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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 </h2> <div class="mb-3 flex flex-col gap-2.5 rounded-xl bg-white/40 p-3 backdrop-blur-lg sm:mb-7"><article class="overview-card-wrapper group/repo white "><a class="flex items-center justify-between gap-4 p-2" href="/Qwen/Qwen2.5-Coder-32B-Instruct"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="Qwen/Qwen2.5-Coder-32B-Instruct"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">Qwen/Qwen2.5-Coder-32B-Instruct</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <span class="truncate">Updated <time datetime="2024-11-18T12:55:03" title="Mon, 18 Nov 2024 12:55:03 GMT">6 days ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" 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 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 68.4k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 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 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 956 </div></div> </a></article><article class="overview-card-wrapper group/repo white "><a class="flex items-center justify-between gap-4 p-2" href="/mistralai/Pixtral-Large-Instruct-2411"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="mistralai/Pixtral-Large-Instruct-2411"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">mistralai/Pixtral-Large-Instruct-2411</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <span class="truncate">Updated <time datetime="2024-11-19T19:06:25" title="Tue, 19 Nov 2024 19:06:25 GMT">4 days ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" 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 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 382 <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 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 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 297 </div></div> </a></article><article class="overview-card-wrapper group/repo white "><a class="flex items-center justify-between gap-4 p-2" href="/NexaAIDev/omnivision-968M"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="NexaAIDev/omnivision-968M"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">NexaAIDev/omnivision-968M</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <span class="truncate">Updated <time datetime="2024-11-24T01:05:25" title="Sun, 24 Nov 2024 01:05:25 GMT">about 4 hours ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" 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 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 7.76k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 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 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 387 </div></div> </a></article><article class="overview-card-wrapper group/repo white "><a class="flex items-center justify-between gap-4 p-2" href="/AIDC-AI/Marco-o1"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="AIDC-AI/Marco-o1"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">AIDC-AI/Marco-o1</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <span class="truncate">Updated <time datetime="2024-11-23T10:40:27" title="Sat, 23 Nov 2024 10:40:27 GMT">about 18 hours ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" 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 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 1.08k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 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 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 241 </div></div> </a></article><article class="overview-card-wrapper group/repo white "><a class="flex items-center justify-between gap-4 p-2" href="/black-forest-labs/FLUX.1-dev"><div class="w-full truncate"><header class="flex items-center mb-0.5" title="black-forest-labs/FLUX.1-dev"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-smd">black-forest-labs/FLUX.1-dev</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <span class="truncate">Updated <time datetime="2024-08-16T14:38:19" title="Fri, 16 Aug 2024 14:38:19 GMT">Aug 16</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" 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 