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GitHub - langgenius/dify: Dify is an open-source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production.
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1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </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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1.75h-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 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </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":"discussions","context":"product","tag":"link","label":"discussions_link_product_navbar"}" href="https://github.com/features/discussions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 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12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 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Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_industries","context":"solutions","tag":"link","label":"view_all_industries_link_solutions_navbar"}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right HeaderMenu-trailing-link-icon"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul 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data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"executive_insights","context":"resources","tag":"link","label":"executive_insights_link_resources_navbar"}" href="https://github.com/solutions/executive-insights"> Executive Insights </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" 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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" 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src=\"https://camo.githubusercontent.com/a2bbe876b48709007980dccccdec986d82771ee47513016cb196a45fbbbba1e8/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4672616ec3a76169732d643964396439\" data-canonical-src=\"https://img.shields.io/badge/Français-d9d9d9\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003ca href=\"/langgenius/dify/blob/main/README_KL.md\"\u003e\u003cimg alt=\"README tlhIngan Hol\" src=\"https://camo.githubusercontent.com/082cbac811dfeca1a50ffd5326a54584d9dc1fd8cf37fdc7eb18d44b1b32355b/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4b6c696e676f6e2d643964396439\" data-canonical-src=\"https://img.shields.io/badge/Klingon-d9d9d9\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003ca href=\"/langgenius/dify/blob/main/README_KR.md\"\u003e\u003cimg alt=\"README in Korean\" 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src=\"https://camo.githubusercontent.com/19e23c764f64751b25fa2f92b0dfe9e05c2cdee21abb610cc18e73b58a8b7f1c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f54c3bc726bc3a7652d643964396439\" data-canonical-src=\"https://img.shields.io/badge/Türkçe-d9d9d9\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003ca href=\"/langgenius/dify/blob/main/README_VI.md\"\u003e\u003cimg alt=\"README Tiếng Việt\" src=\"https://camo.githubusercontent.com/75837818b49dda490093a0bb9b092603f40a49a27c3d03f09bac1f96b2a77fed/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f54692545312542412542466e672532305669254531254242253837742d643964396439\" data-canonical-src=\"https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003ca href=\"/langgenius/dify/blob/main/README_DE.md\"\u003e\u003cimg alt=\"README in Deutsch\" src=\"https://camo.githubusercontent.com/7a8c3d305625c58014d956713a840fc0d8e62f61c06ce140c6892c680c0e7bd4/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4765726d616e2d643964396439\" data-canonical-src=\"https://img.shields.io/badge/German-d9d9d9\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003ca href=\"/langgenius/dify/blob/main/README_BN.md\"\u003e\u003cimg alt=\"README in বাংলা\" src=\"https://camo.githubusercontent.com/74458fbed1afe67197e4ebe11d19c610844cebfeed98e427ad9af1ac5a1652c0/68747470733a2f2f696d672e736869656c64732e696f2f62616467652fe0a6ace0a6bee0a682e0a6b2e0a6be2d643964396439\" data-canonical-src=\"https://img.shields.io/badge/বাংলা-d9d9d9\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eDify is an open-source LLM app development platform. Its intuitive interface combines agentic AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQuick start\u003c/h2\u003e\u003ca id=\"user-content-quick-start\" class=\"anchor\" aria-label=\"Permalink: Quick start\" href=\"#quick-start\"\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\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eBefore