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class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">Security</div> Find and fix vulnerabilities </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" 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1.5h-.5a.75.75 0 0 1-.75-.75Z"></path> </svg> <div> <div class="color-fg-default h4">Codespaces</div> Instant dev environments </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"issues","context":"product","tag":"link","label":"issues_link_product_navbar"}" href="https://github.com/features/issues"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-issue-opened color-fg-subtle mr-3"> <path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path> </svg> <div> <div class="color-fg-default h4">Issues</div> Plan and track work </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"code_review","context":"product","tag":"link","label":"code_review_link_product_navbar"}" href="https://github.com/features/code-review"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-review color-fg-subtle mr-3"> <path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 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width="24" data-view-component="true" class="octicon octicon-code-square color-fg-subtle mr-3"> <path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Search</div> Find more, search less </div> </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span> <ul class="list-style-none f5" 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href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2"> Search syntax tips </a> <div class="d-flex flex-1"></div> </div> </div> </div> </div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div 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method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="IsNk7TW9JhDH8ixQur0nw93LJSG7tkYV1ZanvfOjIYqERHIxwi+DPH8xRVX9qUmnCQ3rK1T+m70p3xmAxops3g==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> 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class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSpaces Overview\u003c/h1\u003e\u003ca id=\"user-content-spaces-overview\" class=\"anchor\" aria-label=\"Permalink: Spaces Overview\" href=\"#spaces-overview\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eHugging Face Spaces make it easy for you to create and deploy ML-powered demos in minutes. Watch the following video for a quick introduction to Spaces:\u003c/p\u003e\n\u0026lt;iframe width=\"560\" height=\"315\" src=\"\u003ca href=\"https://www.youtube-nocookie.com/embed/3bSVKNKb_PY\" rel=\"nofollow\"\u003ehttps://www.youtube-nocookie.com/embed/3bSVKNKb_PY\u003c/a\u003e\" title=\"Spaces intro\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen\u0026gt;\u0026lt;/iframe\u0026gt;\n\u003cp dir=\"auto\"\u003eIn the following sections, you'll learn the basics of creating a Space, configuring it, and deploying your code to it.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCreating a new Space\u003c/h2\u003e\u003ca id=\"user-content-creating-a-new-space\" class=\"anchor\" aria-label=\"Permalink: Creating a new Space\" href=\"#creating-a-new-space\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eTo make a new Space\u003c/strong\u003e, visit the \u003ca href=\"https://huggingface.co/spaces\" rel=\"nofollow\"\u003eSpaces main page\u003c/a\u003e and click on \u003cstrong\u003eCreate new Space\u003c/strong\u003e. Along with choosing a name for your Space, selecting an optional license, and setting your Space's visibility, you'll be prompted to choose the \u003cstrong\u003eSDK\u003c/strong\u003e for your Space. The Hub offers four SDK options: Gradio, Streamlit, Docker and static HTML. If you select \"Gradio\" as your SDK, you'll be navigated to a new repo showing the following page:\u003c/p\u003e\n\u003cdiv dir=\"auto\"\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/3e261496010d3fc9317f1b7cdedfa8004bd21e5e090958655a031e2aa9ceebe0/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d626c616e6b2d73706163652e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/3e261496010d3fc9317f1b7cdedfa8004bd21e5e090958655a031e2aa9ceebe0/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d626c616e6b2d73706163652e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-blank-space.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/93927dde32bfd0bd924dff902d040f78a113bd185bef0bffa4c477db58f448e7/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d626c616e6b2d73706163652d6461726b2e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/93927dde32bfd0bd924dff902d040f78a113bd185bef0bffa4c477db58f448e7/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d626c616e6b2d73706163652d6461726b2e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-blank-space-dark.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eUnder the hood, Spaces stores your code inside a git repository, just like the model and dataset repositories. Thanks to this, the same tools we use for all the \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/repositories\"\u003eother repositories on the Hub\u003c/a\u003e (\u003ccode\u003egit\u003c/code\u003e and \u003ccode\u003egit-lfs\u003c/code\u003e) also work for Spaces. Follow the same flow as in \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/repositories-getting-started\"\u003eGetting Started with Repositories\u003c/a\u003e to add files to your Space. Each time a new commit is pushed, the Space will automatically rebuild and restart.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFor step-by-step tutorials to creating your first Space, see the guides below:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-sdks-gradio\"\u003eCreating a Gradio Space\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-sdks-streamlit\"\u003eCreating a Streamlit Space\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-sdks-docker-first-demo\"\u003eCreating a Docker Space\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHardware resources\u003c/h2\u003e\u003ca id=\"user-content-hardware-resources\" class=\"anchor\" aria-label=\"Permalink: Hardware resources\" href=\"#hardware-resources\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eEach Spaces environment is limited to 16GB RAM, 2 CPU cores and 50GB of (not persistent) disk space by default, which you can use free of charge. You can upgrade to better hardware, including a variety of GPU accelerators and persistent storage, for a \u003ca href=\"https://huggingface.co/pricing#spaces\" rel=\"nofollow\"\u003ecompetitive price\u003c/a\u003e. To request an upgrade, please click the \u003cem\u003eSettings\u003c/em\u003e button in your Space and select your preferred hardware environment.