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Inference Endpoints

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class="relative lg:flex" id="hf-doc-container"><div class="sticky top-0 z-20 self-start"><div class="SVELTE_HYDRATER contents" data-target="SideMenu" data-props="{&quot;chapters&quot;:[{&quot;title&quot;:&quot;Overview&quot;,&quot;isExpanded&quot;:true,&quot;sections&quot;:[{&quot;title&quot;:&quot;🤗 Inference Endpoints&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;index&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/index&quot;},{&quot;title&quot;:&quot;Security &amp; Compliance&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;security&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/security&quot;},{&quot;title&quot;:&quot;Supported Tasks&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;supported_tasks&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/supported_tasks&quot;},{&quot;title&quot;:&quot;API Reference 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(UI)&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/access&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/access&quot;},{&quot;title&quot;:&quot;Create your first Endpoint&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/create_endpoint&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/create_endpoint&quot;},{&quot;title&quot;:&quot;Send Requests to Endpoints&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/test_endpoint&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/test_endpoint&quot;},{&quot;title&quot;:&quot;Update your Endpoint&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/update_endpoint&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/update_endpoint&quot;},{&quot;title&quot;:&quot;Advanced Setup (Instance Types, Auto Scaling, Versioning)&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/advanced&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/advanced&quot;},{&quot;title&quot;:&quot;Create a Private Endpoint with AWS PrivateLink&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/private_link&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/private_link&quot;},{&quot;title&quot;:&quot;Add custom Dependencies&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/custom_dependencies&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/custom_dependencies&quot;},{&quot;title&quot;:&quot;Create custom Inference Handler&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/custom_handler&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/custom_handler&quot;},{&quot;title&quot;:&quot;Use a custom Container Image&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/custom_container&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/custom_container&quot;},{&quot;title&quot;:&quot;Access and read Logs&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/logs&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/logs&quot;},{&quot;title&quot;:&quot;Access and view Metrics&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/metrics&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/metrics&quot;},{&quot;title&quot;:&quot;Change Organization or Account&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/change_organization&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/change_organization&quot;},{&quot;title&quot;:&quot;Pause and Resume your Endpoint&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/pause_endpoint&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/pause_endpoint&quot;},{&quot;title&quot;:&quot;Deploying a llama.cpp Container&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;guides/llamacpp_container&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/guides/llamacpp_container&quot;}]},{&quot;title&quot;:&quot;Others&quot;,&quot;isExpanded&quot;:true,&quot;sections&quot;:[{&quot;title&quot;:&quot;Inference Endpoints Version&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;others/runtime&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/others/runtime&quot;},{&quot;title&quot;:&quot;Serialization &amp; Deserialization for Requests&quot;,&quot;isExpanded&quot;:true,&quot;id&quot;:&quot;others/serialization&quot;,&quot;url&quot;:&quot;/docs/inference-endpoints/others/serialization&quot;},{&quot;title&quot;:&quot;Inference Endpoints Container 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Examples&quot;,&quot;local&quot;:&quot;documentation-and-examples&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Guides&quot;,&quot;local&quot;:&quot;guides&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;Others&quot;,&quot;local&quot;:&quot;others&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3}],&quot;depth&quot;:2}],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <h1 class="relative group"><a id="inference-endpoints" 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="#inference-endpoints"><span><svg class="" 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>Inference Endpoints</span></h1> <p data-svelte-h="svelte-1vq9vt9">Inference Endpoints offers a secure production solution to easily deploy any Transformers, Sentence-Transformers and Diffusers models from the Hub on dedicated and autoscaling infrastructure managed by Hugging Face.