inference-endpoints/pr_113/en/guides/custom_container.html

<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Use a custom Container Image&quot;,&quot;local&quot;:&quot;use-a-custom-container-image&quot;,&quot;sections&quot;:[],&quot;depth&quot;:1}">
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		<link rel="modulepreload" href="/docs/inference-endpoints/pr_113/en/_app/immutable/chunks/getInferenceSnippets.8efa8e08.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Use a custom Container Image&quot;,&quot;local&quot;:&quot;use-a-custom-container-image&quot;,&quot;sections&quot;:[],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END -->      <p></p>  <h1 class="relative group"><a id="use-a-custom-container-image" 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="#use-a-custom-container-image"><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>Use a custom Container Image</span></h1> <p data-svelte-h="svelte-1j6mrbp">Inference Endpoints not only allows you to <a href="/docs/inference-endpoints/guides/custom_handler">customize your inference handler</a>, but it also allows you to provide a custom container image. Those can be public images like <code>tensorflow/serving:2.7.3</code> or private Images hosted on <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> <img src="https://raw.githubusercontent.com/huggingface/hf-endpoints-documentation/main/assets/custom_container.png" alt="custom container config"> <p data-svelte-h="svelte-1ukt8js">The <a href="/docs/inference-endpoints/guides/create_endpoint">creation flow</a> of your Image artifacts from a custom image is the same as the base image. This means Inference Endpoints will create a unique image artifact derived from your provided image, including all Model Artifacts.</p> <p data-svelte-h="svelte-r1mzwn">The Model Artifacts (weights) are stored under <code>/repository</code>. For example, if you use<code>tensorflow/serving</code> as your custom image, then you have to set `model_base_path=“/repository”:</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 class="" 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=""><!-- HTML_TAG_START -->tensorflow_model_server \
  <span class="hljs-attribute">--rest_api_port</span>=5000 \
  <span class="hljs-attribute">--model_name</span>=my_model \
  <span class="hljs-attribute">--model_base_path</span>=<span class="hljs-string">&quot;/repository&quot;</span><!-- HTML_TAG_END --></pre></div> <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/guides/custom_container.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> 
			
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