\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003e\u003cstrong\u003eHardware\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eGPU Memory\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eCPU\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eMemory\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eDisk\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eHourly Price\u003c/strong\u003e\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eCPU Basic\u003c/td\u003e\n\u003ctd\u003e-\u003c/td\u003e\n\u003ctd\u003e2 vCPU\u003c/td\u003e\n\u003ctd\u003e16 GB\u003c/td\u003e\n\u003ctd\u003e50 GB\u003c/td\u003e\n\u003ctd\u003eFree!\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCPU Upgrade\u003c/td\u003e\n\u003ctd\u003e-\u003c/td\u003e\n\u003ctd\u003e8 vCPU\u003c/td\u003e\n\u003ctd\u003e32 GB\u003c/td\u003e\n\u003ctd\u003e50 GB\u003c/td\u003e\n\u003ctd\u003e$0.03\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNvidia T4 - small\u003c/td\u003e\n\u003ctd\u003e16GB\u003c/td\u003e\n\u003ctd\u003e4 vCPU\u003c/td\u003e\n\u003ctd\u003e15 GB\u003c/td\u003e\n\u003ctd\u003e50 GB\u003c/td\u003e\n\u003ctd\u003e$0.60\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNvidia T4 - medium\u003c/td\u003e\n\u003ctd\u003e16GB\u003c/td\u003e\n\u003ctd\u003e8 vCPU\u003c/td\u003e\n\u003ctd\u003e30 GB\u003c/td\u003e\n\u003ctd\u003e100 GB\u003c/td\u003e\n\u003ctd\u003e$0.90\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNvidia A10G - small\u003c/td\u003e\n\u003ctd\u003e24GB\u003c/td\u003e\n\u003ctd\u003e4 vCPU\u003c/td\u003e\n\u003ctd\u003e15 GB\u003c/td\u003e\n\u003ctd\u003e110 GB\u003c/td\u003e\n\u003ctd\u003e$1.05\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNvidia A10G - large\u003c/td\u003e\n\u003ctd\u003e24GB\u003c/td\u003e\n\u003ctd\u003e12 vCPU\u003c/td\u003e\n\u003ctd\u003e46 GB\u003c/td\u003e\n\u003ctd\u003e200 GB\u003c/td\u003e\n\u003ctd\u003e$3.15\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e2x Nvidia A10G - large\u003c/td\u003e\n\u003ctd\u003e48GB\u003c/td\u003e\n\u003ctd\u003e24 vCPU\u003c/td\u003e\n\u003ctd\u003e92 GB\u003c/td\u003e\n\u003ctd\u003e1000 GB\u003c/td\u003e\n\u003ctd\u003e$5.70\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e4x Nvidia A10G - large\u003c/td\u003e\n\u003ctd\u003e96GB\u003c/td\u003e\n\u003ctd\u003e48 vCPU\u003c/td\u003e\n\u003ctd\u003e184 GB\u003c/td\u003e\n\u003ctd\u003e2000 GB\u003c/td\u003e\n\u003ctd\u003e$10.80\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eNvidia A100 - large\u003c/td\u003e\n\u003ctd\u003e40GB\u003c/td\u003e\n\u003ctd\u003e12 vCPU\u003c/td\u003e\n\u003ctd\u003e142 GB\u003c/td\u003e\n\u003ctd\u003e1000 GB\u003c/td\u003e\n\u003ctd\u003e$4.13\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003e\u003cstrong\u003eStorage tier\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eSize\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003ePersistent\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eMonthly price\u003c/strong\u003e\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eEphemeral (default)\u003c/td\u003e\n\u003ctd\u003e50GB\u003c/td\u003e\n\u003ctd\u003eNo\u003c/td\u003e\n\u003ctd\u003eFree!\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSmall\u003c/td\u003e\n\u003ctd\u003eEphemeral + 20GB\u003c/td\u003e\n\u003ctd\u003eYes\u003c/td\u003e\n\u003ctd\u003e$5\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMedium\u003c/td\u003e\n\u003ctd\u003eEphemeral + 150GB\u003c/td\u003e\n\u003ctd\u003eYes\u003c/td\u003e\n\u003ctd\u003e$25\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eLarge\u003c/td\u003e\n\u003ctd\u003eEphemeral + 1TB\u003c/td\u003e\n\u003ctd\u003eyes\u003c/td\u003e\n\u003ctd\u003e$100\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003eNote: Find more detailed and comprehensive pricing information on \u003ca href=\"https://huggingface.co/pricing\" rel=\"nofollow\"\u003eour pricing page\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eDo you have an awesome Space but need help covering the hardware upgrade costs? We love helping out those with an innovative Space so please feel free to apply for a community GPU grant using the link in the \u003cem\u003eSettings\u003c/em\u003e tab of your Space and see if yours makes the cut!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eRead more in our dedicated sections on \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-gpus\"\u003eSpaces GPU Upgrades\u003c/a\u003e and \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-storage\"\u003eSpaces Storage Upgrades\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv dir=\"auto\"\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/a472302ed37d04f0b7f0d0ca173f334380f63867d60d4c96f76f44a36c46e73b/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d6770752d73657474696e67732e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a472302ed37d04f0b7f0d0ca173f334380f63867d60d4c96f76f44a36c46e73b/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d6770752d73657474696e67732e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-gpu-settings.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/bf7c4caf00c9e9130edc6ea71683de9f47570fc19794294901cacabe82e4d8c7/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d6770752d73657474696e67732d6461726b2e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bf7c4caf00c9e9130edc6ea71683de9f47570fc19794294901cacabe82e4d8c7/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d6770752d73657474696e67732d6461726b2e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-gpu-settings-dark.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eManaging secrets and environment variables[[managing-secrets]]\u003c/h2\u003e\u003ca id=\"user-content-managing-secrets-and-environment-variablesmanaging-secrets\" class=\"anchor\" aria-label=\"Permalink: Managing secrets and environment variables[[managing-secrets]]\" href=\"#managing-secrets-and-environment-variablesmanaging-secrets\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca id=\"user-content-managing-secrets\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf your app requires environment variables (for instance, secret keys or tokens), do not hard-code them inside your app! Instead, go to the Settings page of your Space repository and add a new \u003cstrong\u003evariable\u003c/strong\u003e or \u003cstrong\u003esecret\u003c/strong\u003e. Use variables if you need to store non-sensitive configuration values and secrets for storing access tokens, API keys, or any sensitive value or credentials.\u003c/p\u003e\n\u003cdiv dir=\"auto\"\u003e\n\t\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/d478583ce33cc3fcf565f2e1b9800507a50bfaecd001d23508e282b69df7b35d/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f736563726574732d616e642d7661726961626c65732e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d478583ce33cc3fcf565f2e1b9800507a50bfaecd001d23508e282b69df7b35d/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f736563726574732d616e642d7661726961626c65732e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/secrets-and-variables.