</p> <p data-svelte-h="svelte-13vz9k7">A Hugging Face Endpoint is built from a <a href="https://huggingface.co/models" rel="nofollow">Hugging Face Model Repository</a>. When an Endpoint is created, the service creates image artifacts that are either built from the model you select or a custom-provided container image. The image artifacts are completely decoupled from the Hugging Face Hub source repositories to ensure the highest security and reliability levels.</p> <p data-svelte-h="svelte-5gr3c3">Inference Endpoints support all of the <a href="/docs/inference-endpoints/supported_tasks">Transformers, Sentence-Transformers and Diffusers tasks</a> as well as <a href="/docs/inference-endpoints/guides/custom_handler">custom tasks</a> not supported by Transformers yet like speaker diarization and diffusion.</p> <p data-svelte-h="svelte-1oj901w">In addition, Inference Endpoints gives you the option to use a custom container image managed on an external service, for instance, <a href="https://hub.docker.com/" rel="nofollow">Docker Hub</a>, <a href="https://aws.amazon.com/ecr/?nc1=h_ls" rel="nofollow">AWS ECR</a>, <a href="https://azure.microsoft.com/de-de/services/container-registry/" rel="nofollow">Azure ACR</a>, or <a href="https://cloud.google.com/container-registry?hl=de" rel="nofollow">Google GCR</a>.</p> <p data-svelte-h="svelte-1uza85p"><img src="https://raw.githubusercontent.com/huggingface/hf-endpoints-documentation/main/assets/creation_flow.png" alt="creation-flow"></p> <h2 class="relative group"><a id="documentation-and-examples" 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="#documentation-and-examples"><span><svg class="" 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>Documentation and Examples</span></h2> <ul data-svelte-h="svelte-1nymdtf"><li><a href="/docs/inference-endpoints/security">Security &amp; Compliance</a></li> <li><a href="/docs/inference-endpoints/supported_tasks">Supported Transformers Task</a></li> <li><a href="/docs/inference-endpoints/api_reference">API Reference</a></li> <li><a href="/docs/inference-endpoints/autoscaling">Autoscaling</a></li> <li><a href="/docs/inference-endpoints/faq">FAQ</a></li> <li><a href="/docs/inference-endpoints/support">Help &amp; Support</a></li></ul> <h3 class="relative group"><a id="guides" 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="#guides"><span><svg class="" 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>Guides</span></h3> <ul data-svelte-h="svelte-7grvt0"><li><a href="/docs/inference-endpoints/guides/access">Access the solution (UI)</a></li> <li><a href="/docs/inference-endpoints/guides/create_endpoint">Create your first Endpoint</a></li> <li><a href="/docs/inference-endpoints/guides/test_endpoint">Send Requests to Endpoints</a></li> <li><a href="/docs/inference-endpoints/guides/update_endpoint">Update your Endpoint</a></li> <li><a href="/docs/inference-endpoints/guides/advanced">Advanced Setup (Instance Types, Auto Scaling, Versioning)</a></li> <li><a href="/docs/inference-endpoints/guides/private_link">Create a Private Endpoint with AWS PrivateLink</a></li> <li><a href="/docs/inference-endpoints/guides/custom_dependencies">Add custom Dependencies</a></li> <li><a href="/docs/inference-endpoints/guides/custom_handler">Create custom Inference Handler</a></li> <li><a href="/docs/inference-endpoints/guides/custom_container">Use a custom Container Image</a></li> <li><a href="/docs/inference-endpoints/guides/logs">Access and read Logs</a></li> <li><a href="/docs/inference-endpoints/guides/metrics">Access and view Metrics</a></li> <li><a href="/docs/inference-endpoints/guides/change_organization">Change Organization or Account</a></li> <li><a href="/docs/inference-endpoints/guides/llamacpp_container">Deploying a llama.cpp Container</a></li></ul> <h3 class="relative group"><a id="others" 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="#others"><span><svg class="" 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>Others</span></h3> <ul data-svelte-h="svelte-1t4h97m"><li><a href="/docs/inference-endpoints/others/runtime">Inference Endpoints Versions</a></li> <li><a href="/docs/inference-endpoints/others/serialization">Serialization &amp; Deserialization for Requests</a></li> <li><a href="/docs/inference-endpoints/others/container_types">Inference Endpoints Container Types</a></li></ul> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/hf-endpoints-documentation/blob/main/docs/source/index.mdx" target="_blank"><span data-svelte-h="svelte-1kd6by1">&lt;</span> <span data-svelte-h="svelte-x0xyl0">&gt;</span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a> <p></p> <script> { __sveltekit_bxtz31 = { assets: "/docs/inference-endpoints/main/en", base: "/docs/inference-endpoints/main/en", env: {} }; const element = document.currentScript.parentElement; const data = [null,null]; Promise.all([ import("/docs/inference-endpoints/main/en/_app/immutable/entry/start.db854328.js"), import("/docs/inference-endpoints/main/en/_app/immutable/entry/app.8a3a8261.js") ]).then(([kit, app]) => { kit.start(app, element, { node_ids: [0, 19], data, form: null, error: null }); 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