Buckets:

hf-doc-build
/

doc-dev

Files

xet

hf-doc-build/doc-dev / inference-providers /pr_2713 /en /tasks /feature-extraction.html

HuggingFaceDocBuilder

12 days ago

download

raw

28.7 kB

	<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{"title":"Feature Extraction","local":"feature-extraction","sections":[{"title":"Recommended models","local":"recommended-models","sections":[],"depth":3},{"title":"Using the API","local":"using-the-api","sections":[],"depth":3},{"title":"API specification","local":"api-specification","sections":[{"title":"Request","local":"request","sections":[],"depth":4},{"title":"Response","local":"response","sections":[],"depth":4}],"depth":3}],"depth":2}"/>
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/entry/start.Yrr5IqWF.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/chunks/8egz5TIQ.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/chunks/D1YZhoAV.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/entry/app.DLm95-7q.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/chunks/Bee_Vm2K.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/chunks/gYW7_7FM.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/chunks/CGX_pgXJ.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/chunks/DsnmJJEf.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/nodes/0._NE7fJvp.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/chunks/B5z72ZVn.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/nodes/50.DsraYMYX.js" rel="modulepreload">
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/chunks/9o5l2gGg.js" rel="modulepreload">
	<!--wxc8lk--><meta name="hf:doc:metadata" content="{"title":"Feature Extraction","local":"feature-extraction","sections":[{"title":"Recommended models","local":"recommended-models","sections":[],"depth":3},{"title":"Using the API","local":"using-the-api","sections":[],"depth":3},{"title":"API specification","local":"api-specification","sections":[{"title":"Request","local":"request","sections":[],"depth":4},{"title":"Response","local":"response","sections":[],"depth":4}],"depth":3}],"depth":2}"/><!---->
	<link href="/docs/inference-providers/pr_2713/en/_app/immutable/assets/0.tn0RQdqM.css" rel="modulepreload"> <!--[--><!--[0--><!--[--><!--[0--><!--[--><p></p> <!--[1--><h2 class="relative group"><a id="feature-extraction" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#feature-extraction"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Feature Extraction</span></h2><!--]--><!----> <p>Feature extraction is the task of converting a text into a vector (often called “embedding”).</p> <p>Example applications:</p> <ul><li>Retrieving the most relevant documents for a query (for RAG applications).</li> <li>Reranking a list of documents based on their similarity to a query.</li> <li>Calculating the similarity between two sentences.</li></ul> <blockquote class="tip"><p>For more details about the <code>feature-extraction</code> task, check out its <a href="https://huggingface.co/tasks/feature-extraction" rel="nofollow">dedicated page</a>! You will find examples and related materials.</p></blockquote> <!--[2--><h3 class="relative group"><a id="recommended-models" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#recommended-models"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Recommended models</span></h3><!--]--><!