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 1.28M <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 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 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 6.62k </div></div> </a></article></div> <a href="/models" class="self-center underline decoration-gray-300 underline-offset-8 transition-all hover:decoration-gray-800 hover:underline-offset-[6px] max-sm:mb-5">Browse 400k+ models</a></div> <div class="relative col-span-1 flex flex-col items-stretch text-center"><h2 class="mb-5 flex items-center justify-center gap-2 text-lg font-semibold 2xl:mb-6 2xl:text-xl"><svg class="" 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="M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z" fill="#FF3270"></path><path d="M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z" fill="#861FFF"></path><path d="M7.80914 7.80982V13.2543H13.2536V7.80982H7.80914Z" fill="#097EFF"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M4 6.41775C4 5.08246 5.08246 4 6.41775 4H14.6457C15.7626 4 16.7026 4.75724 16.9802 5.78629C18.1505 4.67902 19.7302 4 21.4685 4C25.0758 4 28.0003 6.92436 28.0003 10.5317C28.0003 12.27 27.3212 13.8497 26.2139 15.02C27.243 15.2977 28.0003 16.2376 28.0003 17.3545V25.5824C28.0003 26.9177 26.9177 28.0003 25.5824 28.0003H17.0635H14.9367H6.41775C5.08246 28.0003 4 26.9177 4 25.5824V15.1587V14.9367V6.41775ZM7.80952 7.80952V13.254H13.254V7.80952H7.80952ZM7.80952 24.1907V18.7462H13.254V24.1907H7.80952ZM18.7462 24.1907V18.7462H24.1907V24.1907H18.7462ZM18.7462 10.5317C18.7462 9.0283 19.9651 7.80952 21.4685 7.80952C22.9719 7.80952 24.1907 9.0283 24.1907 10.5317C24.1907 12.0352 22.9719 13.254 21.4685 13.254C19.9651 13.254 18.7462 12.0352 18.7462 10.5317Z" fill="black"></path><path d="M21.4681 7.80982C19.9647 7.80982 18.7458 9.02861 18.7458 10.5321C18.7458 12.0355 19.9647 13.2543 21.4681 13.2543C22.9715 13.2543 24.1903 12.0355 24.1903 10.5321C24.1903 9.02861 22.9715 7.80982 21.4681 7.80982Z" fill="#FFD702"></path></svg> Spaces </h2> <div class="mb-3 flex flex-col gap-2.5 rounded-xl bg-white/40 p-3 backdrop-blur-lg sm:mb-7"><article class=""> <a href="/spaces/AI4Editing/MagicQuill" class="relative z-0 mx-auto flex flex-col items-center justify-center bg-gradient-to-br p-4 filter from-purple-600 to-yellow-600 overflow-hidden hover:brightness-110 h-16 rounded-lg"><div class="absolute left-0 top-0 h-24 w-1/2 bg-gradient-to-br from-black/20 via-transparent to-transparent"></div> <div class="absolute right-16 flex flex-wrap content-start gap-1 overflow-hidden hidden"> <div class="inline-flex cursor-pointer select-none items-center overflow-hidden font-mono inline-flex items-center rounded border !border-white/5 bg-white/10 leading-tight text-white opacity-80"><div class="inline-flex items-center px-1 py-0"> Running <span class="mx-1">on </span> <span class="-skew-x-6 truncate font-bold uppercase">L4</span></div> </div> </div> <div class="absolute flex items-center rounded-xl top-2 right-3.5 text-xs"><svg class="mr-1.5 text-white" 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" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> <span class="text-white">581</span></div> <div class="absolute opacity-60 text-4xl drop-shadow">🪶</div> <h4 class="z-40 max-w-full truncate text-center font-bold leading-tight text-blue-50 text-md " style="text-shadow: 0px 1px 2px rgba(0, 0, 0, 0.25);">MagicQuill</h4> </a> </article><article class=""> <a href="/spaces/Qwen/Qwen2.5-Coder-Artifacts" class="relative z-0 mx-auto flex flex-col items-center justify-center bg-gradient-to-br p-4 filter from-gray-600 to-red-600 overflow-hidden hover:brightness-110 h-16 rounded-lg"><div class="absolute left-0 top-0 h-24 w-1/2 bg-gradient-to-br from-black/20 via-transparent to-transparent"></div> <div class="absolute right-16 flex flex-wrap content-start gap-1 overflow-hidden hidden"> <div class="inline-flex cursor-pointer select-none items-center overflow-hidden font-mono inline-flex items-center rounded border !border-white/5 bg-white/10 leading-tight text-white opacity-80"><div class="inline-flex items-center px-1 py-0"> Running </div> </div> </div> <div class="absolute flex items-center rounded-xl top-2 right-3.5 text-xs"><svg class="mr-1.5 