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\t\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/ba5686adc5083aa27c858c459f378f01884495bdae4ca704e8013ea5a5e70a5a/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f736563726574732d616e642d7661726961626c65732d6461726b2e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/ba5686adc5083aa27c858c459f378f01884495bdae4ca704e8013ea5a5e70a5a/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f736563726574732d616e642d7661726961626c65732d6461726b2e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/secrets-and-variables-dark.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can use:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eVariables\u003c/strong\u003e if you need to store non-sensitive configuration values. They are publicly accessible and viewable and will be automatically added to Spaces duplicated from yours.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eSecrets\u003c/strong\u003e to store access tokens, API keys, or any sensitive values or credentials. They are private and their value cannot be read from the Space's settings page once set. They won't be added to Spaces duplicated from your repository.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eAccessing secrets and variables is different depending on your Space SDK:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFor Static Spaces, both are available through client-side JavaScript in \u003ccode\u003ewindow.huggingface.variables\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eFor Docker Spaces, check out \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-sdks-docker#secrets-and-variables-management\"\u003eenvironment management with Docker\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eFor Streamlit Spaces, secrets are exposed to your app through \u003ca href=\"https://blog.streamlit.io/secrets-in-sharing-apps/\" rel=\"nofollow\"\u003eStreamlit Secrets Management\u003c/a\u003e, and public variables are directly available as environment variables\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eFor other Spaces, both are exposed to your app as environment variables. Here is a very simple example of accessing the previously declared \u003ccode\u003eMODEL_REPO_ID\u003c/code\u003e variable in Python (it would be the same for secrets):\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"import os\nprint(os.getenv('MODEL_REPO_ID'))\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eos\u003c/span\u003e\n\u003cspan class=\"pl-en\"\u003eprint\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eos\u003c/span\u003e.\u003cspan class=\"pl-en\"\u003egetenv\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e'MODEL_REPO_ID'\u003c/span\u003e))\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSpaces owners are warned when our \u003ccode\u003eSpaces Secrets Scanner\u003c/code\u003e \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/security-secrets\"\u003efinds hard-coded secrets\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDuplicating a Space\u003c/h2\u003e\u003ca id=\"user-content-duplicating-a-space\" class=\"anchor\" aria-label=\"Permalink: Duplicating a Space\" href=\"#duplicating-a-space\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eDuplicating a Space can be useful if you want to build a new demo using another demo as an initial template. Duplicated Spaces can also be useful if you want to have an individual Upgraded Space for your use with fast inference.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf you want to duplicate a Space, you can click the three dots at the top right of the space and click \u003cstrong\u003eDuplicate this Space\u003c/strong\u003e. Once you do this, you will be able to change the following attributes:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eOwner: The duplicated Space can be under your account or any organization in which you have write access\u003c/li\u003e\n\u003cli\u003eSpace name\u003c/li\u003e\n\u003cli\u003eVisibility: The Space is private by default. Read more about private repositories \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/repositories-settings#private-repositories\"\u003ehere\u003c/a\u003e.\u003c/li\u003e\n\u003cli\u003eHardware: You can choose the hardware on which the Space will be running. Read more about hardware upgrades \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-gpus\"\u003ehere\u003c/a\u003e.\u003c/li\u003e\n\u003cli\u003eStorage: If the original repo uses persistent storage, you will be prompted to choose a storage tier. Read more about persistent storage \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-storage\"\u003ehere\u003c/a\u003e.\u003c/li\u003e\n\u003cli\u003eSecrets and variables: If the original repo has set some secrets and variables, you'll be able to set them while duplicating the repo.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eSome Spaces might have environment variables that you may need to set up. In these cases, the duplicate workflow will auto-populate the public Variables from the source Space, and give you a warning about setting up the Secrets. The duplicated Space will use a free CPU hardware by default, but you can later upgrade if needed.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eNetworking\u003c/h2\u003e\u003ca id=\"user-content-networking\" class=\"anchor\" aria-label=\"Permalink: Networking\" href=\"#networking\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf your Space needs to make any network requests, you can make requests through the standard HTTP and HTTPS ports (80 and 443) along with port 8080. Any requests going to other ports will be blocked.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLifecycle management\u003c/h2\u003e\u003ca id=\"user-content-lifecycle-management\" class=\"anchor\" aria-label=\"Permalink: Lifecycle management\" href=\"#lifecycle-management\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eOn free hardware, your Space will \"go to sleep\" and stop executing after a period of time if unused. If you wish for your Space to run indefinitely, consider \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-gpus\"\u003eupgrading to a paid hardware\u003c/a\u003e. You can also manually pause your Space from the \u003cstrong\u003eSettings\u003c/strong\u003e tab. A paused Space stops executing until manually restarted by its owner.\nPaused time is not billed.