Hugging Face Hub documentation

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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 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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 hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-config-reference" id="spaces-config-reference"> Spaces Configuration Reference </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-oauth" id="spaces-oauth"> Sign-In with HF button </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-changelog" id="spaces-changelog"> Spaces Changelog </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-advanced" id="spaces-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/other" id="other"><svg class="mr-1 text-green-500" 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 24 24" fill="currentColor"><path d="M8.892 21.854a6.25 6.25 0 0 1-4.42-10.67l7.955-7.955a4.5 4.5 0 0 1 6.364 6.364l-6.895 6.894a2.816 2.816 0 0 1-3.89 0a2.75 2.75 0 0 1 .002-3.888l5.126-5.127a1 1 0 1 1 1.414 1.414l-5.126 5.127a.75.75 0 0 0 0 1.06a.768.768 0 0 0 1.06 0l6.895-6.894a2.503 2.503 0 0 0 0-3.535a2.56 2.56 0 0 0-3.536 0l-7.955 7.955a4.25 4.25 0 1 0 6.01 6.01l6.188-6.187a1 1 0 1 1 1.414 1.414l-6.187 6.186a6.206 6.206 0 0 1-4.42 1.832z"></path></svg> Other </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/organizations" id="organizations"> Organizations </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/enterprise-hub" id="enterprise-hub"> Enterprise 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 " href="/docs/hub/billing" id="billing"> Billing </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/security" id="security"> Security </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/moderation" id="moderation"> Moderation </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/paper-pages" id="paper-pages"> Paper Pages </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/search" id="search"> Search </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/doi" id="doi"> Digital Object Identifier (DOI) </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/api" id="api"> Hub API Endpoints </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/oauth" id="oauth"> Sign-In with HF </a> </div></nav></div></div></div> <div class="z-1 min-w-0 flex-1"> <div class="px-6 pt-6 md:px-12 md:pb-16 md:pt-16"><div class="max-w-4xl mx-auto mb-10"><div class="bg-linear-to-br relative overflow-hidden rounded-xl from-orange-300/10 px-4 py-5 ring-1 ring-orange-100/70 md:px-6 md:py-8"><img alt="Hugging Face's logo" class="absolute -bottom-6 -right-6 w-28 -rotate-45 md:hidden" src="/front/assets/huggingface_logo-noborder.svg"> <div class="mb-2 text-2xl font-bold dark:text-gray-200 md:mb-0">Join the Hugging Face community</div> <p class="mb-4 text-lg text-gray-400 dark:text-gray-300 md:mb-8">and get access to the augmented documentation experience </p> <div class="mb-8 hidden space-y-4 md:block xl:flex xl:space-x-6 xl:space-y-0"><div class="flex items-center"><div class="bg-linear-to-br mr-3 flex h-9 w-9 flex-none items-center justify-center rounded-lg from-indigo-100 to-indigo-100/20 dark:to-indigo-100"><svg class="text-indigo-400 group-hover:text-indigo-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 24 24"><path class="uim-quaternary" d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z" opacity=".25" fill="currentColor"></path><path class="uim-tertiary" d="M12 12v9.5a2.09 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></div> <div class="text-smd leading-tight text-gray-500 dark:text-gray-300 xl:max-w-[200px] 2xl:text-base">Collaborate on models, datasets and Spaces </div></div> <div class="flex items-center"><div class="bg-linear-to-br mr-3 flex h-9 w-9 flex-none items-center justify-center rounded-lg from-orange-100 to-orange-100/20 dark:to-orange-50"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="text-xl text-yellow-400" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path d="M11 15H6l7-14v8h5l-7 14v-8z" fill="currentColor"></path></svg></div> <div class="text-smd leading-tight text-gray-500 dark:text-gray-300 xl:max-w-[200px] 2xl:text-base">Faster examples with accelerated inference </div></div> <div class="flex items-center"><div class="bg-linear-to-br mr-3 flex h-9 w-9 flex-none items-center justify-center rounded-lg from-gray-500/10 to-gray-500/5"><svg class="text-gray-400" 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="M14.9804 3C14.9217 3.0002 14.8631 3.00555 14.8054 3.016C11.622 3.58252 8.76073 5.30669 6.77248 7.85653C4.78422 10.4064 3.80955 13.6016 4.03612 16.8271C4.26268 20.0525 5.67447 23.0801 7.99967 25.327C10.3249 27.5738 13.3991 28.8811 16.6304 28.997C16.7944 29.003 16.9584 28.997 17.1204 28.997C19.2193 28.9984 21.2877 28.4943 23.1507 27.5274C25.0137 26.5605 26.6164 25.1592 27.8234 23.442C27.9212 23.294 27.9783 23.1229 27.9889 22.9458C27.9995 22.7687 27.9633 22.592 27.884 22.4333C27.8046 22.2747 27.6848 22.1397 27.5367 22.0421C27.3887 21.9444 27.2175 21.8875 27.0404 21.877C25.0426 21.7017 23.112 21.0693 21.3976 20.0288C19.6832 18.9884 18.231 