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Quickstart _ Mistral AI Large Language Models.html
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Quickstart _ Mistral AI Large Language Models.html
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Head to <a href="https://console.mistral.ai/" target="_blank" rel="noopener noreferrer">console.mistral.ai</a></p></div></div>
<h2 class="anchor anchorWithStickyNavbar_r6n_" id="getting-started-with-mistral-ai-api">Getting started with Mistral AI API<a href="https://docs.mistral.ai/getting-started/quickstart/#getting-started-with-mistral-ai-api" class="hash-link" aria-label="Direct link to Getting started with Mistral AI API" title="Direct link to Getting started with Mistral AI API"></a></h2>
<a target="_blank" href="https://colab.research.google.com/github/mistralai/cookbook/blob/main/quickstart.ipynb"><img src="./Quickstart _ Mistral AI Large Language Models_files/colab-badge.svg" alt="Open In Colab"></a>
<p>Mistral AI API provides a seamless way for developers to integrate Mistral's state-of-the-art
models into their applications and production workflows with just a few lines of code.
Our API is currently available through <a href="https://console.mistral.ai/" target="_blank" rel="noopener noreferrer">La Plateforme</a>.
You need to activate payments on your account to enable your API keys.
After a few moments, you will be able to use our <code>chat</code> endpoint:</p>
<div class="tabs-container tabList_t0ny"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_uTIH tabs__item--active">python</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_uTIH">javascript</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_uTIH">curl</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Qjpd"><div class="language-python codeBlockContainer_YMIx theme-code-block" style="--prism-color: #f8f8f2; --prism-background-color: #272822;"><div class="codeBlockContent_l9UM"><pre tabindex="0" class="prism-code language-python codeBlock_iAC8 thin-scrollbar" style="color: rgb(248, 248, 242); background-color: rgb(39, 40, 34);"><code class="codeBlockLines_jCwv"><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token keyword" style="color: rgb(102, 217, 239);">import</span><span class="token plain"> os</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">from</span><span class="token plain"> mistralai</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">client </span><span class="token keyword" style="color: rgb(102, 217, 239);">import</span><span class="token plain"> MistralClient</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">from</span><span class="token plain"> mistralai</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">models</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">chat_completion </span><span class="token keyword" style="color: rgb(102, 217, 239);">import</span><span class="token plain"> ChatMessage</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain">api_key </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> os</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">environ</span><span class="token punctuation" style="color: rgb(248, 248, 242);">[</span><span class="token string" style="color: rgb(166, 226, 46);">"MISTRAL_API_KEY"</span><span class="token punctuation" style="color: rgb(248, 248, 242);">]</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain">model </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">"mistral-large-latest"</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain">client </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> MistralClient</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain">api_key</span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain">api_key</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain">chat_response </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> client</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">chat</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> model</span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain">model</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> messages</span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token punctuation" style="color: rgb(248, 248, 242);">[</span><span class="token plain">ChatMessage</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain">role</span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token string" style="color: rgb(166, 226, 46);">"user"</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"> content</span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token string" style="color: rgb(166, 226, 46);">"What is the best French cheese?"</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token punctuation" style="color: rgb(248, 248, 242);">]</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">print</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain">chat_response</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">choices</span><span class="token punctuation" style="color: rgb(248, 248, 242);">[</span><span class="token number" style="color: rgb(174, 129, 255);">0</span><span class="token punctuation" style="color: rgb(248, 248, 242);">]</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">message</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">content</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><br></span></code></pre><div class="buttonGroup_k3YM"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_Lgzn" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_SOZX"><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_sALW"><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><div role="tabpanel" class="tabItem_Qjpd" hidden=""><div class="language-javascript codeBlockContainer_YMIx theme-code-block" style="--prism-color: #f8f8f2; --prism-background-color: #272822;"><div class="codeBlockContent_l9UM"><pre tabindex="0" class="prism-code language-javascript codeBlock_iAC8 thin-scrollbar" style="color: rgb(248, 248, 242); background-color: rgb(39, 40, 34);"><code class="codeBlockLines_jCwv"><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token keyword module" style="color: rgb(102, 217, 239);">import</span><span class="token plain"> </span><span class="token imports maybe-class-name">MistralClient</span><span class="token plain"> </span><span class="token keyword module" style="color: rgb(102, 217, 239);">from</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'@mistralai/mistralai'</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">const</span><span