installing Dify, make sure your machine meets the following minimum system requirements:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eCPU \u0026gt;= 2 Core\u003c/li\u003e\n\u003cli\u003eRAM \u0026gt;= 4 GiB\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/blockquote\u003e\n\u003cbr\u003e\n\u003cp dir=\"auto\"\u003eThe easiest way to start the Dify server is through \u003ca href=\"/langgenius/dify/blob/main/docker/docker-compose.yaml\"\u003edocker compose\u003c/a\u003e. Before running Dify with the following commands, make sure that \u003ca href=\"https://docs.docker.com/get-docker/\" rel=\"nofollow\"\u003eDocker\u003c/a\u003e and \u003ca href=\"https://docs.docker.com/compose/install/\" rel=\"nofollow\"\u003eDocker Compose\u003c/a\u003e are installed on your machine:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cd dify\ncd docker\ncp .env.example .env\ndocker compose up -d\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e dify\n\u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e docker\ncp .env.example .env\ndocker compose up -d\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAfter running, you can access the Dify dashboard in your browser at \u003ca href=\"http://localhost/install\" rel=\"nofollow\"\u003ehttp://localhost/install\u003c/a\u003e and start the initialization process.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSeeking help\u003c/h4\u003e\u003ca id=\"user-content-seeking-help\" class=\"anchor\" aria-label=\"Permalink: Seeking help\" href=\"#seeking-help\"\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\"\u003ePlease refer to our \u003ca href=\"https://docs.dify.ai/getting-started/install-self-hosted/faqs\" rel=\"nofollow\"\u003eFAQ\u003c/a\u003e if you encounter problems setting up Dify. Reach out to \u003ca href=\"#community--contact\"\u003ethe community and us\u003c/a\u003e if you are still having issues.\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eIf you'd like to contribute to Dify or do additional development, refer to our \u003ca href=\"https://docs.dify.ai/getting-started/install-self-hosted/local-source-code\" rel=\"nofollow\"\u003eguide to deploying from source code\u003c/a\u003e\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eKey features\u003c/h2\u003e\u003ca id=\"user-content-key-features\" class=\"anchor\" aria-label=\"Permalink: Key features\" href=\"#key-features\"\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\u003e1. Workflow\u003c/strong\u003e:\nBuild and test powerful AI workflows on a visual canvas, leveraging all the following features and beyond.\u003c/p\u003e\n\u003cdetails open=\"\" class=\"details-reset border rounded-2\"\u003e\n \u003csummary class=\"px-3 py-2\"\u003e\n \u003csvg aria-hidden=\"true\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-device-camera-video\"\u003e\n \u003cpath d=\"M16 3.75v8.5a.75.75 0 0 1-1.136.643L11 10.575v.675A1.75 1.75 0 0 1 9.25 13h-7.5A1.75 1.75 0 0 1 0 11.25v-6.5C0 3.784.784 3 1.75 3h7.5c.966 0 1.75.784 1.75 1.75v.675l3.864-2.318A.75.75 0 0 1 16 3.75Zm-6.5 1a.25.25 0 0 0-.25-.25h-7.5a.25.25 0 0 0-.25.25v6.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-6.5ZM11 8.825l3.5 2.1v-5.85l-3.5 2.1Z\"\u003e\u003c/path\u003e\n\u003c/svg\u003e\n \u003cspan aria-label=\"Video description optimized_workflow_intro.mp4\" class=\"m-1\"\u003eoptimized_workflow_intro.mp4\u003c/span\u003e\n \u003cspan class=\"dropdown-caret\"\u003e\u003c/span\u003e\n \u003c/summary\u003e\n\n \u003cvideo src=\"https://private-user-images.githubusercontent.com/13230914/321643329-356df23e-1604-483d-80a6-9517ece318aa.mp4?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.4Lv19SOGoNkzjx9gG8T6kHoyXYcmjVwJhNSoTJOW_o0\" data-canonical-src=\"https://private-user-images.githubusercontent.com/13230914/321643329-356df23e-1604-483d-80a6-9517ece318aa.mp4?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.4Lv19SOGoNkzjx9gG8T6kHoyXYcmjVwJhNSoTJOW_o0\" controls=\"controls\" muted=\"muted\" class=\"d-block rounded-bottom-2 border-top width-fit\" style=\"max-height:640px; min-height: 200px\"\u003e\n\n \u003c/video\u003e\n\u003c/details\u003e\n\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e2. Comprehensive model support\u003c/strong\u003e:\nSeamless integration with hundreds of proprietary / open-source LLMs from dozens of inference providers and self-hosted solutions, covering GPT, Mistral, Llama3, and any OpenAI API-compatible models. A full list of supported model providers can be found \u003ca href=\"https://docs.dify.ai/getting-started/readme/model-providers\" rel=\"nofollow\"\u003ehere\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://private-user-images.githubusercontent.com/13230914/321881730-5a17bdbe-097a-4100-8363-40255b70f6e3.