text-white" 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" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> <span class="text-white">951</span></div> <div class="absolute opacity-60 text-4xl drop-shadow">🐢</div> <h4 class="z-40 max-w-full truncate text-center font-bold leading-tight text-blue-50 text-md " style="text-shadow: 0px 1px 2px rgba(0, 0, 0, 0.25);">Qwen2.5 Coder Artifacts</h4> </a> </article><article class=""> <a href="/spaces/Kwai-Kolors/Kolors-Character-With-Flux" class="relative z-0 mx-auto flex flex-col 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d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> <span class="text-white">412</span></div> <div class="absolute opacity-60 text-4xl drop-shadow">🤹</div> <h4 class="z-40 max-w-full truncate text-center font-bold leading-tight text-blue-50 text-md " style="text-shadow: 0px 1px 2px rgba(0, 0, 0, 0.25);">Kolors Character With Flux</h4> <div class="hidden absolute bottom-0 right-0 z-40 flex max-w-[93%] items-center"><svg xmlns="http://www.w3.org/2000/svg" preserveAspectRatio="xMidYMid meet" class="pointer-events-none absolute left-0 h-full -translate-x-full text-black/15" viewBox="0 0 16 12"><path fill="currentColor" d="M9.49 6.13C8.07 10.7 6.09 12 0 12h16V0c-3.5 0-4.97 1.2-6.51 6.13Z"></path></svg> <p 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d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 39 </div></div> </a></article></div> <a href="/datasets" class="self-center underline decoration-gray-300 underline-offset-8 transition-all hover:decoration-gray-800 hover:underline-offset-[6px] max-sm:mb-5">Browse 100k+ datasets</a></div></div></div> <div class="container"><div class="mb-28 flex h-48 w-full flex-col items-stretch rounded-t-[50%] bg-gradient-to-b from-gray-100/60 via-white to-white pt-24 text-center 2xl:mb-32"><svg class="text-3xl 2xl:text-4xl self-center text-gray-900 mb-2 sm:mb-4 flex-none" 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" 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text-gray-500 2xl:text-xl" style="text-wrap: balance;">Create, discover and collaborate on ML better. </p></div> <div class="mx-auto grid max-w-5xl gap-4 md:gap-8 lg:grid-cols-3 2xl:max-w-7xl"><div class="relative col-span-1 flex h-[400px] flex-col overflow-hidden rounded-xl border bg-white shadow-sm sm:h-[420px] lg:col-span-2 2xl:h-[500px]"><div class="p-6 md:p-8"><h3 class="text-xl font-semibold 2xl:text-2xl">The collaboration platform</h3> <p class="text-base text-gray-500 2xl:text-lg">Host and collaborate on unlimited models, datasets and applications. </p></div> <img src="/front/assets/homepage/activity.svg" class="ml-auto w-full flex-1 overflow-hidden border-t border-gray-100 object-cover object-left-top" alt="Hub activity feed"> <div class="pointer-events-none absolute inset-x-0 bottom-0 h-40 select-none bg-gradient-to-tl from-white/80 to-white/0"></div></div> <div class="relative col-span-1 flex h-[390px] flex-col overflow-hidden rounded-xl border bg-white shadow-sm 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alt="Hugging face tasks "></div> <div class="relative col-span-1 flex h-[390px] flex-col overflow-hidden rounded-xl border bg-white shadow-sm sm:h-[420px] lg:col-span-2 2xl:h-[500px]"><div class="flex justify-between p-6 md:p-8"><div><h3 class="text-xl font-semibold 2xl:text-2xl">Build your portfolio</h3> <p class="text-base text-gray-500 2xl:text-lg">Share your work with the world and build your ML profile.</p></div> <a class="flex-none self-start rounded-full border border-transparent bg-gray-900 px-2.5 py-1.5 text-smd leading-none text-white hover:border-black hover:bg-white hover:text-black" href="/join">Sign Up </a></div> <img src="/front/assets/homepage/younes.svg" class="ml-auto w-full flex-1 overflow-hidden border-t border-gray-100 object-cover object-left-top" alt="Younes Belkada Hugging Face profile"> <div class="pointer-events-none absolute inset-x-0 bottom-0 h-40 select-none bg-gradient-to-tl from-white/80 to-white/0"></div></div></div> <div class="flex w-full flex-col items-stretch pb-24 pt-24 text-center"><div class="mb-2 flex items-center justify-center gap-2 text-xl font-bold"><div class="mr-4 h-px flex-1 bg-gradient-to-l