----> <ul><li><a href="https://huggingface.co/thenlper/gte-large" rel="nofollow">thenlper/gte-large</a>: A powerful feature extraction model for natural language processing tasks.</li></ul> <p>Explore all available models and find the one that suits you best <a href="https://huggingface.co/models?inference=warm&pipeline_tag=feature-extraction&sort=trending" rel="nofollow">here</a>, or from the terminal with the <a href="https://huggingface.co/docs/huggingface_hub/package_reference/cli#hf-models-list" rel="nofollow"><code>hf</code> CLI</a>:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-bash "><!---->hf models <span class="hljs-built_in">ls</span> --warm --pipeline-tag feature-extraction --<span class="hljs-built_in">sort</span> trending_score<!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="using-the-api" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#using-the-api"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Using the API</span></h3><!--]--><!----> <div class="md:items-top not-prose flex w-full flex-col justify-between gap-x-2 text-sm md:flex-row"><!--[0--><div><p class="hidden font-mono text-xs opacity-50 md:block">Language</p> <div class="my-1.5 flex flex-wrap items-center gap-x-1 gap-y-0.5"><!--[--><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none border-gray-800 bg-black text-white dark:bg-gray-700" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M15.84.5a16.4,16.4,0,0,0-3.57.32C9.1,1.39,8.53,2.53,8.53,4.64V7.48H16v1H5.77a4.73,4.73,0,0,0-4.7,3.74,14.82,14.82,0,0,0,0,7.54c.57,2.28,1.86,3.82,4,3.82h2.6V20.14a4.73,4.73,0,0,1,4.63-4.63h7.38a3.72,3.72,0,0,0,3.73-3.73V4.64A4.16,4.16,0,0,0,19.65.82,20.49,20.49,0,0,0,15.84.5ZM11.78,2.77a1.39,1.39,0,0,1,1.38,1.46,1.37,1.37,0,0,1-1.38,1.38A1.42,1.42,0,0,1,10.4,4.23,1.44,1.44,0,0,1,11.78,2.77Z" fill="#5a9fd4"></path><path d="M16.16,31.5a16.4,16.4,0,0,0,3.57-.32c3.17-.57,3.74-1.71,3.74-3.82V24.52H16v-1H26.23a4.73,4.73,0,0,0,4.7-3.74,14.82,14.82,0,0,0,0-7.54c-.57-2.28-1.86-3.82-4-3.82h-2.6v3.41a4.73,4.73,0,0,1-4.63,4.63H12.35a3.72,3.72,0,0,0-3.73,3.73v7.14a4.16,4.16,0,0,0,3.73,3.82A20.49,20.49,0,0,0,16.16,31.5Zm4.06-2.27a1.39,1.39,0,0,1-1.38-1.46,1.37,1.37,0,0,1,1.38-1.38,1.42,1.42,0,0,1,1.38,1.38A1.44,1.44,0,0,1,20.22,29.23Z" fill="#ffd43b"></path></svg><!--]--><!--]--> Python</button><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none hover:shadow-xs cursor-pointer text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><rect width="32" height="32" fill="#f7df1e"></rect><path d="M21.5,25a3.27,3.27,0,0,0,3,1.83c1.25,0,2-.63,2-1.49,0-1-.81-1.39-2.19-2L23.56,23C21.39,22.1,20,20.94,20,18.49c0-2.25,1.72-4,4.41-4a4.44,4.44,0,0,1,4.27,2.41l-2.34,1.5a2,2,0,0,0-1.93-1.29,1.31,1.31,0,0,0-1.44,1.29c0,.9.56,1.27,1.85,1.83l.75.32c2.55,1.1,4,2.21,4,4.72,0,2.71-2.12,4.19-5,4.19a5.78,5.78,0,0,1-5.48-3.07Zm-10.63.26c.48.84.91,1.55,1.94,1.55s1.61-.39,1.61-1.89V14.69h3V25c0,3.11-1.83,4.53-4.49,4.53a4.66,4.66,0,0,1-4.51-2.75Z"></path></svg><!--]--><!--]--> JavaScript</button><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none hover:shadow-xs cursor-pointer text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><rect width="32" height="32" rx="4" fill="#1683a5"></rect><path d="M6.71,14A5,5,0,0,1,8.82,9.29l2.64-2.2c1.67-1.37,2.52-1.41,4.6-1.41H21.7c1.19,0,2.45.27,2.45,1.79s-1.4,1.78-2.45,1.78H15.44a3.31,3.31,0,0,0-2,.89L11.24,12c-.55.44-1,.81-1,1.52v4.41c0,.7.41,1.07,1,1.52l2.16,1.82a3.34,3.34,0,0,0,2,.89H21.7c1.05,0,2.45.23,2.45,1.78s-1.26,1.78-2.45,1.78H16.06c-2.08,0-2.94,0-4.6-1.4L8.82,22.09A5.05,5.05,0,0,1,6.71,17.4Z" fill="#fff"></path></svg><!