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.mz0BPY20f8CgY3ksXRi5iSHfGA8kJIckbyG_YZc1E3I\"\u003e\u003cimg src=\"https://private-user-images.githubusercontent.com/13230914/321881730-5a17bdbe-097a-4100-8363-40255b70f6e3.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3NDI3NzM3ODEsIm5iZiI6MTc0Mjc3MzQ4MSwicGF0aCI6Ii8xMzIzMDkxNC8zMjE4ODE3MzAtNWExN2JkYmUtMDk3YS00MTAwLTgzNjMtNDAyNTViNzBmNmUzLnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNTAzMjMlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjUwMzIzVDIzNDQ0MVomWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPWUzY2MxZDE1YmVmNGEwOTkzODhiYTBmNzFmOWY3MzQwOTdlZmE2MzY1YzI0NTMzNmJhMDA3M2Q0MmJiMDQ4OTcmWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0In0.mz0BPY20f8CgY3ksXRi5iSHfGA8kJIckbyG_YZc1E3I\" alt=\"providers-v5\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e3. Prompt IDE\u003c/strong\u003e:\nIntuitive interface for crafting prompts, comparing model performance, and adding additional features such as text-to-speech to a chat-based app.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e4. RAG Pipeline\u003c/strong\u003e:\nExtensive RAG capabilities that cover everything from document ingestion to retrieval, with out-of-box support for text extraction from PDFs, PPTs, and other common document formats.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e5. Agent capabilities\u003c/strong\u003e:\nYou can define agents based on LLM Function Calling or ReAct, and add pre-built or custom tools for the agent. Dify provides 50+ built-in tools for AI agents, such as Google Search, DALL·E, Stable Diffusion and WolframAlpha.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e6. LLMOps\u003c/strong\u003e:\nMonitor and analyze application logs and performance over time. You could continuously improve prompts, datasets, and models based on production data and annotations.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e7. Backend-as-a-Service\u003c/strong\u003e:\nAll of Dify's offerings come with corresponding APIs, so you could effortlessly integrate Dify into your own business logic.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFeature Comparison\u003c/h2\u003e\u003ca id=\"user-content-feature-comparison\" class=\"anchor\" aria-label=\"Permalink: Feature Comparison\" href=\"#feature-comparison\"\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\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n \u003ctbody\u003e\u003ctr\u003e\n \u003cth align=\"center\"\u003eFeature\u003c/th\u003e\n \u003cth align=\"center\"\u003eDify.AI\u003c/th\u003e\n \u003cth align=\"center\"\u003eLangChain\u003c/th\u003e\n \u003cth align=\"center\"\u003eFlowise\u003c/th\u003e\n \u003cth align=\"center\"\u003eOpenAI Assistants API\u003c/th\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\"\u003eProgramming Approach\u003c/td\u003e\n \u003ctd align=\"center\"\u003eAPI + App-oriented\u003c/td\u003e\n \u003ctd align=\"center\"\u003ePython Code\u003c/td\u003e\n \u003ctd align=\"center\"\u003eApp-oriented\u003c/td\u003e\n \u003ctd align=\"center\"\u003eAPI-oriented\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\"\u003eSupported LLMs\u003c/td\u003e\n \u003ctd align=\"center\"\u003eRich Variety\u003c/td\u003e\n \u003ctd align=\"center\"\u003eRich Variety\u003c/td\u003e\n \u003ctd align=\"center\"\u003eRich Variety\u003c/td\u003e\n \u003ctd align=\"center\"\u003eOpenAI-only\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\"\u003eRAG Engine\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\"\u003eAgent\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\"\u003eWorkflow\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\"\u003eObservability\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\"\u003eEnterprise Feature (SSO/Access control)\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\"\u003eLocal Deployment\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e✅\u003c/td\u003e\n \u003ctd align=\"center\"\u003e❌\u003c/td\u003e\n \u003c/tr\u003e\n\u003c/tbody\u003e\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing Dify\u003c/h2\u003e\u003ca id=\"user-content-using-dify\" class=\"anchor\" aria-label=\"Permalink: Using Dify\" href=\"#using-dify\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eCloud \u003cbr\u003e\u003c/strong\u003e\nWe host a \u003ca href=\"https://dify.ai\" rel=\"nofollow\"\u003eDify Cloud\u003c/a\u003e service for anyone to try with zero setup. It provides all the capabilities of the self-deployed version, and includes 200 free GPT-4 calls in the sandbox plan.