class="token plain"> apiKey </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> process</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token property-access">env</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token constant" style="color: rgb(230, 219, 116);">MISTRAL_API_KEY</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">const</span><span class="token plain"> client </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> </span><span class="token keyword" style="color: rgb(102, 217, 239);">new</span><span class="token plain"> </span><span class="token class-name" style="color: rgb(230, 219, 116);">MistralClient</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain">apiKey</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">const</span><span class="token plain"> chatResponse </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> </span><span class="token keyword control-flow" style="color: rgb(102, 217, 239);">await</span><span class="token plain"> client</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token method function property-access" style="color: rgb(230, 219, 116);">chat</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token punctuation" style="color: rgb(248, 248, 242);">{</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token literal-property property" style="color: rgb(249, 38, 114);">model</span><span class="token operator" style="color: rgb(102, 217, 239);">:</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'mistral-large-latest'</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token literal-property property" style="color: rgb(249, 38, 114);">messages</span><span class="token operator" style="color: rgb(102, 217, 239);">:</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">[</span><span class="token punctuation" style="color: rgb(248, 248, 242);">{</span><span class="token literal-property property" style="color: rgb(249, 38, 114);">role</span><span class="token operator" style="color: rgb(102, 217, 239);">:</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'user'</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"> </span><span class="token literal-property property" style="color: rgb(249, 38, 114);">content</span><span class="token operator" style="color: rgb(102, 217, 239);">:</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'What is the best French cheese?'</span><span class="token punctuation" style="color: rgb(248, 248, 242);">}</span><span class="token punctuation" style="color: rgb(248, 248, 242);">]</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token punctuation" style="color: rgb(248, 248, 242);">}</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token console class-name" style="color: rgb(230, 219, 116);">console</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token method function property-access" style="color: rgb(230, 219, 116);">log</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token string" style="color: rgb(166, 226, 46);">'Chat:'</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"> chatResponse</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token property-access">choices</span><span class="token punctuation" style="color: rgb(248, 248, 242);">[</span><span class="token number" style="color: rgb(174, 129, 255);">0</span><span class="token punctuation" style="color: rgb(248, 248, 242);">]</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token property-access">message</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token property-access">content</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><br></span></code></pre><div class="buttonGroup_k3YM"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_Lgzn" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_SOZX"><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_sALW"><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><div role="tabpanel" class="tabItem_Qjpd" hidden=""><div class="language-bash codeBlockContainer_YMIx theme-code-block" style="--prism-color: #f8f8f2; --prism-background-color: #272822;"><div class="codeBlockContent_l9UM"><pre tabindex="0" class="prism-code language-bash codeBlock_iAC8 thin-scrollbar" style="color: rgb(248, 248, 242); background-color: rgb(39, 40, 34);"><code class="codeBlockLines_jCwv"><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token function" style="color: rgb(230, 219, 116);">curl</span><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--location</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">"https://api.mistral.ai/v1/chat/completions"</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">\</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--header</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'Content-Type: application/json'</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">\</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--header</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'Accept: application/json'</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">\</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--header</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">"Authorization: Bearer </span><span class="token string variable" style="color: rgb(248, 248, 242);">$MISTRAL_API_KEY</span><span class="token string" style="color: rgb(166, 226, 46);">"</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">\</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--data</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'{</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token string" style="color: rgb(166, 226, 46);"> "model": "mistral-large-latest",</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token string" style="color: rgb(166, 226, 46);"> "messages": [{"role": "user", "content": "Who is the most renowned French painter?"}]</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token string" style="color: rgb(166, 226, 46);"> }'</span><br></span></code></pre><div class="buttonGroup_k3YM"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_Lgzn" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_SOZX"><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_sALW"><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></div></div>
<p>To generate text embeddings using Mistral AI's embeddings API, we can make a request to the API
endpoint and specify the embedding model <code>mistral-embed</code>, along with providing a list of input texts.