17.5676 17.1533 15.8764C16.0756 14.1852 15.4011 12.2688 15.1822 10.2754C14.9632 8.28193 15.2055 6.26484 15.8904 4.38C15.9486 4.22913 15.97 4.06652 15.9527 3.90572C15.9354 3.74492 15.8799 3.59059 15.7909 3.45557C15.7019 3.32055 15.5819 3.20877 15.4409 3.12952C15.2999 3.05028 15.142 3.00587 14.9804 3Z" fill="currentColor"></path></svg></div> <div class="text-smd leading-tight text-gray-500 dark:text-gray-300 xl:max-w-[200px] 2xl:text-base">Switch between documentation themes </div></div></div> <div class="flex items-center space-x-2.5"><a href="/join"><button class="bg-linear-to-br shadow-xs rounded-lg bg-white from-gray-100/20 to-gray-200/60 px-5 py-1.5 font-semibold text-gray-700 ring-1 ring-gray-300/60 hover:to-gray-100/70 hover:ring-gray-300/30 active:shadow-inner">Sign Up</button></a> <p class="text-gray-500 dark:text-gray-300">to get started</p></div></div></div> <div class="prose-doc prose relative mx-auto max-w-4xl break-words"> <link href="/docs/hub/main/en/_app/immutable/assets/0.e3b0c442.css" rel="modulepreload"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/entry/start.e47474bf.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.36854917.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/paths.07d0cb77.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/entry/app.87b289cd.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/0.0a0e03e9.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/nodes/67.69ebb25f.js"> <link rel="modulepreload" href="/docs/hub/main/en/_app/immutable/chunks/index.c1f68a2b.js"><meta name="hf:doc:metadata" content="{"title":"Hugging Face Hub documentation","local":"hugging-face-hub-documentation","sections":[{"title":"What’s the Hugging Face Hub?","local":"whats-the-hugging-face-hub","sections":[],"depth":2},{"title":"What can you find on the Hub?","local":"what-can-you-find-on-the-hub","sections":[],"depth":2},{"title":"Models","local":"models","sections":[],"depth":2},{"title":"Datasets","local":"datasets","sections":[],"depth":2},{"title":"Spaces","local":"spaces","sections":[],"depth":2},{"title":"Organizations","local":"organizations","sections":[],"depth":2},{"title":"Security","local":"security","sections":[],"depth":2}],"depth":1}"> <p></p> <h1 class="relative group"><a id="hugging-face-hub-documentation" 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="#hugging-face-hub-documentation"><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>Hugging Face Hub documentation</span></h1> <p data-svelte-h="svelte-15dotiw">The Hugging Face Hub is a platform with over 900k models, 200k datasets, and 300k demo apps (Spaces), all open source and publicly available, in an online platform where people can easily collaborate and build ML together. The Hub works as a central place where anyone can explore, experiment, collaborate, and build technology with Machine Learning. Are you ready to join the path towards open source Machine Learning? 🤗</p> <div class="grid grid-cols-1 gap-4 sm:grid-cols-2 lg:grid-cols-3 md:mt-10" data-svelte-h="svelte-w926wh"><div class="group flex flex-col space-y-2 rounded-xl border border-orange-100 bg-linear-to-br from-orange-50 dark:bg-none px-6 py-4 transition-colors hover:shadow-sm dark:border-orange-700"><div class="flex items-center py-0.5 text-lg font-semibold text-orange-600 dark:text-gray-400 mb-1"><svg class="shrink-0 mr-1.5 text-orange-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" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path fill="currentColor" d="M2.6 10.59L8.38 4.8l1.69 1.7c-.24.85.15 1.78.93 2.23v5.54c-.6.34-1 .99-1 1.73a2 2 0 0 0 2 2a2 2 0 0 0 2-2c0-.74-.4-1.39-1-1.73V9.41l2.07 2.09c-.07.15-.07.32-.07.5a2 2 0 0 0 2 2a2 2 0 0 0 2-2a2 2 0 0 0-2-2c-.18 0-.35 0-.5.07L13.93 7.5a1.98 1.98 0 0 0-1.15-2.34c-.43-.16-.88-.2-1.28-.09L9.8 3.38l.79-.78c.78-.79 2.04-.79 2.82 0l7.99 7.99c.79.78.79 2.04 0 2.82l-7.99 7.99c-.78.79-2.04.79-2.82 0L2.6 13.41c-.79-.78-.79-2.04 0-2.82Z"></path></svg>Repositories</div> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./repositories">Introduction</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./repositories-getting-started">Getting Started</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./repositories-settings">Repository Settings</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./repositories-pull-requests-discussions">Pull requests and Discussions</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./notifications">Notifications</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./collections">Collections</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./webhooks">Webhooks</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./storage-backends">Storage Backends</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./repositories-next-steps">Next Steps</a> <a class="transform no-underline! transition-colors hover:translate-x-px hover:text-gray-700" href="./repositories-licenses">Licenses</a></div> <div class="group flex flex-col space-y-2 rounded-xl border border-indigo-100 bg-linear-to-br from-indigo-50 dark:bg-none px-6 py-4 transition-colors hover:shadow-sm