from-gray-100 to-white"></div> <h2 class="text-3xl font-bold 2xl:text-4xl">Accelerate your ML</h2> <div class="ml-4 h-px flex-1 bg-gradient-to-r from-gray-100 to-white"></div></div> <p class="text-lg text-gray-500 2xl:text-xl" style="text-wrap: balance;">We provide paid Compute and Enterprise solutions. </p></div> <div class="mx-auto grid max-w-5xl grid-cols-1 gap-10 2xl:max-w-7xl"><div class="col-span-1 grid h-[450px] grid-cols-1 items-center overflow-hidden rounded-xl border bg-white shadow-sm lg:h-[400px] lg:grid-cols-3"><div class="col-span-1 p-7 md:p-10"><h3 class="mb-4 text-2xl font-semibold">Compute</h3> <p class="mb-6 text-base text-gray-500 lg:mb-8 2xl:text-lg" style="text-wrap: balance;">Deploy on optimized <a class="underline" href="/pricing#endpoints">Inference Endpoints</a> or update your <a class="underline" href="/pricing#spaces">Spaces applications</a> to a GPU in a few clicks. </p> <div class="flex items-center gap-x-2.5 whitespace-nowrap sm:gap-x-3.5"><a class="leading-black rounded-lg border border-transparent bg-black px-3.5 py-1 text-base text-white hover:border-black hover:bg-white hover:text-gray-900 2xl:text-lg" href="/pricing">View pricing </a> <p class="text-smd text-gray-400 2xl:text-base">Starting at $0.60/hour for GPU</p></div></div> <div class="col-span-1 self-stretch lg:col-span-2"><img src="/front/assets/homepage/compute.svg" alt="Hugging face compute offering" class="pointer-events-none h-full w-full select-none bg-bottom object-cover object-left"></div></div> <div class="relative col-span-1 grid h-[450px] grid-cols-1 items-center rounded-xl bg-gradient-to-b from-gray-900 to-gray-950 text-gray-200 shadow-sm lg:h-[400px] lg:grid-cols-3"><div class="col-span-1 p-7 md:p-10"><h3 class="mb-4 text-2xl font-semibold">Enterprise</h3> <p class="mb-6 text-base text-gray-500 lg:mb-8 2xl:text-lg" style="text-wrap: balance;">Give your team the most advanced platform to build AI with enterprise-grade security, access controls and dedicated support. </p> <div class="flex items-center gap-x-2.5 whitespace-nowrap sm:gap-x-3.5"><a class="leading-black rounded-lg border border-transparent bg-gray-200 px-3.5 py-1 text-base text-gray-900 hover:border-white hover:bg-black hover:text-white 2xl:text-lg" href="/enterprise">Getting started </a> <p class="text-smd text-gray-400 2xl:text-base">Starting at $20/user/month</p></div></div> <div class="col-span-1 self-stretch rounded-r-xl lg:relative lg:col-span-2 lg:ml-8"><div class="absolute right-20 top-8 hidden h-[300px] w-full max-w-2xl lg:block"><a href="/enterprise" class="top-16 left-24 absolute z-2 rounded-lg border border-white/10 bg-white/10 px-4 py-2 text-sm font-semibold text-white backdrop-blur-sm transition-all duration-200 hover:bg-white/15">Single Sign-On</a><a href="/enterprise" class="left-1/2 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bg-white/10 px-4 py-2 text-sm font-semibold text-white backdrop-blur-sm transition-all duration-200 hover:bg-white/15">Private Datasets Viewer</a></div> <div class="pointer-events-none absolute right-0 top-0 hidden h-64 w-64 overflow-hidden rounded-r-xl lg:block"><div class="-translate-y-20 translate-x-16"><svg class="w-full h-full animate__bounce pointer-events-none [animation-duration:11s]" style="--rotation-angle: -30deg;" 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 fill-[#4A4E57]" 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"></path><path class="uim-tertiary fill-[#86898F]" 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"></path><path class="uim-primary fill-white" 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1.01z"></path></svg> <svg class="absolute w-36 h-36 lg:w-44 lg:h-44 z-1 bottom-6 left-8 sm:left-16 animate__bounce pointer-events-none [animation-duration:9s]" style="--rotation-angle: -75deg;" 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 fill-[#4A4E57]" 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"></path><path class="uim-tertiary fill-[#86898F]" 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"></path><path class="uim-primary fill-white" 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"></path></svg> <svg class="absolute text-6xl z-1 left-1/2 top-20 animate__bounce