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eSelf-hosting Dify Community Edition\u003cbr\u003e\u003c/strong\u003e\nQuickly get Dify running in your environment with this \u003ca href=\"#quick-start\"\u003estarter guide\u003c/a\u003e.\nUse our \u003ca href=\"https://docs.dify.ai\" rel=\"nofollow\"\u003edocumentation\u003c/a\u003e for further references and more in-depth instructions.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eDify for enterprise / organizations\u003cbr\u003e\u003c/strong\u003e\nWe provide additional enterprise-centric features. \u003ca href=\"https://udify.app/chat/22L1zSxg6yW1cWQg\" rel=\"nofollow\"\u003eLog your questions for us through this chatbot\u003c/a\u003e or \u003ca href=\"mailto:business@dify.ai?subject=%5BGitHub%5DBusiness%20License%20Inquiry\"\u003esend us an email\u003c/a\u003e to discuss enterprise needs. \u003cbr\u003e\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eFor startups and small businesses using AWS, check out \u003ca href=\"https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6\" rel=\"nofollow\"\u003eDify Premium on AWS Marketplace\u003c/a\u003e and deploy it to your own AWS VPC with one-click. It's an affordable AMI offering with the option to create apps with custom logo and branding.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStaying ahead\u003c/h2\u003e\u003ca id=\"user-content-staying-ahead\" class=\"anchor\" aria-label=\"Permalink: Staying ahead\" href=\"#staying-ahead\"\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\"\u003eStar Dify on GitHub and be instantly notified of new releases.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://private-user-images.githubusercontent.com/13230914/320902970-b823edc1-6388-4e25-ad45-2f6b187adbb4.gif?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3NDI3NzM3ODEsIm5iZiI6MTc0Mjc3MzQ4MSwicGF0aCI6Ii8xMzIzMDkxNC8zMjA5MDI5NzAtYjgyM2VkYzEtNjM4OC00ZTI1LWFkNDUtMmY2YjE4N2FkYmI0LmdpZj9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNTAzMjMlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjUwMzIzVDIzNDQ0MVomWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPTc0NGZiNDFhMzgyYmNmMDAwOWViMWY1OTFkNWU5NzhlZDQzNDBlODg0ZmM0MzFlZmI1M2NlZmJjYmMwNGQ5ZTgmWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0In0._TmZA8IfEH2zv0AVw4iIA-U_idSOjf8xgQ0UUr_RqzY\"\u003e\u003cimg src=\"https://private-user-images.githubusercontent.com/13230914/320902970-b823edc1-6388-4e25-ad45-2f6b187adbb4.gif?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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._TmZA8IfEH2zv0AVw4iIA-U_idSOjf8xgQ0UUr_RqzY\" alt=\"star-us\" data-animated-image=\"\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAdvanced Setup\u003c/h2\u003e\u003ca id=\"user-content-advanced-setup\" class=\"anchor\" aria-label=\"Permalink: Advanced Setup\" href=\"#advanced-setup\"\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 you need to customize the configuration, please refer to the comments in our \u003ca href=\"/langgenius/dify/blob/main/docker/.env.example\"\u003e.env.example\u003c/a\u003e file and update the corresponding values in your \u003ccode\u003e.env\u003c/code\u003e file. Additionally, you might need to make adjustments to the \u003ccode\u003edocker-compose.yaml\u003c/code\u003e file itself, such as changing image versions, port mappings, or volume mounts, based on your specific deployment environment and requirements. After making any changes, please re-run \u003ccode\u003edocker-compose up -d\u003c/code\u003e. You can find the full list of available environment variables \u003ca href=\"https://docs.dify.ai/getting-started/install-self-hosted/environments\" rel=\"nofollow\"\u003ehere\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf you'd like to configure a highly-available setup, there are community-contributed \u003ca href=\"https://helm.sh/\" rel=\"nofollow\"\u003eHelm Charts\u003c/a\u003e and YAML files which allow Dify to be deployed on Kubernetes.