dark:border-indigo-700"><div class="flex items-center py-0.5 text-lg font-semibold text-indigo-600 dark:text-gray-400 mb-1"><svg class="shrink-0 mr-1.5 text-indigo-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" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path class="uim-quaternary" d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z" opacity=".25" fill="currentColor"></path><path class="uim-tertiary" d="M12 12v9.5a2.09 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</div> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models">Introduction</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-the-hub">The Model Hub</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./model-cards">Model Cards</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-gated">Gated Models</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-uploading">Uploading Models</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-downloading">Downloading Models</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-libraries">Libraries</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-tasks">Tasks</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-widgets">Widgets</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-inference">Inference API</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./models-download-stats">Download Stats</a></div> <div class="group flex flex-col space-y-2 rounded-xl border border-red-100 bg-linear-to-br from-red-50 dark:bg-none px-6 py-4 transition-colors hover:shadow-sm dark:border-red-700"><div class="flex items-center py-0.5 text-lg font-semibold text-red-600 dark:text-gray-400 mb-1"><svg class="shrink-0 mr-1.5 text-red-400" 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</div> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets">Introduction</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-overview">Datasets Overview</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-cards">Dataset Cards</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-gated">Gated Datasets</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-adding">Uploading Datasets</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-downloading">Downloading Datasets</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-libraries">Libraries</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-viewer">Dataset Viewer</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-download-stats">Download Stats</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./datasets-data-files-configuration">Data files Configuration</a></div> <div class="group flex flex-col space-y-2 rounded-xl border border-blue-100 bg-linear-to-br from-blue-50 dark:bg-none px-6 py-4 transition-colors hover:shadow-sm dark:border-blue-700"><div class="flex items-center py-0.5 text-lg font-semibold text-blue-600 dark:text-gray-400 mb-1"><svg class="shrink-0 mr-1.5 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</div> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces">Introduction</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-overview">Spaces Overview</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-sdks-gradio">Gradio Spaces</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-sdks-streamlit">Streamlit Spaces</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-sdks-static">Static HTML Spaces</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-sdks-docker">Docker Spaces</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-embed">Embed your Space</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-run-with-docker">Run with Docker</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-config-reference">Reference</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-changelog">Changelog</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-advanced">Advanced Topics</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./spaces-oauth">Sign in with HF</a></div> <div class="group flex flex-col space-y-2 rounded-xl border border-green-100 bg-linear-to-br from-green-50 dark:bg-none px-6 py-4 transition-colors hover:shadow-sm dark:border-green-700"><div class="flex items-center py-0.5 text-lg font-semibold text-green-600 dark:text-gray-400 mb-1"><svg class="shrink-0 mr-1.5 text-green-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 24 24"><path fill="currentColor" stroke="currentColor" d="M8.892 21.854a6.25 6.25 0 0 1-4.42-10.67l7.955-7.955a4.5 4.5 0 0 1 6.364 6.364l-6.895 6.894a2.816 2.816 0 0 1-3.89 0a2.75 2.75 0 0 1 .002-3.888l5.126-5.127a1 1 0 1 1 1.414 1.414l-5.126 5.127a.75.75 0 0 0 0 1.06a.768.768 0 0 0 1.06 0l6.895-6.894a2.503 2.503 0 0 0 0-3.535a2.56 2.56 0 0 0-3.536 0l-7.955 7.955a4.25 4.25 0 1 0 6.01 6.01l6.188-6.187a1 1 0 1 1 1.414 1.414l-6.187 6.186a6.206 6.206 0 0 1-4.42 1.832z"></path></svg> Other</div> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./organizations">Organizations</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./enterprise-hub">Enterprise