Spaces ZeroGPU: Dynamic GPU Allocation for Spaces

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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 </a> <div class="flex flex-col"><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/models-the-hub" id="models-the-hub"> The Model Hub </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/model-cards" id="model-cards"> Model Cards </a> <a class="flex transform items-center 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Questions </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/models-advanced" id="models-advanced"> Advanced Topics </a> </div><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-0 " href="/docs/hub/datasets" id="datasets"><svg class="mr-1 text-red-500" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg> Datasets </a> <div class="flex flex-col"><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-overview" id="datasets-overview"> Datasets Overview </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-cards" id="datasets-cards"> Dataset Cards </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-gated" id="datasets-gated"> Gated Datasets </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-adding" id="datasets-adding"> Uploading Datasets </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-downloading" id="datasets-downloading"> Downloading Datasets </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/datasets-libraries" id="datasets-libraries"> Integrated Libraries </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/datasets-viewer" id="datasets-viewer"> Dataset Viewer </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/datasets-download-stats" id="datasets-download-stats"> Datasets Download Stats </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/datasets-data-files-configuration" id="datasets-data-files-configuration"> Data files Configuration </a> </div><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-0 " href="/docs/hub/spaces" id="spaces"><svg class="mr-1 text-blue-500" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 25 25"><path opacity=".5" d="M6.016 14.674v4.31h4.31v-4.31h-4.31ZM14.674 14.674v4.31h4.31v-4.31h-4.31ZM6.016 6.016v4.31h4.31v-4.31h-4.31Z" fill="currentColor"></path><path opacity=".75" fill-rule="evenodd" clip-rule="evenodd" d="M3 4.914C3 3.857 3.857 3 4.914 3h6.514c.884 0 1.628.6 1.848 1.414a5.171 5.171 0 0 1 7.31 7.31c.815.22 1.414.964 1.414 1.848v6.514A1.914 1.914 0 0 1 20.086 22H4.914A1.914 1.914 0 0 1 3 20.086V4.914Zm3.016 1.102v4.31h4.31v-4.31h-4.31Zm0 12.968v-4.31h4.31v4.31h-4.31Zm8.658 0v-4.31h4.31v4.31h-4.31Zm0-10.813a2.155 2.155 0 1 1 4.31 0 2.155 2.155 0 0 1-4.31 0Z" fill="currentColor"></path><path opacity=".25" d="M16.829 6.016a2.155 2.155 0 1 0 0 4.31 2.155 2.155 0 0 0 0-4.31Z" fill="currentColor"></path></svg> Spaces </a> <div class="flex flex-col"><a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 after:absolute after:right-4 after:text-gray-500 hover:after:content-['▶']" href="/docs/hub/spaces-overview" id="spaces-overview"> Spaces Overview </a> <a class="flex transform items-center py-1 pl-2 pr-2 text-gray-500 first:mt-1 last:mb-4 hover:translate-x-px hover:text-black dark:hover:text-gray-300 ml-2 " href="/docs/hub/spaces-gpus" id="spaces-gpus"> Spaces GPU Upgrades </a> <a class="flex items-center rounded-xl bg-gradient-to-br from-black to-gray-900 py-1 pl-2 pr-2 text-white transition-colors first:mt-1 last:mb-4 dark:from-gray-800 dark:to-gray-900 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 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href="/docs/hub/main/en/_app/immutable/chunks/EditOnGithub.da2b595c.js"><meta name="hf:doc:metadata" content="{"title":"Spaces ZeroGPU: Dynamic GPU Allocation for Spaces","local":"spaces-zerogpu-dynamic-gpu-allocation-for-spaces","sections":[{"title":"Using and hosting ZeroGPU Spaces","local":"using-and-hosting-zerogpu-spaces","sections":[],"depth":2},{"title":"Technical Specifications","local":"technical-specifications","sections":[],"depth":2},{"title":"Compatibility","local":"compatibility","sections":[{"title":"Supported Versions","local":"supported-versions","sections":[],"depth":3}],"depth":2},{"title":"Getting started with ZeroGPU","local":"getting-started-with-zerogpu","sections":[{"title":"Example Usage","local":"example-usage","sections":[],"depth":3}],"depth":2},{"title":"Duration Management","local":"duration-management","sections":[],"depth":2},{"title":"Hosting Limitations","local":"hosting-limitations","sections":[],"depth":2},{"title":"Feedback","local":"feedback","sections":[],"depth":2}],"depth":1}"> <p></p> <h1 class="relative group"><a