The API will then return the corresponding embeddings as numerical vectors, which can be used for
further analysis or processing in NLP applications.</p>
<div class="tabs-container tabList_t0ny"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_uTIH tabs__item--active">python</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_uTIH">javascript</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_uTIH">curl</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Qjpd"><div class="language-python codeBlockContainer_YMIx theme-code-block" style="--prism-color: #f8f8f2; --prism-background-color: #272822;"><div class="codeBlockContent_l9UM"><pre tabindex="0" class="prism-code language-python codeBlock_iAC8 thin-scrollbar" style="color: rgb(248, 248, 242); background-color: rgb(39, 40, 34);"><code class="codeBlockLines_jCwv"><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token keyword" style="color: rgb(102, 217, 239);">from</span><span class="token plain"> mistralai</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">client </span><span class="token keyword" style="color: rgb(102, 217, 239);">import</span><span class="token plain"> MistralClient</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain">api_key </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> os</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">environ</span><span class="token punctuation" style="color: rgb(248, 248, 242);">[</span><span class="token string" style="color: rgb(166, 226, 46);">"MISTRAL_API_KEY"</span><span class="token punctuation" style="color: rgb(248, 248, 242);">]</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain">model </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">"mistral-embed"</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain">client </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> MistralClient</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain">api_key</span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain">api_key</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain">embeddings_response </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> client</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token plain">embeddings</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> model</span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain">model</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token builtin" style="color: rgb(230, 219, 116);">input</span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token punctuation" style="color: rgb(248, 248, 242);">[</span><span class="token string" style="color: rgb(166, 226, 46);">"Embed this sentence."</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">"As well as this one."</span><span class="token punctuation" style="color: rgb(248, 248, 242);">]</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">print</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain">embeddings_response</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><br></span></code></pre><div class="buttonGroup_k3YM"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_Lgzn" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_SOZX"><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_sALW"><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><div role="tabpanel" class="tabItem_Qjpd" hidden=""><div class="language-javascript codeBlockContainer_YMIx theme-code-block" style="--prism-color: #f8f8f2; --prism-background-color: #272822;"><div class="codeBlockContent_l9UM"><pre tabindex="0" class="prism-code language-javascript codeBlock_iAC8 thin-scrollbar" style="color: rgb(248, 248, 242); background-color: rgb(39, 40, 34);"><code class="codeBlockLines_jCwv"><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token keyword module" style="color: rgb(102, 217, 239);">import</span><span class="token plain"> </span><span class="token imports maybe-class-name">MistralClient</span><span class="token plain"> </span><span class="token keyword module" style="color: rgb(102, 217, 239);">from</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'@mistralai/mistralai'</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">const</span><span class="token plain"> apiKey </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> process</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token property-access">env</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token constant" style="color: rgb(230, 219, 116);">MISTRAL_API_KEY</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">const</span><span class="token plain"> client </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> </span><span class="token keyword" style="color: rgb(102, 217, 239);">new</span><span class="token plain"> </span><span class="token class-name" style="color: rgb(230, 219, 116);">MistralClient</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain">apiKey</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token keyword" style="color: rgb(102, 217, 239);">const</span><span class="token plain"> embeddingsResponse </span><span class="token operator" style="color: rgb(102, 217, 239);">=</span><span class="token plain"> </span><span class="token keyword control-flow" style="color: rgb(102, 217, 239);">await</span><span class="token plain"> client</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token method function property-access" style="color: rgb(230, 219, 116);">embeddings</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token punctuation" style="color: rgb(248, 248, 242);">{</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token literal-property property" style="color: rgb(249, 38, 114);">model</span><span class="token operator" style="color: rgb(102, 217, 239);">:</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'mistral-embed'</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token literal-property property" style="color: rgb(249, 38, 114);">input</span><span class="token operator" style="color: rgb(102, 217, 239);">:</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">[</span><span class="token string" style="color: rgb(166, 226, 46);">"Embed this sentence."</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">"As well as this one."</span><span class="token punctuation" style="color: rgb(248, 248, 242);">]</span><span class="token punctuation" style="color: rgb(248, 248, 242);">,</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token punctuation" style="color: rgb(248, 248, 242);">}</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain" style="display: inline-block;"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"></span><span class="token console class-name" style="color: rgb(230, 219, 116);">console</span><span class="token punctuation" style="color: rgb(248, 248, 242);">.