Hub</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./billing">Billing</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./security">Security</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./moderation">Moderation</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./paper-pages">Paper Pages</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./search">Search</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./doi">Digital Object Identifier (DOI)</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./api">Hub API Endpoints</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="./oauth">Sign in with HF</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="https://huggingface.co/code-of-conduct">Contributor Code of Conduct</a> <a class="no-underline! hover:opacity-60 transform transition-colors hover:translate-x-px" href="https://huggingface.co/content-guidelines">Content Guidelines</a></div></div> <h2 class="relative group"><a id="whats-the-hugging-face-hub" 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="#whats-the-hugging-face-hub"><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>What’s the Hugging Face Hub?</span></h2> <p data-svelte-h="svelte-788sqj">We are helping the community work together towards the goal of advancing Machine Learning 🔥.</p> <p data-svelte-h="svelte-jxomd">The Hugging Face Hub is a platform with over 900k models, 200k datasets, and 300k demos in which people can easily collaborate in their ML workflows. The Hub works as a central place where anyone can share, explore, discover, and experiment with open-source Machine Learning.</p> <p data-svelte-h="svelte-1is5ke8">No single company, including the Tech Titans, will be able to “solve AI” by themselves – the only way we’ll achieve this is by sharing knowledge and resources in a community-centric approach. We are building the largest open-source collection of models, datasets, and demos on the Hugging Face Hub to democratize and advance ML for everyone 🚀.</p> <p data-svelte-h="svelte-1rwsn29">We encourage you to read the <a href="https://huggingface.co/code-of-conduct" rel="nofollow">Code of Conduct</a> and the <a href="https://huggingface.co/content-guidelines" rel="nofollow">Content Guidelines</a> to familiarize yourself with the values that we expect our community members to uphold 🤗.</p> <h2 class="relative group"><a id="what-can-you-find-on-the-hub" 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="#what-can-you-find-on-the-hub"><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>What can you find on the Hub?</span></h2> <p data-svelte-h="svelte-1vvzgej">The Hugging Face Hub hosts Git-based repositories, which are version-controlled buckets that can contain all your files. 💾</p> <p data-svelte-h="svelte-34w54f">On it, you’ll be able to upload and discover…</p> <ul data-svelte-h="svelte-15zgkqh"><li>Models: <em>hosting the latest state-of-the-art models for NLP, vision, and audio tasks</em></li> <li>Datasets: <em>featuring a wide variety of data for different domains and modalities</em></li> <li>Spaces: <em>interactive apps for demonstrating ML models directly in your browser</em></li></ul> <p data-svelte-h="svelte-10a9i5r">The Hub offers <strong>versioning, commit history, diffs, branches, and over a dozen library integrations</strong>! You can learn more about the features that all repositories share in the <a href="./repositories"><strong>Repositories documentation</strong></a>.</p> <h2 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></h2> <p data-svelte-h="svelte-e9t5sl">You can discover and use dozens of thousands of open-source ML models shared by the community. To promote responsible model usage and development, model repos are equipped with <a href="./model-cards">Model Cards</a> to inform users of each model’s limitations and biases. Additional <a href="./model-cards#model-card-metadata">metadata</a> about info such as their tasks, languages, and evaluation results can be included, with training metrics charts even added if the repository contains <a href="./tensorboard">TensorBoard traces</a>. It’s also easy to add an <a href="./models-widgets"><strong>inference widget</strong></a> to your model, allowing anyone to play with the model directly in the browser! For programmatic access, a serverless API is provided to <a href="./models-inference"><strong>instantly serve your model</strong></a>.</p> <p data-svelte-h="svelte-1gcaz8m">To upload models to the Hub, or download models and integrate them into your work, explore the <a href="./models"><strong>Models documentation</strong></a>. You can also choose from <a href="./models-libraries"><strong>over a dozen libraries</strong></a> such as 🤗 Transformers, Asteroid, and ESPnet that support the Hub.