</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">python_settings</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">docstring_max_length</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token number" style="color:rgb(181, 206, 168)">1024</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
|
||
<p>We do this to ensure that the docstrings are not too long for the LLM model to process. The LLM model has a limit on the number of tokens it can process at once, and this setting ensures that the docstrings are within that limit.</p>
|
||
<p>Finally, we can import <code>openbb</code> and rebuild the Python static assets to apply these system changes:</p>
|
||
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token keyword" style="color:rgb(86, 156, 214)">import</span><span class="token plain"> openbb</span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">openbb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">build</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div>
|
||
<p>Now you have successfully enabled LLM mode in the OpenBB Platform. You can now use LLM frameworks to interact with the OpenBB Platform and build financial agents that can understand and respond to financial data.</p>
|
||
<p>For example:</p>
|
||
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token keyword" style="color:rgb(86, 156, 214)">from</span><span class="token plain"> magentic </span><span class="token keyword" style="color:rgb(86, 156, 214)">import</span><span class="token plain"> prompt_chain</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> FunctionCall</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> OpenaiChatModel</span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain"></span><span class="token decorator annotation punctuation" style="color:rgb(212, 212, 212)">@prompt_chain</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">"You are a helpful financial agent that can use function calling to retrieve data.\nUser Query: {query}"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain"> functions</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token punctuation" style="color:rgb(212, 212, 212)">[</span><span class="token plain">obb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">equity</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">price</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">quote</span><span class="token punctuation" style="color:rgb(212, 212, 212)">]</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain"> model</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain">OpenaiChatModel</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token plain">model</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token string" style="color:rgb(206, 145, 120)">"gpt-4-turbo-preview"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain"></span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain"></span><span class="token keyword" style="color:rgb(86, 156, 214)">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(220, 220, 170)">llm</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token plain">query</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">-</span><span class="token operator" style="color:rgb(212, 212, 212)">></span><span class="token plain"> FunctionCall </span><span class="token operator" style="color:rgb(212, 212, 212)">|</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">r </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> llm</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token plain">query</span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token string" style="color:rgb(206, 145, 120)">"What is the current stock price of AAPL?"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#9CDCFE"><span class="token plain">r</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col"><a href="https://github.com/OpenBB-finance/OpenBBTerminal/edit/main/website/content/platform/user_guides/llm_mode.mdx" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"><span class="theme-last-updated">Last updated<!-- --> on <b><time datetime="2024-06-24T09:26:37.000Z" itemprop="dateModified">Jun 24, 2024</time></b> by <b>montezdesousa</b></span></div></div></footer></article><nav 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