id="spaces-zerogpu-dynamic-gpu-allocation-for-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-zerogpu-dynamic-gpu-allocation-for-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 ZeroGPU: Dynamic GPU Allocation for Spaces</span></h1> <img src="https://cdn-uploads.huggingface.co/production/uploads/5f17f0a0925b9863e28ad517/naVZI-v41zNxmGlhEhGDJ.gif" style="max-width: 440px; width: 100%" alt="ZeroGPU schema"> <p data-svelte-h="svelte-l7cbc9">ZeroGPU is a shared infrastructure that optimizes GPU usage for AI models and demos on Hugging Face Spaces. It dynamically allocates and releases NVIDIA A100 GPUs as needed, offering:</p> <ol data-svelte-h="svelte-65gla3"><li><strong>Free GPU Access</strong>: Enables cost-effective GPU usage for Spaces.</li> <li><strong>Multi-GPU Support</strong>: Allows Spaces to leverage multiple GPUs concurrently on a single application.</li></ol> <p data-svelte-h="svelte-pj747c">Unlike traditional single-GPU allocations, ZeroGPU’s efficient system lowers barriers for developers, researchers, and organizations to deploy AI models by maximizing resource utilization and power efficiency.</p> <h2 class="relative group"><a id="using-and-hosting-zerogpu-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="#using-and-hosting-zerogpu-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>Using and hosting ZeroGPU Spaces</span></h2> <ul data-svelte-h="svelte-1y31yyi"><li><strong>Using existing ZeroGPU Spaces</strong><ul><li>ZeroGPU Spaces are available to use for free to all users. (Visit <a href="https://huggingface.co/spaces/enzostvs/zero-gpu-spaces" rel="nofollow">the curated list</a>).</li> <li><a href="https://huggingface.co/subscribe/pro" rel="nofollow">PRO users</a> get x5 more daily usage quota and highest priority in GPU queues when using any ZeroGPU Spaces.</li></ul></li> <li><strong>Hosting your own ZeroGPU Spaces</strong><ul><li>Personal accounts: <a href="https://huggingface.co/settings/billing/subscription" rel="nofollow">Subscribe to PRO</a> to access ZeroGPU in the hardware options when creating a new Gradio SDK Space.</li> <li>Organizations: <a href="https://huggingface.co/enterprise" rel="nofollow">Subscribe to the Enterprise Hub</a> to enable ZeroGPU Spaces for all organization members.</li></ul></li></ul> <h2 class="relative group"><a id="technical-specifications" 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="#technical-specifications"><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>Technical Specifications</span></h2> <ul data-svelte-h="svelte-hug3ez"><li><strong>GPU Type</strong>: Nvidia A100</li> <li><strong>Available VRAM</strong>: 40GB per workload</li></ul> <h2 class="relative group"><a id="compatibility" 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="#compatibility"><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>Compatibility</span></h2> <p data-svelte-h="svelte-j2qxf7">ZeroGPU Spaces are designed to be compatible with most PyTorch-based GPU Spaces. While compatibility is enhanced for high-level Hugging Face libraries like <code>transformers</code> and <code>diffusers</code>, users should be aware that:</p> <ul data-svelte-h="svelte-110cvgv"><li>Currently, ZeroGPU Spaces are exclusively compatible with the <strong>Gradio SDK</strong>.</li> <li>ZeroGPU Spaces may have limited compatibility compared to standard GPU Spaces.</li> <li>Unexpected issues may arise in some scenarios.</li></ul> <h3 class="relative group"><a id="supported-versions" 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="#supported-versions"><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>Supported Versions</span></h3> <ul data-svelte-h="svelte-fwp2pv"><li>Gradio: 4+</li> <li>PyTorch: 2.0.1, 2.1.2, 2.2.2, 2.4.0 (Note: 2.3.x is not supported due to a <a href="https://github.com/pytorch/pytorch/issues/122085" rel="nofollow">PyTorch bug</a>)</li> <li>Python: 3.10.13</li></ul> <h2 class="relative group"><a id="getting-started-with-zerogpu" 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="#getting-started-with-zerogpu"><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>Getting started with ZeroGPU</span></h2> <p data-svelte-h="svelte-jrr1x0">To utilize ZeroGPU in your Space, follow these steps:</p> <ol data-svelte-h="svelte-x3o8nz"><li>Make sure the ZeroGPU hardware is selected in your Space settings.</li> <li>Import the <code>spaces</code> module.</li> <li>Decorate GPU-dependent functions with <code>@spaces.GPU</code>.</li></ol> <p data-svelte-h="svelte-1yptkag">This decoration process allows the Space to request a GPU when the function is called and release it upon completion.