</p> <h2 class="relative group"><a id="datasets" 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="#datasets"><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>Datasets</span></h2> <p data-svelte-h="svelte-11hlx1u">The Hub is home to over 200k datasets in more than 8k languages that can be used for a broad range of tasks across NLP, Computer Vision, and Audio. The Hub makes it simple to find, download, and upload datasets. Datasets are accompanied by extensive documentation in the form of <a href="./datasets-cards"><strong>Dataset Cards</strong></a> and <a href="./datasets-viewer"><strong>Dataset Viewer</strong></a> to let you explore the data directly in your browser. While many datasets are public, <a href="./organizations"><strong>organizations</strong></a> and individuals can create private datasets to comply with licensing or privacy issues. You can learn more about <a href="./datasets-overview"><strong>Datasets here on Hugging Face Hub documentation</strong></a>.</p> <p data-svelte-h="svelte-12fn1q7">The <a href="https://huggingface.co/docs/datasets/index" rel="nofollow">🤗 <code>datasets</code></a> library allows you to programmatically interact with the datasets, so you can easily use datasets from the Hub in your projects. With a single line of code, you can access the datasets; even if they are so large they don’t fit in your computer, you can use streaming to efficiently access the data.</p> <h2 class="relative group"><a id="spaces" 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="#spaces"><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>Spaces</span></h2> <p data-svelte-h="svelte-siezh3"><a href="https://huggingface.co/spaces" rel="nofollow">Spaces</a> is a simple way to host ML demo apps on the Hub. They allow you to build your ML portfolio, showcase your projects at conferences or to stakeholders, and work collaboratively with other people in the ML ecosystem.</p> <p data-svelte-h="svelte-j4kqbe">We currently support two awesome Python SDKs (<strong><a href="https://gradio.app/" rel="nofollow">Gradio</a></strong> and <strong><a href="https://streamlit.io/" rel="nofollow">Streamlit</a></strong>) that let you build cool apps in a matter of minutes. Users can also create static Spaces which are simple HTML/CSS/JavaScript page within a Space.</p> <p data-svelte-h="svelte-18t511f">After you’ve explored a few Spaces (take a look at our <a href="https://huggingface.co/spaces" rel="nofollow">Space of the Week!</a>), dive into the <a href="./spaces-overview"><strong>Spaces documentation</strong></a> to learn all about how you can create your own Space. You’ll also be able to upgrade your Space to run on a GPU or other accelerated hardware. ⚡️</p> <h2 class="relative group"><a id="organizations" 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="#organizations"><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>Organizations</span></h2> <p data-svelte-h="svelte-kd8csc">Companies, universities and non-profits are an essential part of the Hugging Face community! The Hub offers <a href="./organizations"><strong>Organizations</strong></a>, which can be used to group accounts and manage datasets, models, and Spaces. Educators can also create collaborative organizations for students using <a href="https://huggingface.co/classrooms" rel="nofollow">Hugging Face for Classrooms</a>. An organization’s repositories will be featured on the organization’s page and every member of the organization will have the ability to contribute to the repository. In addition to conveniently grouping all of an organization’s work, the Hub allows admins to set roles to <a href="./organizations-security"><strong>control access to repositories</strong></a>, and manage their organization’s <a href="https://huggingface.co/pricing" rel="nofollow">payment method and billing info</a>. Machine Learning is more fun when collaborating! 🔥</p> <p data-svelte-h="svelte-1ffdx6q"><a href="https://huggingface.co/organizations" rel="nofollow">Explore existing organizations</a>, create a new organization <a href="https://huggingface.co/organizations/new" rel="nofollow">here</a>, and then visit the <a href="./organizations"><strong>Organizations documentation</strong></a> to learn more.</p> <h2 class="relative group"><a id="security" 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="#security"><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>Security</span></h2> <p data-svelte-h="svelte-nf9edk">The Hugging Face Hub supports security and access control features to give you the peace of mind that your code, models, and data are safe. Visit the <a href="./security"><strong>Security</strong></a> section in these docs to learn about:</p> <ul data-svelte-h="svelte-1i0ozl6"><li>User Access Tokens</li> <li>Access Control for Organizations</li> <li>Signing commits with GPG</li> <li>Malware scanning</li></ul> <img width="150" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/security-soc-1.jpg"> <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/index.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_f3nx3 = { assets: "/docs/hub/main/en", base: "/docs/hub/main/en", env: {} }; const element = document.currentScript.parentElement; const data = [null,null]; Promise.all([ import("/docs/hub/main/en/_app/immutable/entry/start.e47474bf.js"), import("/docs/hub/main/en/_app/immutable/entry/app.87b289cd.js") ]).then(([kit, app]) => { kit.start(app, element, { node_ids: [0, 67], data, form: null, error: null }); 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