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHelper environment variables\u003c/h2\u003e\u003ca id=\"user-content-helper-environment-variables\" class=\"anchor\" aria-label=\"Permalink: Helper environment variables\" href=\"#helper-environment-variables\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIn some cases, you might be interested in having programmatic access to the Space author or repository name. This feature is particularly useful when you expect users to duplicate your Space. To help with this, Spaces exposes different environment variables at runtime. Given a Space \u003ca href=\"https://huggingface.co/spaces/osanseviero/i-like-flan\" rel=\"nofollow\"\u003e\u003ccode\u003eosanseviero/i-like-flan\u003c/code\u003e\u003c/a\u003e:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eCPU_CORES\u003c/code\u003e: 4\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eMEMORY\u003c/code\u003e: 15Gi\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eSPACE_AUTHOR_NAME\u003c/code\u003e: osanseviero\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eSPACE_REPO_NAME\u003c/code\u003e: i-like-flan\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eSPACE_TITLE\u003c/code\u003e: I Like Flan (specified in the README file)\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eSPACE_ID\u003c/code\u003e: \u003ccode\u003eosanseviero/i-like-flan\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eSPACE_HOST\u003c/code\u003e: \u003ccode\u003eosanseviero-i-like-flan.hf.space\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eSPACE_CREATOR_USER_ID\u003c/code\u003e: \u003ccode\u003e6032802e1f993496bc14d9e3\u003c/code\u003e - This is the ID of the user that originally created the Space. It's useful if the Space is under an organization. You can get the user information with an API call to \u003ccode\u003ehttps://huggingface.co/api/users/{SPACE_CREATOR_USER_ID}/overview\u003c/code\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eIn case \u003ca href=\"/huggingface/hub-docs/blob/main/docs/hub/spaces-oauth\"\u003eOAuth\u003c/a\u003e is enabled for your Space, the following variables will also be available:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eOAUTH_CLIENT_ID\u003c/code\u003e: the client ID of your OAuth app (public)\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eOAUTH_CLIENT_SECRET\u003c/code\u003e: the client secret of your OAuth app\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eOAUTH_SCOPES\u003c/code\u003e: scopes accessible by your OAuth app. Currently, this is always \u003ccode\u003e\"openid profile\"\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eOPENID_PROVIDER_URL\u003c/code\u003e: The URL of the OpenID provider. The OpenID metadata will be available at \u003ca href=\"https://huggingface.co/.well-known/openid-configuration\" rel=\"nofollow\"\u003e\u003ccode\u003e{OPENID_PROVIDER_URL}/.well-known/openid-configuration\u003c/code\u003e\u003c/a\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eClone the Repository\u003c/h2\u003e\u003ca id=\"user-content-clone-the-repository\" class=\"anchor\" aria-label=\"Permalink: Clone the Repository\" href=\"#clone-the-repository\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can easily clone your Space repo locally. Start by clicking on the dropdown menu in the top right of your Space page:\u003c/p\u003e\n\u003cdiv dir=\"auto\"\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/86ebcd1bd2ecd828a969036e04ca787acd0ce5c8a77d4bea9ebf14f37444c47a/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f537061636573436c6f6e655265706f322e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/86ebcd1bd2ecd828a969036e04ca787acd0ce5c8a77d4bea9ebf14f37444c47a/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f537061636573436c6f6e655265706f322e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/SpacesCloneRepo2.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/e33a37fe20a1183e82c19df646b6c8949295088d852d114e3c795db206124ebb/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f537061636573436c6f6e655265706f312e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/e33a37fe20a1183e82c19df646b6c8949295088d852d114e3c795db206124ebb/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f537061636573436c6f6e655265706f312e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/SpacesCloneRepo1.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSelect \"Clone repository\", and then you'll be able to follow the instructions to clone the Space repo to your local machine using HTTPS or SSH.\u003c/p\u003e\n\u003cdiv dir=\"auto\"\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/910b7f1c13b9efa9e831bac84623ea62f3ce496d7f2e6437212e210c296ff5a8/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f4874747073436c6f6e65322e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/910b7f1c13b9efa9e831bac84623ea62f3ce496d7f2e6437212e210c296ff5a8/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f4874747073436c6f6e65322e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/HttpsClone2.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/8dbc0651fe9cd0b9390faec67a965ffae9eca2a279fa875e883c4fba9d6bdedf/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f4874747073436c6f6e65312e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8dbc0651fe9cd0b9390faec67a965ffae9eca2a279fa875e883c4fba9d6bdedf/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f4874747073436c6f6e65312e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/HttpsClone1.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cdiv dir=\"auto\"\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/91b21caaf9f2449bca2b4ba784d85b1824586d3fc1af3726bd170fd2e392be36/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f535348436c6f6e65322e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/91b21caaf9f2449bca2b4ba784d85b1824586d3fc1af3726bd170fd2e392be36/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f535348436c6f6e65322e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/SSHClone2.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/4b5f1bb2b602cbf20e530b49671f0ea19e2255ab2a8fd5d67901fb73349303b4/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f535348436c6f6e65312e706e67\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4b5f1bb2b602cbf20e530b49671f0ea19e2255ab2a8fd5d67901fb73349303b4/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f535348436c6f6e65312e706e67\" data-canonical-src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/SSHClone1.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLinking Models and Datasets on the Hub\u003c/h2\u003e\u003ca id=\"user-content-linking-models-and-datasets-on-the-hub\" class=\"anchor\" aria-label=\"Permalink: Linking Models and Datasets on the Hub\" href=\"#linking-models-and-datasets-on-the-hub\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can showcase all the models and datasets that your Space links to by adding their identifier in your Space's README metadata. To do so, you can define them under the \u003ccode\u003emodels\u003c/code\u003e and \u003ccode\u003edatasets\u003c/code\u003e keys. In addition to listing the artefacts in the README file, you can also record them in any \u003ccode\u003e.py\u003c/code\u003e, \u003ccode\u003e.ini\u003c/code\u003e or \u003ccode\u003e.html\u003c/code\u003e file as well. We'll parse it auto-magically!