Models

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2.396 1.602 2.095 2.622zm10.744 1.193c.036 1.055-1.193 1.93-2.715 1.95c-1.53.034-2.769-.82-2.786-1.86c0-1.065 1.202-1.932 2.733-1.958c1.522-.03 2.768.818 2.768 1.868zm10.555-.405c.182 1.03-.875 2.088-2.387 2.37c-1.485.271-2.861-.365-3.05-1.386c-.184-1.056.893-2.114 2.376-2.387c1.514-.263 2.868.356 3.061 1.403z" fill="currentColor"></path></svg> </a></div></div> <nav class="hidden flex-auto lg:flex bottom-0 left-0 w-full flex-col overflow-y-auto border-r px-4 pb-16 pt-3 text-[0.95rem] lg:w-[270px] 2xl:w-[300px]"> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 mb-2 ml-0 " href="/docs/hub/index" id="index"> 🤗 Hugging Face Hub </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-0 " href="/docs/hub/repositories" id="repositories"><svg class="mr-1 text-orange-500" 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2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z" opacity=".5" fill="currentColor"></path><path class="uim-primary" d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z" fill="currentColor"></path></svg> Models </a> <div class="flex flex-col"><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/models-the-hub" id="models-the-hub"> The Model Hub </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/model-cards" id="model-cards"> Model Cards </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/models-gated" id="models-gated"> Gated Models </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/models-uploading" id="models-uploading"> Uploading Models </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/models-downloading" id="models-downloading"> Downloading Models </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/models-libraries" id="models-libraries"> Integrated Libraries </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/models-widgets" id="models-widgets"> Model Widgets </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/models-inference" id="models-inference"> Inference API docs </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/models-download-stats" id="models-download-stats"> Models Download Stats </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/models-faq" id="models-faq"> Frequently Asked Questions </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/models-advanced" id="models-advanced"> Advanced Topics </a> </div><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-0 " href="/docs/hub/datasets" id="datasets"><svg class="mr-1 text-red-500" style="" 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 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> Datasets </a> <div class="flex flex-col"><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-overview" id="datasets-overview"> Datasets Overview </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-cards" id="datasets-cards"> Dataset Cards </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-gated" id="datasets-gated"> Gated Datasets </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-adding" id="datasets-adding"> Uploading Datasets </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-downloading" id="datasets-downloading"> Downloading Datasets </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/datasets-libraries" id="datasets-libraries"> Integrated Libraries </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/datasets-viewer" id="datasets-viewer"> Dataset Viewer </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-download-stats" id="datasets-download-stats"> Datasets Download Stats </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/datasets-data-files-configuration" id="datasets-data-files-configuration"> Data files Configuration </a> </div><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-0 " href="/docs/hub/spaces" id="spaces"><svg class="mr-1 text-blue-500" 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" viewBox="0 0 25 25"><path opacity=".5" d="M6.016 14.674v4.31h4.31v-4.31h-4.31ZM14.674 14.674v4.31h4.31v-4.31h-4.31ZM6.016 6.016v4.31h4.31v-4.31h-4.31Z" fill="currentColor"></path><path opacity=".75" fill-rule="evenodd" clip-rule="evenodd" d="M3 4.914C3 3.857 3.857 3 4.914 3h6.514c.884 0 1.628.6 1.848 1.414a5.171 5.171 0 0 1 7.31 7.31c.815.22 1.414.964 1.414 1.848v6.514A1.914 1.914 0 0 1 20.086 22H4.914A1.914 1.914 0 0 1 3 20.086V4.914Zm3.016 1.102v4.31h4.31v-4.31h-4.31Zm0 12.968v-4.31h4.31v4.31h-4.31Zm8.658 0v-4.31h4.31v4.31h-4.31Zm0-10.813a2.155 2.155 0 1 1 4.31 0 2.155 2.155 0 0 1-4.31 0Z" fill="currentColor"></path><path opacity=".25" d="M16.829 6.016a2.155 2.155 0 1 0 0 4.31 2.155 2.155 0 0 0 0-4.31Z" fill="currentColor"></path></svg> Spaces </a> <div class="flex flex-col"><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/spaces-overview" id="spaces-overview"> Spaces Overview </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-gpus" id="spaces-gpus"> Spaces GPU Upgrades </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-zerogpu" id="spaces-zerogpu"> Spaces ZeroGPU </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-dev-mode" id="spaces-dev-mode"> Spaces Dev Mode </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-storage" id="spaces-storage"> Spaces Persistent Storage </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-sdks-gradio" id="spaces-sdks-gradio"> Gradio Spaces </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-sdks-streamlit" id="spaces-sdks-streamlit"> Streamlit Spaces </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-sdks-static" id="spaces-sdks-static"> Static HTML Spaces </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/spaces-sdks-docker" id="spaces-sdks-docker"> Docker Spaces </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-embed" id="spaces-embed"> Embed your Space </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-run-with-docker" id="spaces-run-with-docker"> Run Spaces with Docker </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px 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href="/docs/hub/main/en/_app/immutable/entry/start.53bec4c5.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/scheduler.d6170356.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/singletons.07b1d2bf.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/paths.fe921e2a.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/entry/app.8e9f7112.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/index.fcd4cc08.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/nodes/0.0a2d9993.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/nodes/76.ad5fc421.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/EditOnGithub.da2b595c.js"><meta name="hf:doc:metadata" content="{"title":"Models","local":"models","sections":[{"title":"Contents","local":"contents","sections":[],"depth":2}],"depth":1}"> <p></p> <h1 class="relative group"><a id="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="#models"><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>Models</span></h1> <p data-svelte-h="svelte-kphifu">The Hugging Face Hub hosts many models for a <a href="https://huggingface.co/tasks" rel="nofollow">variety of machine learning tasks</a>. Models are stored in repositories, so they benefit from <a href="./repositories">all the features</a> possessed by every repo on the Hugging Face Hub. Additionally, model repos have attributes that make exploring and using models as easy as possible. These docs will take you through everything you’ll need to know to find models on the Hub, upload your models, and make the most of everything the Model Hub offers!</p> <h2 class="relative group"><a id="contents" 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="#contents"><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>Contents</span></h2> <ul data-svelte-h="svelte-q10f9t"><li><a href="./models-the-hub">The Model Hub</a></li> <li><a href="./model-cards">Model Cards</a><ul><li><a href="./model-cards-co2">CO<sub>2</sub> emissions</a></li> <li><a href="./models-gated">Gated models</a></li></ul></li> <li><a href="./models-libraries">Libraries</a></li> <li><a href="./models-uploading">Uploading Models</a></li> <li><a href="./models-downloading">Downloading Models</a></li> <li><a href="./models-widgets">Widgets</a><ul><li><a href="./models-widgets-examples">Widget Examples</a></li></ul></li> <li><a href="./models-inference">Inference API</a></li> <li><a href="./models-faq">Frequently Asked Questions</a></li> <li><a href="./models-advanced">Advanced Topics</a><ul><li><a href="./models-adding-libraries">Integrating libraries with the Hub</a></li> <li><a href="./models-tasks">Tasks</a></li></ul></li></ul> <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/hub/models.md" target="_blank"><span data-svelte-h="svelte-1kd6by1"><</span> <span data-svelte-h="svelte-x0xyl0">></span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a> <p></p> <script> { __sveltekit_ao5u4c = { assets: "/docs/hub/main/en", base: "/docs/hub/main/en", env: {} }; 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