pointer-events-none 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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" class="fill-[#4A4E57]" 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" class="fill-[#86898F]"></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" class="fill-[#86898F]"></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" class="fill-white"></path></svg> <svg class="absolute w-44 h-44 lg:w-56 lg:h-56 z-1 -bottom-10 lg:-bottom-16 right-10 lg:right-1/4 sm:right-32 animate__bounce pointer-events-none [animation-duration:11s]" style="--rotation-angle: -36deg;" 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" class="fill-[#4A4E57]" 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" class="fill-[#86898F]"></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" class="fill-[#86898F]"></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" class="fill-white"></path></svg></div></div> <div class="col-span-1 mt-0 px-4 pb-8 text-center sm:mt-12 2xl:pb-8"><div class="mb-8 flex flex-none items-center justify-center gap-2"><div class="mr-2 h-px flex-1 bg-gradient-to-l from-gray-100 to-white"></div> <h2 class="text-base text-gray-500" style="text-wrap: balance;">More than 50,000 organizations are using Hugging Face </h2> <div class="ml-2 h-px flex-1 bg-gradient-to-r from-gray-100 to-white"></div></div> <div class="grid gap-3 text-left md:grid-cols-2 lg:grid-cols-4"><article class="overview-card-wrapper "><a class="flex w-max flex-1 items-center overflow-hidden p-2" href="/allenai"><img alt="Ai2's profile picture" class="mr-3 flex-none rounded-lg h-8 w-8" src="https://cdn-avatars.huggingface.co/v1/production/uploads/652db071b62cf1f8463221e2/CxxwFiaomTa1MCX_B7-pT.png"> <div class="overflow-hidden pr-0.5 text-left leading-tight"><div class="flex items-center gap-3"><h4 href="/allenai" class="truncate font-semibold " title="Ai2">Ai2</h4> <span class="inline-block -skew-x-12 border border-gray-200 bg-gradient-to-br from-white to-gray-100 font-semibold leading-none text-gray-900 shadow-sm will-change-transform dark:to-gray-500 dark:text-gray-900 rounded-md px-1.5 py-0.5 text-xs "><span>Enterprise</span> </span></div> <div class="truncate text-sm text-gray-400 leading-tight"><span class="capitalize">non-profit</span> <span class="px-0.5 text-xs text-gray-300">•</span> 348 models <span class="px-0.5 text-xs text-gray-300">•</span> 1.47k followers </div></div></a> </article><article class="overview-card-wrapper "><a class="flex w-max flex-1 items-center overflow-hidden p-2" href="/facebook"><img alt="AI at Meta's profile picture" class="mr-3 flex-none rounded-lg h-8 w-8" src="https://cdn-avatars.huggingface.co/v1/production/uploads/1592839207516-noauth.png"> <div class="overflow-hidden pr-0.5 text-left leading-tight"><div class="flex items-center gap-3"><h4 href="/facebook" class="truncate font-semibold " title="AI at Meta">AI at Meta</h4> <span class="inline-block -skew-x-12 border border-gray-200 bg-gradient-to-br from-white to-gray-100 font-semibold leading-none text-gray-900 shadow-sm will-change-transform dark:to-gray-500 dark:text-gray-900 rounded-md px-1.5 py-0.5 text-xs "><span>Enterprise</span> </span></div> <div class="truncate text-sm text-gray-400 leading-tight"><span class="capitalize">company</span> <span class="px-0.5 text-xs text-gray-300">•</span> 2.04k models <span class="px-0.5 text-xs text-gray-300">•</span> 3.51k followers </div></div></a> </article><article class="overview-card-wrapper "><a class="flex w-max flex-1 items-center overflow-hidden p-2" href="/amazon"><img alt="Amazon Web Services's profile picture" class="mr-3 flex-none rounded-lg h-8 w-8" src="https://cdn-avatars.huggingface.co/v1/production/uploads/1625068211554-5e67de201009063689407481.png"> <div class="overflow-hidden pr-0.5 text-left leading-tight"><div class="flex items-center gap-3"><h4 href="/amazon" class="truncate font-semibold " title="Amazon Web Services">Amazon Web Services</h4> </div> <div class="truncate text-sm text-gray-400 leading-tight"><span class="capitalize">company</span> <span class="px-0.5 text-xs text-gray-300">•</span> 17 models <span class="px-0.5 text-xs text-gray-300">•</span> 2.33k followers </div></div></a> </article><article class="overview-card-wrapper "><a class="flex w-max flex-1 items-center overflow-hidden p-2" href="/google"><img alt="Google's profile picture" class="mr-3 flex-none rounded-lg h-8 w-8" src="https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/WtA3YYitedOr9n02eHfJe.png"> <div class="overflow-hidden pr-0.5 text-left leading-tight"><div class="flex items-center gap-3"><h4 href="/google" class="truncate font-semibold " title="Google">Google</h4> </div> <div class="truncate text-sm text-gray-400 leading-tight"><span class="capitalize">company</span> <span class="px-0.5 text-xs text-gray-300">•</span> 872 models <span class="px-0.5 text-xs text-gray-300">•</span> 4.59k followers </div></div></a> </article><article class="overview-card-wrapper "><a class="flex w-max flex-1 items-center overflow-hidden p-2" href="/Intel"><img alt="Intel's profile picture" class="mr-3 flex-none rounded-lg h-8 w-8" src="https://cdn-avatars.huggingface.co/v1/production/uploads/1616186257611-60104afcc75e19ac1738fe70.png"> <div class="overflow-hidden pr-0.5 text-left leading-tight"><div class="flex items-center gap-3"><h4 href="/Intel" class="truncate font-semibold " title="Intel">Intel</h4> </div> <div class="truncate text-sm text-gray-400 leading-tight"><span class="capitalize">company</span> <span class="px-0.5 text-xs text-gray-300">•</span> 211 models <span class="px-0.5 text-xs text-gray-300">•</span> 2k followers </div></div></a> </article><article class="overview-card-wrapper "><a class="flex w-max flex-1 items-center overflow-hidden p-2" href="/microsoft"><img alt="Microsoft's profile picture" class="mr-3 flex-none rounded-lg h-8 w-8" src="https://cdn-avatars.huggingface.co/v1/production/uploads/1583646260758-5e64858c87403103f9f1055d.png"> <div class="overflow-hidden pr-0.5 text-left leading-tight"><div class="flex items-center gap-3"><h4 href="/microsoft" class="truncate font-semibold " title="Microsoft">Microsoft</h4> </div> <div class="truncate text-sm text-gray-400 leading-tight"><span class="capitalize">company</span> <span class="px-0.5 text-xs text-gray-300">•</span> 347 models <span class="px-0.5 text-xs text-gray-300">•</span> 5.22k followers </div></div></a> </article><article class="overview-card-wrapper "><a class="flex w-max flex-1 items-center overflow-hidden p-2" href="/grammarly"><img alt="Grammarly's profile picture" class="mr-3 flex-none rounded-lg h-8 w-8" src="https://cdn-avatars.huggingface.co/v1/production/uploads/60985a0547dc3dbf8a976607/rRv-TjtvhN66uwh-xYaCf.png"> <div class="overflow-hidden pr-0.5 text-left leading-tight"><div class="flex items-center gap-3"><h4 href="/grammarly" class="truncate font-semibold " title="Grammarly">Grammarly</h4> </div> <div class="truncate text-sm text-gray-400 leading-tight"><span class="capitalize">company</span> <span class="px-0.5 text-xs text-gray-300">•</span> 10 models <span class="px-0.5 text-xs text-gray-300">•</span> 90 followers </div></div></a> </article><article class="overview-card-wrapper "><a class="flex w-max flex-1 items-center overflow-hidden p-2" href="/Writer"><img alt="Writer's profile picture" class="mr-3 flex-none rounded-lg h-8 w-8" src="https://cdn-avatars.huggingface.co/v1/production/uploads/1625001569797-60db8b5ad8b4797b129145d5.png"> <div class="overflow-hidden pr-0.5 text-left leading-tight"><div class="flex items-center gap-3"><h4 href="/Writer" class="truncate font-semibold " title="Writer">Writer</h4> <span class="inline-block -skew-x-12 border border-gray-200 bg-gradient-to-br from-white to-gray-100 font-semibold leading-none text-gray-900 shadow-sm will-change-transform dark:to-gray-500 dark:text-gray-900 rounded-md px-1.5 py-0.5 text-xs "><span>Enterprise</span> </span></div> <div class="truncate text-sm text-gray-400 leading-tight"><span class="capitalize">company</span> <span class="px-0.5 text-xs text-gray-300">•</span> 14 models <span class="px-0.5 text-xs text-gray-300">•</span> 167 followers </div></div></a> </article></div></div></div> <div class="mb-8 flex h-40 w-full flex-col items-stretch rounded-b-[50%] bg-gradient-to-t from-gray-100/60 via-white to-white pt-16 text-center"></div> <div class="flex h-56 w-full flex-col items-stretch pt-12 