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eHere's an example linking two models from a space:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"title: My lovely space\nemoji: 🤗\ncolorFrom: blue\ncolorTo: green\nsdk: docker\npinned: false\nmodels:\n- reach-vb/musicgen-large-fp16-endpoint\n- reach-vb/wav2vec2-large-xls-r-1B-common_voice7-lt-ft\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003etitle: My lovely space\nemoji: 🤗\ncolorFrom: blue\ncolorTo: green\nsdk: docker\npinned: false\nmodels:\n- reach-vb/musicgen-large-fp16-endpoint\n- reach-vb/wav2vec2-large-xls-r-1B-common_voice7-lt-ft\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/article\u003e","renderedFileInfo":null,"shortPath":null,"symbolsEnabled":true,"tabSize":8,"topBannersInfo":{"overridingGlobalFundingFile":false,"globalPreferredFundingPath":null,"showInvalidCitationWarning":false,"citationHelpUrl":"https://docs.github.com/github/creating-cloning-and-archiving-repositories/creating-a-repository-on-github/about-citation-files","actionsOnboardingTip":null},"truncated":false,"viewable":true,"workflowRedirectUrl":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"Spaces Overview","kind":"section_1","ident_start":2,"ident_end":17,"extent_start":0,"extent_end":12666,"fully_qualified_name":"Spaces Overview","ident_utf16":{"start":{"line_number":0,"utf16_col":2},"end":{"line_number":0,"utf16_col":17}},"extent_utf16":{"start":{"line_number":0,"utf16_col":0},"end":{"line_number":170,"utf16_col":0}}},{"name":"Creating a new Space","kind":"section_2","ident_start":547,"ident_end":567,"extent_start":544,"extent_end":2075,"fully_qualified_name":"Creating a new Space","ident_utf16":{"start":{"line_number":8,"utf16_col":3},"end":{"line_number":8,"utf16_col":23}},"extent_utf16":{"start":{"line_number":8,"utf16_col":0},"end":{"line_number":24,"utf16_col":0}}},{"name":"Hardware resources","kind":"section_2","ident_start":2078,"ident_end":2096,"extent_start":2075,"extent_end":5027,"fully_qualified_name":"Hardware resources","ident_utf16":{"start":{"line_number":24,"utf16_col":3},"end":{"line_number":24,"utf16_col":21}},"extent_utf16":{"start":{"line_number":24,"utf16_col":0},"end":{"line_number":58,"utf16_col":0}}},{"name":"Managing secrets and environment variables[[managing-secrets]]","kind":"section_2","ident_start":5030,"ident_end":5092,"extent_start":5027,"extent_end":7178,"fully_qualified_name":"Managing secrets and environment variables[[managing-secrets]]","ident_utf16":{"start":{"line_number":58,"utf16_col":3},"end":{"line_number":58,"utf16_col":65}},"extent_utf16":{"start":{"line_number":58,"utf16_col":0},"end":{"line_number":88,"utf16_col":0}}},{"name":"Duplicating a Space","kind":"section_2","ident_start":7181,"ident_end":7200,"extent_start":7178,"extent_end":8656,"fully_qualified_name":"Duplicating a Space","ident_utf16":{"start":{"line_number":88,"utf16_col":3},"end":{"line_number":88,"utf16_col":22}},"extent_utf16":{"start":{"line_number":88,"utf16_col":0},"end":{"line_number":103,"utf16_col":0}}},{"name":"Networking","kind":"section_2","ident_start":8659,"ident_end":8669,"extent_start":8656,"extent_end":8872,"fully_qualified_name":"Networking","ident_utf16":{"start":{"line_number":103,"utf16_col":3},"end":{"line_number":103,"utf16_col":13}},"extent_utf16":{"start":{"line_number":103,"utf16_col":0},"end":{"line_number":107,"utf16_col":0}}},{"name":"Lifecycle management","kind":"section_2","ident_start":8875,"ident_end":8895,"extent_start":8872,"extent_end":9266,"fully_qualified_name":"Lifecycle management","ident_utf16":{"start":{"line_number":107,"utf16_col":3},"end":{"line_number":107,"utf16_col":23}},"extent_utf16":{"start":{"line_number":107,"utf16_col":0},"end":{"line_number":112,"utf16_col":0}}},{"name":"Helper environment variables","kind":"section_2","ident_start":9269,"ident_end":9297,"extent_start":9266,"extent_end":10761,"fully_qualified_name":"Helper environment variables","ident_utf16":{"start":{"line_number":112,"utf16_col":3},"end":{"line_number":112,"utf16_col":31}},"extent_utf16":{"start":{"line_number":112,"utf16_col":0},"end":{"line_number":132,"utf16_col":0}}},{"name":"Clone the Repository","kind":"section_2","ident_start":10764,"ident_end":10784,"extent_start":10761,"extent_end":12008,"fully_qualified_name":"Clone the Repository","ident_utf16":{"start":{"line_number":132,"utf16_col":3},"end":{"line_number":132,"utf16_col":23}},"extent_utf16":{"start":{"line_number":132,"utf16_col":0},"end":{"line_number":153,"utf16_col":0}}},{"name":"Linking Models and Datasets on the Hub","kind":"section_2","ident_start":12011,"ident_end":12049,"extent_start":12008,"extent_end":12666,"fully_qualified_name":"Linking Models and Datasets on the Hub","ident_utf16":{"start":{"line_number":153,"utf16_col":3},"end":{"line_number":153,"utf16_col":41}},"extent_utf16":{"start":{"line_number":153,"utf16_col":0},"end":{"line_number":170,"utf16_col":0}}}]}},"copilotInfo":null,"copilotAccessAllowed":false,"csrf_tokens":{"/huggingface/hub-docs/branches":{"post":"sOTxlH0EHzQc5_mogR6rst_F3Ea7O1q4quJnKOwuXkSTiilJvJLA1MSNjhsWyFSIyOJiPjBZpV2PMvtYx1ep7A"},"/repos/preferences":{"post":"i-Ko8TiC1L3r9ugc7buL6B2HT1ma8fXfnl0sjamqlEXbTrIpuFko406Y28XMYS7nuNf6KFy5zrTvb6lN9lsD9Q"}}},"title":"hub-docs/docs/hub/spaces-overview.md at main · 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style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path></svg></button></div></div></div></div><div></div></div><div class="Box-sc-g0xbh4-0 hGyMdv"><section aria-labelledby="file-name-id-wide file-name-id-mobile" class="Box-sc-g0xbh4-0 fGqKFv"><div class="Box-sc-g0xbh4-0 eoaCFS js-snippet-clipboard-copy-unpositioned" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Spaces Overview</h1><a id="user-content-spaces-overview" class="anchor" aria-label="Permalink: Spaces Overview" href="#spaces-overview"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Hugging Face Spaces make it easy for you to create and deploy ML-powered demos in minutes. Watch the following video for a quick introduction to Spaces:</p> <iframe width="560" height="315" src="<a href="https://www.youtube-nocookie.com/embed/3bSVKNKb_PY" rel="nofollow">https://www.youtube-nocookie.com/embed/3bSVKNKb_PY</a>" title="Spaces intro" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe> <p dir="auto">In the following sections, you'll learn the basics of creating a Space, configuring it, and deploying your code to it.