</p> <h3 class="relative group"><a id="example-usage" 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="#example-usage"><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>Example Usage</span></h3> <div class="code-block relative"><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><span class="hljs-keyword">import</span> spaces <span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline pipe = DiffusionPipeline.from_pretrained(...) pipe.to(<span class="hljs-string">'cuda'</span>) <span class="hljs-meta">@spaces.GPU</span> <span class="hljs-keyword">def</span> <span class="hljs-title function_">generate</span>(<span class="hljs-params">prompt</span>): <span class="hljs-keyword">return</span> pipe(prompt).images gr.Interface( fn=generate, inputs=gr.Text(), outputs=gr.Gallery(), ).launch()</pre></div> <p data-svelte-h="svelte-a8f3oh">Note: The <code>@spaces.GPU</code> decorator is designed to be effect-free in non-ZeroGPU environments, ensuring compatibility across different setups.</p> <h2 class="relative group"><a id="duration-management" 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="#duration-management"><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>Duration Management</span></h2> <p data-svelte-h="svelte-3yvsln">For functions expected to exceed the default 60-second of GPU runtime, you can specify a custom duration:</p> <div class="code-block relative"><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><span class="hljs-meta">@spaces.GPU(<span class="hljs-params">duration=<span class="hljs-number">120</span></span>)</span> <span class="hljs-keyword">def</span> <span class="hljs-title function_">generate</span>(<span class="hljs-params">prompt</span>): <span class="hljs-keyword">return</span> pipe(prompt).images</pre></div> <p data-svelte-h="svelte-1wod5f7">This sets the maximum function runtime to 120 seconds. Specifying shorter durations for quicker functions will improve queue priority for Space visitors.</p> <h2 class="relative group"><a id="hosting-limitations" 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="#hosting-limitations"><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>Hosting Limitations</span></h2> <ul data-svelte-h="svelte-1dm64tu"><li><strong>Personal accounts (<a href="https://huggingface.co/subscribe/pro" rel="nofollow">PRO subscribers</a>)</strong>: Maximum of 10 ZeroGPU Spaces.</li> <li><strong>Organization accounts (<a href="https://huggingface.co/enterprise" rel="nofollow">Enterprise Hub</a>)</strong>: Maximum of 50 ZeroGPU Spaces.</li></ul> <p data-svelte-h="svelte-1kz6an0">By leveraging ZeroGPU, developers can create more efficient and scalable Spaces, maximizing GPU utilization while minimizing costs.</p> <h2 class="relative group"><a id="feedback" 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="#feedback"><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>Feedback</span></h2> <p data-svelte-h="svelte-m8a1b0">You can share your feedback on Spaces ZeroGPU directly on the HF Hub: <a href="https://huggingface.co/spaces/zero-gpu-explorers/README/discussions" rel="nofollow">https://huggingface.co/spaces/zero-gpu-explorers/README/discussions</a></p> <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/spaces-zerogpu.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_1m36b5r = { 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.2759ecb3.js"), import("/docs/hub/main/en/_app/immutable/entry/app.838cc47c.js") ]).then(([kit, app]) => { kit.start(app, element, { node_ids: [0, 172], data, form: null, error: null }); }); } </script> </div> <div class="SVELTE_HYDRATER contents" data-target="DocFooterNav" 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class="SVELTE_HYDRATER contents" data-target="SubSideMenu" data-props="{"chapter":{"title":"Spaces ZeroGPU: Dynamic GPU Allocation for Spaces","isExpanded":false,"id":"spaces-zerogpu-dynamic-gpu-allocation-for-spaces","url":"#spaces-zerogpu-dynamic-gpu-allocation-for-spaces","sections":[{"title":"Using and hosting ZeroGPU Spaces","isExpanded":false,"id":"using-and-hosting-zerogpu-spaces","url":"#using-and-hosting-zerogpu-spaces","sections":[]},{"title":"Technical Specifications","isExpanded":false,"id":"technical-specifications","url":"#technical-specifications","sections":[]},{"title":"Compatibility","isExpanded":false,"id":"compatibility","url":"#compatibility","sections":[{"title":"Supported Versions","isExpanded":false,"id":"supported-versions","url":"#supported-versions","sections":[]}]},{"title":"Getting started with ZeroGPU","isExpanded":false,"id":"getting-started-with-zerogpu","url":"#getting-started-with-zerogpu","sections":[{"title":"Example 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Spaces ZeroGPU: Dynamic GPU Allocation for Spaces