text-center"><svg class="text-3xl 2xl:text-4xl self-center text-gray-900 mb-2 sm:mb-4 flex-none" 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 16 17"><path fill="currentColor" fill-opacity=".25" fill-rule="evenodd" d="M10.4 3c-1 0-1.9.8-1.9 1.8v1.8c0 1 .8 1.9 1.9 1.9h1.8c1 0 1.9-.8 1.9-1.9V4.8a2 2 0 0 0-1.9-1.9h-1.8ZM3.9 8.4c-1 0-1.9.8-1.9 1.9v1.8c0 1 .8 1.9 1.9 1.9h1.8a2 2 0 0 0 1.9-1.9v-1.8a2 2 0 0 0-1.9-1.9H4Z" clip-rule="evenodd"></path><path fill="currentColor" fill-opacity=".5" fill-rule="evenodd" d="M3.9 2C2.9 2 2 2.8 2 3.9v1.8c0 1 .8 1.9 1.9 1.9h1.8a2 2 0 0 0 1.9-1.9V4a2 2 0 0 0-1.9-1.9H4Zm6.5 7.4a2 2 0 0 0-1.9 1.9V13c0 1 .8 1.9 1.9 1.9h1.8c1 0 1.9-.8 1.9-1.9v-1.8a2 2 0 0 0-1.9-1.9h-1.8Z" clip-rule="evenodd"></path></svg> <div class="mb-2 flex items-center justify-center gap-2 text-xl font-bold"><div class="mr-4 h-px flex-1 bg-gradient-to-l from-gray-100 to-white"></div> <h2 class="text-3xl font-bold 2xl:text-4xl">Our Open Source</h2> <div class="ml-4 h-px flex-1 bg-gradient-to-r from-gray-100 to-white"></div></div> <p class="text-lg text-gray-500 2xl:text-xl" style="text-wrap: balance;">We are building the foundation of ML tooling with the community. </p></div> <div class="relative mx-auto grid max-w-6xl translate-y-14 grid-cols-2 gap-3 overflow-hidden sm:gap-5 lg:grid-cols-4 2xl:max-w-7xl"><div class="absolute inset-x-0 h-1/2 translate-y-1/2 rotate-6 select-none rounded-[50%] bg-gradient-to-b from-pink-500/10 via-white to-indigo-500/10 blur-2xl"></div> <a href="/docs/transformers" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 "><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-orange-500"></div> Transformers</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>135,371</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">State-of-the-art ML for Pytorch, TensorFlow, and JAX.</p> </a> <a href="/docs/diffusers" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 lg:translate-y-12 lg:hover:!translate-y-[calc(3rem+1px)] "><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-violet-500"></div> Diffusers</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>26,312</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">State-of-the-art diffusion models for image and audio generation in PyTorch.</p> </a> <a href="/docs/safetensors" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 "><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-violet-500"></div> Safetensors</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>2,904</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">Simple, safe way to store and distribute neural networks weights safely and quickly.</p> </a> <a href="/docs/huggingface_hub" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 lg:translate-y-12 lg:hover:!translate-y-[calc(3rem+1px)] "><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-indigo-500"></div> Hub Python Library</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>2,129</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">Client library for the HF Hub: manage repositories from your Python runtime.</p> </a> <a href="/docs/tokenizers" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 "><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-lime-500"></div> Tokenizers</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>9,067</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">Fast tokenizers, optimized for both research and production.</p> </a> <a href="/docs/peft" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 lg:translate-y-12 lg:hover:!translate-y-[calc(3rem+1px)] "><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-red-500"></div> PEFT</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>16,504</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">Parameter efficient finetuning methods for large models.</p> </a> <a href="/docs/transformers.js" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 "><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-orange-500"></div> Transformers.js</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>12,145</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">State-of-the-art Machine Learning for the web. Run Transformers directly in your browser, with no need for a server.