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Creating a new Space</h2><a id="user-content-creating-a-new-space" class="anchor" aria-label="Permalink: Creating a new Space" href="#creating-a-new-space"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>To make a new Space</strong>, visit the <a href="https://huggingface.co/spaces" rel="nofollow">Spaces main page</a> and click on <strong>Create new Space</strong>. Along with choosing a name for your Space, selecting an optional license, and setting your Space's visibility, you'll be prompted to choose the <strong>SDK</strong> for your Space. The Hub offers four SDK options: Gradio, Streamlit, Docker and static HTML. If you select "Gradio" as your SDK, you'll be navigated to a new repo showing the following page:</p> <div dir="auto"> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/3e261496010d3fc9317f1b7cdedfa8004bd21e5e090958655a031e2aa9ceebe0/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d626c616e6b2d73706163652e706e67"><img src="https://camo.githubusercontent.com/3e261496010d3fc9317f1b7cdedfa8004bd21e5e090958655a031e2aa9ceebe0/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d626c616e6b2d73706163652e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-blank-space.png" style="max-width: 100%;"></a> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/93927dde32bfd0bd924dff902d040f78a113bd185bef0bffa4c477db58f448e7/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d626c616e6b2d73706163652d6461726b2e706e67"><img src="https://camo.githubusercontent.com/93927dde32bfd0bd924dff902d040f78a113bd185bef0bffa4c477db58f448e7/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d626c616e6b2d73706163652d6461726b2e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-blank-space-dark.png" style="max-width: 100%;"></a> </div> <p dir="auto">Under the hood, Spaces stores your code inside a git repository, just like the model and dataset repositories. Thanks to this, the same tools we use for all the <a href="/huggingface/hub-docs/blob/main/docs/hub/repositories">other repositories on the Hub</a> (<code>git</code> and <code>git-lfs</code>) also work for Spaces. Follow the same flow as in <a href="/huggingface/hub-docs/blob/main/docs/hub/repositories-getting-started">Getting Started with Repositories</a> to add files to your Space. Each time a new commit is pushed, the Space will automatically rebuild and restart.</p> <p dir="auto">For step-by-step tutorials to creating your first Space, see the guides below:</p> <ul dir="auto"> <li><a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-sdks-gradio">Creating a Gradio Space</a></li> <li><a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-sdks-streamlit">Creating a Streamlit Space</a></li> <li><a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-sdks-docker-first-demo">Creating a Docker Space</a></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Hardware resources</h2><a id="user-content-hardware-resources" class="anchor" aria-label="Permalink: Hardware resources" href="#hardware-resources"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Each Spaces environment is limited to 16GB RAM, 2 CPU cores and 50GB of (not persistent) disk space by default, which you can use free of charge. You can upgrade to better hardware, including a variety of GPU accelerators and persistent storage, for a <a href="https://huggingface.co/pricing#spaces" rel="nofollow">competitive price</a>. To request an upgrade, please click the <em>Settings</em> button in your Space and select your preferred hardware environment.</p> <markdown-accessiblity-table><table> <thead> <tr> <th><strong>Hardware</strong></th> <th><strong>GPU Memory</strong></th> <th><strong>CPU</strong></th> <th><strong>Memory</strong></th> <th><strong>Disk</strong></th> <th><strong>Hourly Price</strong></th> </tr> </thead> <tbody> <tr> <td>CPU Basic</td> <td>-</td> <td>2 vCPU</td> <td>16 GB</td> <td>50 GB</td> <td>Free!</td> </tr> <tr> <td>CPU Upgrade</td> <td>-</td> <td>8 vCPU</td> <td>32 GB</td> <td>50 GB</td> <td>$0.03</td> </tr> <tr> <td>Nvidia T4 - small</td> <td>16GB</td> <td>4 vCPU</td> <td>15 GB</td> <td>50 GB</td> <td>$0.60</td> </tr> <tr> <td>Nvidia T4 - medium</td> <td>16GB</td> <td>8 vCPU</td> <td>30 GB</td> <td>100 GB</td> <td>$0.90</td> </tr> <tr> <td>Nvidia A10G - small</td> <td>24GB</td> <td>4 vCPU</td> <td>15 GB</td> <td>110 GB</td> <td>$1.05</td> </tr> <tr> <td>Nvidia A10G - large</td> <td>24GB</td> <td>12 vCPU</td> <td>46 GB</td> <td>200 GB</td> <td>$3.15</td> </tr> <tr> <td>2x Nvidia A10G - large</td> <td>48GB</td> <td>24 vCPU</td> <td>92 GB</td> <td>1000 GB</td> <td>$5.70</td> </tr> <tr> <td>4x Nvidia A10G - large</td> <td>96GB</td> <td>48 vCPU</td> <td>184 GB</td> <td>2000 GB</td> <td>$10.80</td> </tr> <tr> <td>Nvidia A100 - large</td> <td>40GB</td> <td>12 vCPU</td> <td>142 GB</td> <td>1000 GB</td> <td>$4.13</td> </tr> </tbody> </table></markdown-accessiblity-table> <markdown-accessiblity-table><table> <thead> <tr> <th><strong>Storage tier</strong></th> <th><strong>Size</strong></th> <th><strong>Persistent</strong></th> <th><strong>Monthly price</strong></th> </tr> </thead> <tbody> <tr> <td>Ephemeral (default)</td> <td>50GB</td> <td>No</td> <td>Free!</td> </tr> <tr> <td>Small</td> <td>Ephemeral + 20GB</td> <td>Yes</td> <td>$5</td> </tr> <tr> <td>Medium</td> <td>Ephemeral + 150GB</td> <td>Yes</td> <td>$25</td> </tr> <tr> <td>Large</td> <td>Ephemeral + 1TB</td> <td>yes</td> <td>$100</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">Note: Find more detailed and comprehensive pricing information on <a href="https://huggingface.co/pricing" rel="nofollow">our pricing page</a>.</p> <p dir="auto">Do you have an awesome Space but need help covering the hardware upgrade costs? We love helping out those with an innovative Space so please feel free to apply for a community GPU grant using the link in the <em>Settings</em> tab of your Space and see if yours makes the cut!</p> <p dir="auto">Read more in our dedicated sections on <a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-gpus">Spaces GPU Upgrades</a> and <a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-storage">Spaces Storage Upgrades</a>.</p> <div dir="auto"> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/a472302ed37d04f0b7f0d0ca173f334380f63867d60d4c96f76f44a36c46e73b/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d6770752d73657474696e67732e706e67"><img src="https://camo.githubusercontent.com/a472302ed37d04f0b7f0d0ca173f334380f63867d60d4c96f76f44a36c46e73b/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d6770752d73657474696e67732e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-gpu-settings.png" style="max-width: 100%;"></a> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/bf7c4caf00c9e9130edc6ea71683de9f47570fc19794294901cacabe82e4d8c7/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d6770752d73657474696e67732d6461726b2e706e67"><img src="https://camo.githubusercontent.com/bf7c4caf00c9e9130edc6ea71683de9f47570fc19794294901cacabe82e4d8c7/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f7370616365732d6770752d73657474696e67732d6461726b2e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-gpu-settings-dark.png" style="max-width: 100%;"></a> </div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Managing secrets and environment variables[[managing-secrets]]</h2><a id="user-content-managing-secrets-and-environment-variablesmanaging-secrets" class="anchor" aria-label="Permalink: Managing secrets and environment variables[[managing-secrets]]" href="#managing-secrets-and-environment-variablesmanaging-secrets"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a id="user-content-managing-secrets"></a></p> <p dir="auto">If your app requires environment variables (for instance, secret keys or tokens), do not hard-code them inside your app! Instead, go to the Settings page of your Space repository and add a new <strong>variable</strong> or <strong>secret</strong>. Use variables if you need to store non-sensitive configuration values and secrets for storing access tokens, API keys, or any sensitive value or credentials.