--]--><!--]--> cURL</button><!--]--></div></div><!--]--> <!--[0--><div><p class="hidden font-mono text-xs opacity-50 md:block">Client</p> <div class="my-1.5 flex flex-wrap items-center gap-x-1 gap-y-0.5"><!--[--><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none border-gray-800 bg-black text-white dark:bg-gray-700" type="button">huggingface_hub</button><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none hover:shadow-xs cursor-pointer text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button">requests</button><!--]--></div></div><!--]--> <!--[0--><div><p class="hidden font-mono text-xs opacity-50 md:block">Provider</p> <div class="my-1.5 flex flex-wrap items-center gap-x-1 gap-y-0.5"><!--[--><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none border-gray-800 bg-black text-white dark:bg-gray-700" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 26 26"><rect x="3.34856" y="3.02654" width="19.9474" height="19.9474" rx="2.95009" fill="#FFD21E" stroke="#FFB41E" stroke-width="1.18004"></rect><path fill-rule="evenodd" clip-rule="evenodd" d="M7.69336 9.74609V16.9754H9.32329V13.9595H11.8181V16.9754H13.4591V9.74609H11.8181V12.5292H9.32329V9.74609H7.69336ZM15.1646 9.74609V16.9754H16.7945V14.1702H19.3004V12.7953H16.7945V11.121H19.7217V9.74609H15.1646Z" fill="#814D00"></path></svg><!--]--><!--]--> HF Inference API</button><button class="text-md flex select-none items-center rounded-lg border px-1.5 py-1 leading-none hover:shadow-xs cursor-pointer text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button"><!--[0--><!--[--><svg class="mr-1.5 text-current" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 26 26"><rect x="2.43628" y="2.43652" width="21.1274" height="21.1274" rx="3.54011" fill="#8C40EF" fill-opacity="0.8"></rect><path d="M12.8596 18H15.8212C16.135 17.961 16.4253 17.8099 16.641 17.5733C16.8566 17.3366 16.9838 17.0297 17 16.7065V12.355C17 11.7778 16.5406 11.3104 15.9739 11.3104C15.4078 11.3104 14.9484 11.7778 14.9484 12.355V15.1175C14.9466 15.3245 14.8652 15.5225 14.7218 15.6685C14.5784 15.8146 14.3846 15.8969 14.1824 15.8977H12.8456C12.5743 15.898 12.3141 16.0082 12.1218 16.2042C11.9296 16.4003 11.8209 16.6662 11.8195 16.944V16.9584C11.8229 17.2376 11.9343 17.504 12.1293 17.6993C12.3242 17.8945 12.5869 18.0027 12.8596 18ZM11.0844 14.8101C10.9423 14.8105 10.8016 14.7822 10.6703 14.7269C10.5389 14.6717 10.4195 14.5904 10.3188 14.4879C10.2181 14.3854 10.1381 14.2635 10.0834 14.1293C10.0287 13.9951 10.0004 13.8512 10 13.7058V9.35497C10.0177 9.01674 10.1511 8.69567 10.3767 8.44796C10.6024 8.20025 10.9059 8.04168 11.2342 8H14.2028C14.4904 7.99963 14.7666 8.11479 14.9721 8.32073C15.1776 8.52666 15.2959 8.80694 15.3017 9.10129C15.3047 9.39676 15.1921 9.68148 14.9887 9.89159C14.7846 10.1023 14.5071 10.2211 14.2168 10.2223H12.873C12.4824 10.2223 12.1658 10.5446 12.1658 10.9427V13.7052C12.1658 14.3141 11.6819 14.8083 11.0838 14.8095L11.0844 14.8101Z" fill="white"></path><path d="M14.0683 6.94927C15.1121 6.94772 16.1139 7.3493 16.8537 8.06581C17.2186 8.41935 17.5079 8.83979 17.7047 9.3028C17.9015 9.76582 18.0019 10.2622 18.0002 10.7633V18.0803C17.9544 18.3283 17.8289 18.5559 17.6419 18.7303C17.455 18.9048 17.216 19.0171 16.9593 19.0513H11.9312C10.8893 19.0523 9.88944 18.652 9.15008 17.9378C8.78547 17.5853 8.49616 17.1661 8.29883 16.7043C8.10149 16.2425 8.00004 15.7473 8.00031 