</p> </a> <a href="/docs/timm" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 lg:translate-y-12 lg:hover:!translate-y-[calc(3rem+1px)] "><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-blue-500"></div> timm</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>32,341</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">State-of-the-art computer vision models, layers, optimizers, training/evaluation, and utilities.</p> </a> <a href="/docs/trl" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 max-lg:hidden"><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-blue-500"></div> TRL</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>10,138</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">Train transformer language models with reinforcement learning.</p> </a> <a href="/docs/datasets" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 lg:translate-y-12 lg:hover:!translate-y-[calc(3rem+1px)] max-lg:hidden"><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-red-500"></div> Datasets</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>19,285</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">Access and share datasets for computer vision, audio, and NLP tasks.</p> </a> <a href="/docs/text-generation-inference" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 max-lg:hidden"><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-blue-500"></div> Text Generation Inference</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>9,140</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">Toolkit to serve Large Language Models.</p> </a> <a href="/docs/accelerate" class="relative col-span-1 flex h-48 flex-col rounded-[1.6rem] border border-gray-100 bg-white/80 p-5 shadow-sm transition-transform will-change-transform hover:translate-y-px hover:shadow-inner sm:h-56 sm:p-6 2xl:h-72 2xl:p-10 lg:translate-y-12 lg:hover:!translate-y-[calc(3rem+1px)] max-lg:hidden"><h4 class="flex items-center gap-1.5 text-lg font-bold !leading-tight sm:gap-2 sm:text-xl 2xl:text-2xl"><div class="h-2 w-2 flex-none rounded-full bg-pink-500"></div> Accelerate</h4> <div class="flex items-center gap-1.5 text-lg"><svg class="text-xs text-gray-700" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.03em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 250"><path d="M128.001 0C57.317 0 0 57.307 0 128.001c0 56.554 36.676 104.535 87.535 121.46c6.397 1.185 8.746-2.777 8.746-6.158c0-3.052-.12-13.135-.174-23.83c-35.61 7.742-43.124-15.103-43.124-15.103c-5.823-14.795-14.213-18.73-14.213-18.73c-11.613-7.944.876-7.78.876-7.78c12.853.902 19.621 13.19 19.621 13.19c11.417 19.568 29.945 13.911 37.249 10.64c1.149-8.272 4.466-13.92 8.127-17.116c-28.431-3.236-58.318-14.212-58.318-63.258c0-13.975 5-25.394 13.188-34.358c-1.329-3.224-5.71-16.242 1.24-33.874c0 0 10.749-3.44 35.21 13.121c10.21-2.836 21.16-4.258 32.038-4.307c10.878.049 21.837 1.47 32.066 4.307c24.431-16.56 35.165-13.12 35.165-13.12c6.967 17.63 2.584 30.65 1.255 33.873c8.207 8.964 13.173 20.383 13.173 34.358c0 49.163-29.944 59.988-58.447 63.157c4.591 3.972 8.682 11.762 8.682 23.704c0 17.126-.148 30.91-.148 35.126c0 3.407 2.304 7.398 8.792 6.14C219.37 232.5 256 184.537 256 128.002C256 57.307 198.691 0 128.001 0zm-80.06 182.34c-.282.636-1.283.827-2.194.39c-.929-.417-1.45-1.284-1.15-1.922c.276-.655 1.279-.838 2.205-.399c.93.418 1.46 1.293 1.139 1.931zm6.296 5.618c-.61.566-1.804.303-2.614-.591c-.837-.892-.994-2.086-.375-2.66c.63-.566 1.787-.301 2.626.591c.838.903 1 2.088.363 2.66zm4.32 7.188c-.785.545-2.067.034-2.86-1.104c-.784-1.138-.784-2.503.017-3.05c.795-.547 2.058-.055 2.861 1.075c.782 1.157.782 2.522-.019 3.08zm7.304 8.325c-.701.774-2.196.566-3.29-.49c-1.119-1.032-1.43-2.496-.726-3.27c.71-.776 2.213-.558 3.315.49c1.11 1.03 1.45 2.505.701 3.27zm9.442 2.81c-.31 1.003-1.75 1.459-3.199 1.033c-1.448-.439-2.395-1.613-2.103-2.626c.301-1.01 1.747-1.484 3.207-1.028c1.446.436 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> <span>7,971</span></div> <p class="mt-auto text-sm text-gray-500 md:text-base 2xl:text-lg">Easily train and use PyTorch models with multi-GPU, TPU, mixed-precision.</p> </a> <div class="pointer-events-none absolute 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