</p> <div dir="auto"> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/d478583ce33cc3fcf565f2e1b9800507a50bfaecd001d23508e282b69df7b35d/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f736563726574732d616e642d7661726961626c65732e706e67"><img src="https://camo.githubusercontent.com/d478583ce33cc3fcf565f2e1b9800507a50bfaecd001d23508e282b69df7b35d/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f736563726574732d616e642d7661726961626c65732e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/secrets-and-variables.png" style="max-width: 100%;"></a> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/ba5686adc5083aa27c858c459f378f01884495bdae4ca704e8013ea5a5e70a5a/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f736563726574732d616e642d7661726961626c65732d6461726b2e706e67"><img src="https://camo.githubusercontent.com/ba5686adc5083aa27c858c459f378f01884495bdae4ca704e8013ea5a5e70a5a/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f736563726574732d616e642d7661726961626c65732d6461726b2e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/secrets-and-variables-dark.png" style="max-width: 100%;"></a> </div> <p dir="auto">You can use:</p> <ul dir="auto"> <li><strong>Variables</strong> if you need to store non-sensitive configuration values. They are publicly accessible and viewable and will be automatically added to Spaces duplicated from yours.</li> <li><strong>Secrets</strong> to store access tokens, API keys, or any sensitive values or credentials. They are private and their value cannot be read from the Space's settings page once set. They won't be added to Spaces duplicated from your repository.</li> </ul> <p dir="auto">Accessing secrets and variables is different depending on your Space SDK:</p> <ul dir="auto"> <li>For Static Spaces, both are available through client-side JavaScript in <code>window.huggingface.variables</code></li> <li>For Docker Spaces, check out <a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-sdks-docker#secrets-and-variables-management">environment management with Docker</a></li> <li>For Streamlit Spaces, secrets are exposed to your app through <a href="https://blog.streamlit.io/secrets-in-sharing-apps/" rel="nofollow">Streamlit Secrets Management</a>, and public variables are directly available as environment variables</li> </ul> <p dir="auto">For other Spaces, both are exposed to your app as environment variables. Here is a very simple example of accessing the previously declared <code>MODEL_REPO_ID</code> variable in Python (it would be the same for secrets):</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="import os print(os.getenv('MODEL_REPO_ID'))"><pre><span class="pl-k">import</span> <span class="pl-s1">os</span> <span class="pl-en">print</span>(<span class="pl-s1">os</span>.<span class="pl-en">getenv</span>(<span class="pl-s">'MODEL_REPO_ID'</span>))</pre></div> <p dir="auto">Spaces owners are warned when our <code>Spaces Secrets Scanner</code> <a href="/huggingface/hub-docs/blob/main/docs/hub/security-secrets">finds hard-coded secrets</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Duplicating a Space</h2><a id="user-content-duplicating-a-space" class="anchor" aria-label="Permalink: Duplicating a Space" href="#duplicating-a-space"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Duplicating a Space can be useful if you want to build a new demo using another demo as an initial template. Duplicated Spaces can also be useful if you want to have an individual Upgraded Space for your use with fast inference.</p> <p dir="auto">If you want to duplicate a Space, you can click the three dots at the top right of the space and click <strong>Duplicate this Space</strong>. Once you do this, you will be able to change the following attributes:</p> <ul dir="auto"> <li>Owner: The duplicated Space can be under your account or any organization in which you have write access</li> <li>Space name</li> <li>Visibility: The Space is private by default. Read more about private repositories <a href="/huggingface/hub-docs/blob/main/docs/hub/repositories-settings#private-repositories">here</a>.</li> <li>Hardware: You can choose the hardware on which the Space will be running. Read more about hardware upgrades <a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-gpus">here</a>.</li> <li>Storage: If the original repo uses persistent storage, you will be prompted to choose a storage tier. Read more about persistent storage <a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-storage">here</a>.</li> <li>Secrets and variables: If the original repo has set some secrets and variables, you'll be able to set them while duplicating the repo.</li> </ul> <p dir="auto">Some Spaces might have environment variables that you may need to set up. In these cases, the duplicate workflow will auto-populate the public Variables from the source Space, and give you a warning about setting up the Secrets. The duplicated Space will use a free CPU hardware by default, but you can later upgrade if needed.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Networking</h2><a id="user-content-networking" class="anchor" aria-label="Permalink: Networking" href="#networking"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">If your Space needs to make any network requests, you can make requests through the standard HTTP and HTTPS ports (80 and 443) along with port 8080. Any requests going to other ports will be blocked.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Lifecycle management</h2><a id="user-content-lifecycle-management" class="anchor" aria-label="Permalink: Lifecycle management" href="#lifecycle-management"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">On free hardware, your Space will "go to sleep" and stop executing after a period of time if unused. If you wish for your Space to run indefinitely, consider <a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-gpus">upgrading to a paid hardware</a>. You can also manually pause your Space from the <strong>Settings</strong> tab. A paused Space stops executing until manually restarted by its owner. Paused time is not billed.