15.2472V8.1326C8 7.81898 8.1269 7.51791 8.35342 7.29478C8.57995 7.07166 8.88781 6.9445 9.21014 6.94092L14.0683 6.94927ZM14.0854 5.00001H9.13399C7.4029 5.00367 6.00107 6.36178 6 8.03607V15.2832C6.00014 16.0353 6.15331 16.78 6.4507 17.4743C6.74808 18.1685 7.18379 18.7987 7.7327 19.3283C8.84531 20.4019 10.3497 21.003 11.9167 21H17.1524C18.6443 20.8836 19.8402 19.7567 20 18.3166V10.7069C19.999 9.95556 19.8452 9.21182 19.5475 8.51855C19.2497 7.82528 18.8139 7.19619 18.2651 6.66753C17.1533 5.59624 15.6508 4.99673 14.086 5.00001H14.0854Z" fill="white"></path></svg><!--]--><!--]--> Scaleway</button><!--]--> <!--[0--><div class="relative colab-dropdown "><button class=" " type="button"><!--[0--><!--[-1--><p class="text-md hover:shadow-xs flex cursor-pointer select-none items-center rounded-lg border px-1.5 py-1 leading-none text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200">+1</p><!--]--><!----><!--]--></button> <!--[-1--><!--]--></div><!--]--></div></div><!--]--> <div><p class="invisible hidden font-mono text-xs md:block">Settings</p> <div class="not-prose my-1.5 flex"><div class="relative hidden md:block "><button class=" " type="button"><!--[0--><!--[-1--><button class="text-md hover:shadow-xs flex cursor-pointer select-none items-center rounded-lg border px-1.5 py-1 leading-none text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button" title="Settings dropdown"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 9 7"><path fill="currentColor" d="M8.537 1.153H7.361A1.445 1.445 0 0 0 5.954 0c-.689 0-1.263.49-1.407 1.153H.5v.576h4.047a1.445 1.445 0 0 0 1.407 1.153c.689 0 1.263-.49 1.407-1.153h1.176v-.576M5.954 2.305a.847.847 0 0 1-.861-.864c0-.49.373-.865.861-.865s.861.375.861.865-.373.864-.861.864M.5 5.764h1.177a1.445 1.445 0 0 0 1.406 1.152c.69 0 1.263-.49 1.407-1.152h4.047v-.577H4.49a1.445 1.445 0 0 0-1.407-1.152c-.688 0-1.263.49-1.406 1.152H.5v.577M3.083 4.61c.488 0 .862.375.862.864 0 .49-.374.865-.862.865a.847.847 0 0 1-.86-.865c0-.49.372-.864.86-.864"></path></svg><!----> Settings</button><!--]--><!----><!--]--></button> <!--[-1--><!--]--></div><!----> <div class="relative md:hidden "><button class=" " type="button"><!--[0--><!--[-1--><button class="text-md hover:shadow-xs flex cursor-pointer select-none items-center rounded-lg border px-1.5 py-1 leading-none text-gray-500 opacity-90 hover:text-gray-700 dark:hover:text-gray-200" type="button" title="Settings dropdown"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 9 7"><path fill="currentColor" d="M8.537 1.153H7.361A1.445 1.445 0 0 0 5.954 0c-.689 0-1.263.49-1.407 1.153H.5v.576h4.047a1.445 1.445 0 0 0 1.407 1.153c.689 0 1.263-.49 1.407-1.153h1.176v-.576M5.954 2.305a.847.847 0 0 1-.861-.864c0-.49.373-.865.861-.865s.861.375.861.865-.373.864-.861.864M.5 5.764h1.177a1.445 1.445 0 0 0 1.406 1.152c.69 0 1.263-.49 1.407-1.152h4.047v-.577H4.49a1.445 1.445 0 0 0-1.407-1.152c-.688 0-1.263.49-1.406 1.152H.5v.577M3.083 4.61c.488 0 .862.375.862.864 0 .49-.374.865-.862.865a.847.847 0 0 1-.86-.865c0-.49.372-.864.86-.864"></path></svg><!----> Settings</button><!--]--><!----><!--]--></button> <!--[-1--><!--]--></div><!----> <div class="flex-grow md:hidden"></div></div></div></div> <!--[0--><div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class=" "><!----><span class="hljs-keyword">import</span> os
	<span class="hljs-keyword">from</span> huggingface_hub <span class="hljs-keyword">import</span> InferenceClient