</span><span class="token method function property-access" style="color: rgb(230, 219, 116);">log</span><span class="token punctuation" style="color: rgb(248, 248, 242);">(</span><span class="token plain">embeddingsResponse</span><span class="token punctuation" style="color: rgb(248, 248, 242);">)</span><span class="token punctuation" style="color: rgb(248, 248, 242);">;</span><br></span></code></pre><div class="buttonGroup_k3YM"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_Lgzn" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_SOZX"><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_sALW"><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><div role="tabpanel" class="tabItem_Qjpd" hidden=""><div class="language-bash codeBlockContainer_YMIx theme-code-block" style="--prism-color: #f8f8f2; --prism-background-color: #272822;"><div class="codeBlockContent_l9UM"><pre tabindex="0" class="prism-code language-bash codeBlock_iAC8 thin-scrollbar" style="color: rgb(248, 248, 242); background-color: rgb(39, 40, 34);"><code class="codeBlockLines_jCwv"><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token function" style="color: rgb(230, 219, 116);">curl</span><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--location</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">"https://api.mistral.ai/v1/embeddings"</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">\</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--header</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'Content-Type: application/json'</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">\</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--header</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'Accept: application/json'</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">\</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--header</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">"Authorization: Bearer </span><span class="token string variable" style="color: rgb(248, 248, 242);">$MISTRAL_API_KEY</span><span class="token string" style="color: rgb(166, 226, 46);">"</span><span class="token plain"> </span><span class="token punctuation" style="color: rgb(248, 248, 242);">\</span><span class="token plain"></span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token plain"> </span><span class="token parameter variable" style="color: rgb(248, 248, 242);">--data</span><span class="token plain"> </span><span class="token string" style="color: rgb(166, 226, 46);">'{</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token string" style="color: rgb(166, 226, 46);"> "model": "mistral-embed",</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token string" style="color: rgb(166, 226, 46);"> "input": ["Embed this sentence.", "As well as this one."]</span><br></span><span class="token-line" style="color: rgb(248, 248, 242);"><span class="token string" style="color: rgb(166, 226, 46);"> }'</span><br></span></code></pre><div class="buttonGroup_k3YM"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_Lgzn" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_SOZX"><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_sALW"><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></div></div>
<p>For a full description of the models offered on the API, head on to the <strong><a href="https://docs.mistral.ai/getting-started/models/">model documentation</a></strong>.</p>
<h2 class="anchor anchorWithStickyNavbar_r6n_" id="account-setup">Account setup<a href="https://docs.mistral.ai/getting-started/quickstart/#account-setup" class="hash-link" aria-label="Direct link to Account setup" title="Direct link to Account setup"></a></h2>
<ul>
<li>To get started, create a Mistral account or sign in at <a href="https://console.mistral.ai/" target="_blank" rel="noopener noreferrer">console.mistral.ai</a>.</li>
<li>Then, navigate to "Workspace" and "Billing" to add your payment information and activate payments on your account.</li>
<li>After that, go to the "API keys" page and make a new API key by clicking "Create new key".
Make sure to copy the API key, save it safely, and do not share it with anyone.</li>
</ul></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="https://docs.mistral.ai/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Introduction</div></a><a class="pagination-nav__link pagination-nav__link--next" href="https://docs.mistral.ai/getting-started/models/"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Models</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_dRcY thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="https://docs.mistral.ai/getting-started/quickstart/#getting-started-with-mistral-ai-api" class="table-of-contents__link toc-highlight table-of-contents__link--active">Getting started with Mistral AI API</a></li><li><a href="https://docs.mistral.ai/getting-started/quickstart/#account-setup" class="table-of-contents__link toc-highlight">Account setup</a></li></ul></div></div></div></div></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Documentation</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="https://docs.mistral.ai/">Documentation</a></li><li class="footer__item"><a class="footer__link-item" href="https://docs.mistral.ai/guides/contribute/">Contributing</a></li></ul></div><div class="col footer__col"><div class="footer__title">Community</div><ul class="footer__items clean-list"><li class="footer__item"><a href="https://discord.gg/mistralai" target="_blank" rel="noopener noreferrer" class="footer__link-item">Discord<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_yPTG"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://twitter.com/MistralAI" target="_blank" rel="noopener noreferrer" class="footer__link-item">X<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_yPTG"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://github.com/mistralai" target="_blank" rel="noopener noreferrer" class="footer__link-item">GitHub<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_yPTG"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div></div><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 Mistral AI.</div></div></div></footer></div>
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