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Helper environment variables</h2><a id="user-content-helper-environment-variables" class="anchor" aria-label="Permalink: Helper environment variables" href="#helper-environment-variables"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">In some cases, you might be interested in having programmatic access to the Space author or repository name. This feature is particularly useful when you expect users to duplicate your Space. To help with this, Spaces exposes different environment variables at runtime. Given a Space <a href="https://huggingface.co/spaces/osanseviero/i-like-flan" rel="nofollow"><code>osanseviero/i-like-flan</code></a>:</p> <ul dir="auto"> <li><code>CPU_CORES</code>: 4</li> <li><code>MEMORY</code>: 15Gi</li> <li><code>SPACE_AUTHOR_NAME</code>: osanseviero</li> <li><code>SPACE_REPO_NAME</code>: i-like-flan</li> <li><code>SPACE_TITLE</code>: I Like Flan (specified in the README file)</li> <li><code>SPACE_ID</code>: <code>osanseviero/i-like-flan</code></li> <li><code>SPACE_HOST</code>: <code>osanseviero-i-like-flan.hf.space</code></li> <li><code>SPACE_CREATOR_USER_ID</code>: <code>6032802e1f993496bc14d9e3</code> - This is the ID of the user that originally created the Space. It's useful if the Space is under an organization. You can get the user information with an API call to <code>https://huggingface.co/api/users/{SPACE_CREATOR_USER_ID}/overview</code>.</li> </ul> <p dir="auto">In case <a href="/huggingface/hub-docs/blob/main/docs/hub/spaces-oauth">OAuth</a> is enabled for your Space, the following variables will also be available:</p> <ul dir="auto"> <li><code>OAUTH_CLIENT_ID</code>: the client ID of your OAuth app (public)</li> <li><code>OAUTH_CLIENT_SECRET</code>: the client secret of your OAuth app</li> <li><code>OAUTH_SCOPES</code>: scopes accessible by your OAuth app. Currently, this is always <code>"openid profile"</code>.</li> <li><code>OPENID_PROVIDER_URL</code>: The URL of the OpenID provider. The OpenID metadata will be available at <a href="https://huggingface.co/.well-known/openid-configuration" rel="nofollow"><code>{OPENID_PROVIDER_URL}/.well-known/openid-configuration</code></a>.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Clone the Repository</h2><a id="user-content-clone-the-repository" class="anchor" aria-label="Permalink: Clone the Repository" href="#clone-the-repository"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">You can easily clone your Space repo locally. Start by clicking on the dropdown menu in the top right of your Space page:</p> <div dir="auto"> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/86ebcd1bd2ecd828a969036e04ca787acd0ce5c8a77d4bea9ebf14f37444c47a/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f537061636573436c6f6e655265706f322e706e67"><img src="https://camo.githubusercontent.com/86ebcd1bd2ecd828a969036e04ca787acd0ce5c8a77d4bea9ebf14f37444c47a/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f537061636573436c6f6e655265706f322e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/SpacesCloneRepo2.png" style="max-width: 100%;"></a> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/e33a37fe20a1183e82c19df646b6c8949295088d852d114e3c795db206124ebb/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f537061636573436c6f6e655265706f312e706e67"><img src="https://camo.githubusercontent.com/e33a37fe20a1183e82c19df646b6c8949295088d852d114e3c795db206124ebb/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f537061636573436c6f6e655265706f312e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/SpacesCloneRepo1.png" style="max-width: 100%;"></a> </div> <p dir="auto">Select "Clone repository", and then you'll be able to follow the instructions to clone the Space repo to your local machine using HTTPS or SSH.</p> <div dir="auto"> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/910b7f1c13b9efa9e831bac84623ea62f3ce496d7f2e6437212e210c296ff5a8/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f4874747073436c6f6e65322e706e67"><img src="https://camo.githubusercontent.com/910b7f1c13b9efa9e831bac84623ea62f3ce496d7f2e6437212e210c296ff5a8/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f4874747073436c6f6e65322e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/HttpsClone2.png" style="max-width: 100%;"></a> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/8dbc0651fe9cd0b9390faec67a965ffae9eca2a279fa875e883c4fba9d6bdedf/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f4874747073436c6f6e65312e706e67"><img src="https://camo.githubusercontent.com/8dbc0651fe9cd0b9390faec67a965ffae9eca2a279fa875e883c4fba9d6bdedf/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f4874747073436c6f6e65312e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/HttpsClone1.png" style="max-width: 100%;"></a> </div> <div dir="auto"> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/91b21caaf9f2449bca2b4ba784d85b1824586d3fc1af3726bd170fd2e392be36/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f535348436c6f6e65322e706e67"><img src="https://camo.githubusercontent.com/91b21caaf9f2449bca2b4ba784d85b1824586d3fc1af3726bd170fd2e392be36/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f535348436c6f6e65322e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/SSHClone2.png" style="max-width: 100%;"></a> <a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/4b5f1bb2b602cbf20e530b49671f0ea19e2255ab2a8fd5d67901fb73349303b4/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f535348436c6f6e65312e706e67"><img src="https://camo.githubusercontent.com/4b5f1bb2b602cbf20e530b49671f0ea19e2255ab2a8fd5d67901fb73349303b4/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f6875622f535348436c6f6e65312e706e67" data-canonical-src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/SSHClone1.png" style="max-width: 100%;"></a> </div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Linking Models and Datasets on the Hub</h2><a id="user-content-linking-models-and-datasets-on-the-hub" class="anchor" aria-label="Permalink: Linking Models and Datasets on the Hub" href="#linking-models-and-datasets-on-the-hub"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">You can showcase all the models and datasets that your Space links to by adding their identifier in your Space's README metadata. To do so, you can define them under the <code>models</code> and <code>datasets</code> keys. In addition to listing the artefacts in the README file, you can also record them in any <code>.py</code>, <code>.ini</code> or <code>.html</code> file as well. We'll parse it auto-magically!</p> <p dir="auto">Here's an example linking two models from a space:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="title: My lovely space emoji: 🤗 colorFrom: blue colorTo: green sdk: docker pinned: false models: - reach-vb/musicgen-large-fp16-endpoint - reach-vb/wav2vec2-large-xls-r-1B-common_voice7-lt-ft"><pre class="notranslate"><code>title: My lovely space emoji: 🤗 colorFrom: blue colorTo: green sdk: docker pinned: false models: - reach-vb/musicgen-large-fp16-endpoint - reach-vb/wav2vec2-large-xls-r-1B-common_voice7-lt-ft </code></pre></div> </article></div><button hidden=""></button></section></div></div></div>   </div></div></div><div class="Box-sc-g0xbh4-0"></div></div></div></div></div><div id="find-result-marks-container" class="Box-sc-g0xbh4-0 cCoXib"></div><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button 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