	client = InferenceClient(
	provider=<span class="hljs-string">"hf-inference"</span>,
	api_key=os.environ[<span class="hljs-string">"HF_TOKEN"</span>],
	)

	result = client.feature_extraction(
	<span class="hljs-string">"Today is a sunny day and I will get some ice cream."</span>,
	model=<span class="hljs-string">"microsoft/harrier-oss-v1-0.6b"</span>,
	)<!----></pre></div><!--]--><!----> <!--[2--><h3 class="relative group"><a id="api-specification" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#api-specification"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>API specification</span></h3><!--]--><!----> <!--[3--><h4 class="relative group"><a id="request" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#request"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Request</span></h4><!--]--><!----> <table><thead><tr><th align="left">Headers</th><th align="left"></th><th align="left"></th></tr></thead><tbody><tr><td align="left"><strong>authorization</strong></td><td align="left"><em>string</em></td><td align="left">Authentication header in the form <code>'Bearer: hf_**'</code> when <code>hf_*</code> is a personal user access token with “Inference Providers” permission. You can generate one from <a href="https://huggingface.co/settings/tokens/new?ownUserPermissions=inference.serverless.write&tokenType=fineGrained" rel="nofollow">your settings page</a>.</td></tr></tbody></table> <table><thead><tr><th align="left">Payload</th><th align="left"></th><th align="left"></th></tr></thead><tbody><tr><td align="left"><strong>inputs</strong></td><td align="left"><em>unknown</em></td><td align="left">One of the following:</td></tr><tr><td align="left"><strong> (#1)</strong></td><td align="left"><em>string</em></td><td align="left"></td></tr><tr><td align="left"><strong> (#2)</strong></td><td align="left"><em>string[]</em></td><td align="left"></td></tr><tr><td align="left"><strong>normalize</strong></td><td align="left"><em>boolean</em></td><td align="left"></td></tr><tr><td align="left"><strong>prompt_name</strong></td><td align="left"><em>string</em></td><td align="left">The name of the prompt that should be used by for encoding. If not set, no prompt will be applied. Must be a key in the <code>sentence-transformers</code> configuration <code>prompts</code> dictionary. For example if <code>prompt_name</code> is “query” and the <code>prompts</code> is {“query”: “query: ”, …}, then the sentence “What is the capital of France?” will be encoded as “query: What is the capital of France?” because the prompt text will be prepended before any text to encode.</td></tr><tr><td align="left"><strong>truncate</strong></td><td align="left"><em>boolean</em></td><td align="left"></td></tr><tr><td align="left"><strong>truncation_direction</strong></td><td align="left"><em>enum</em></td><td align="left">Possible values: left, right.</td></tr></tbody></table> <!--[3--><h4 class="relative group"><a id="response" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#response"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Response</span></h4><!--]--><!----> <table><thead><tr><th align="left">Body</th><th align="left"></th><th align="left"></th></tr></thead><tbody><tr><td align="left"><strong>(array)</strong></td><td align="left"><em>array[]</em></td><td align="left">Output is an array of arrays.</td></tr></tbody></table> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/hub-docs/blob/main/docs/inference-providers/tasks/feature-extraction.md" target="_blank"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg><!----> <span><span class="underline">Update</span> on GitHub</span></a><!----> <p></p><!--]--><!----><!--]--><!--]--><!--]--> <!--[-1--><!--]--><!--]-->

	<script>
	{
	__sveltekit_1hi8cnu = {
	base: "/docs/inference-providers/pr_2713/en",
	assets: "/docs/inference-providers/pr_2713/en"
	};

	const element = document.currentScript.parentElement;

	Promise.all([
	import("/docs/inference-providers/pr_2713/en/_app/immutable/entry/start.Yrr5IqWF.js"),
	import("/docs/inference-providers/pr_2713/en/_app/immutable/entry/app.DLm95-7q.js")
	]).then(([kit, app]) => {
	kit.start(app, element, {
	node_ids: [0, 50],
	data: [null,null],
	form: null,
	error: null
	});
	});
	}
	</script>

Xet Storage Details

Size:: 28.7 kB
Xet hash:: 0d4d39a5be9d473913707ce672f56673b42a68e57e384852c8a18c535e603b78

Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.