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/douban/charts/tree/master/charts/dify\"\u003eHelm Chart by @LeoQuote\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/BorisPolonsky/dify-helm\"\u003eHelm Chart by @BorisPolonsky\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/magicsong/ai-charts\"\u003eHelm Chart by @magicsong\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/Winson-030/dify-kubernetes\"\u003eYAML file by @Winson-030\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/wyy-holding/dify-k8s\"\u003eYAML file by @wyy-holding\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing Terraform for Deployment\u003c/h4\u003e\u003ca id=\"user-content-using-terraform-for-deployment\" class=\"anchor\" aria-label=\"Permalink: Using Terraform for Deployment\" href=\"#using-terraform-for-deployment\"\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\"\u003eDeploy Dify to Cloud Platform with a single click using \u003ca href=\"https://www.terraform.io/\" rel=\"nofollow\"\u003eterraform\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch5 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAzure Global\u003c/h5\u003e\u003ca id=\"user-content-azure-global\" class=\"anchor\" aria-label=\"Permalink: Azure Global\" href=\"#azure-global\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/nikawang/dify-azure-terraform\"\u003eAzure Terraform by @nikawang\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch5 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGoogle Cloud\u003c/h5\u003e\u003ca id=\"user-content-google-cloud\" class=\"anchor\" aria-label=\"Permalink: Google Cloud\" href=\"#google-cloud\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/DeNA/dify-google-cloud-terraform\"\u003eGoogle Cloud Terraform by @sotazum\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing AWS CDK for Deployment\u003c/h4\u003e\u003ca id=\"user-content-using-aws-cdk-for-deployment\" class=\"anchor\" aria-label=\"Permalink: Using AWS CDK for Deployment\" href=\"#using-aws-cdk-for-deployment\"\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\"\u003eDeploy Dify to AWS with \u003ca href=\"https://aws.amazon.com/cdk/\" rel=\"nofollow\"\u003eCDK\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch5 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAWS\u003c/h5\u003e\u003ca id=\"user-content-aws\" class=\"anchor\" aria-label=\"Permalink: AWS\" href=\"#aws\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/aws-samples/solution-for-deploying-dify-on-aws\"\u003eAWS CDK by @KevinZhao\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\"\u003eContributing\u003c/h2\u003e\u003ca id=\"user-content-contributing\" class=\"anchor\" aria-label=\"Permalink: Contributing\" href=\"#contributing\"\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\"\u003eFor those who'd like to contribute code, see our \u003ca href=\"https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md\"\u003eContribution Guide\u003c/a\u003e.\nAt the same time, please consider supporting Dify by sharing it on social media and at events and conferences.\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eWe are looking for contributors to help with translating Dify to languages other than Mandarin or English. If you are interested in helping, please see the \u003ca href=\"https://github.com/langgenius/dify/blob/main/web/i18n/README.md\"\u003ei18n README\u003c/a\u003e for more information, and leave us a comment in the \u003ccode\u003eglobal-users\u003c/code\u003e channel of our \u003ca href=\"https://discord.gg/8Tpq4AcN9c\" rel=\"nofollow\"\u003eDiscord Community Server\u003c/a\u003e.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCommunity \u0026amp; contact\u003c/h2\u003e\u003ca id=\"user-content-community--contact\" class=\"anchor\" aria-label=\"Permalink: Community \u0026amp; contact\" href=\"#community--contact\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/langgenius/dify/discussions\"\u003eGithub Discussion\u003c/a\u003e. Best for: sharing feedback and asking questions.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/langgenius/dify/issues\"\u003eGitHub Issues\u003c/a\u003e. Best for: bugs you encounter using Dify.AI, and feature proposals. See our \u003ca href=\"https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md\"\u003eContribution Guide\u003c/a\u003e.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://discord.gg/FngNHpbcY7\" rel=\"nofollow\"\u003eDiscord\u003c/a\u003e. Best for: sharing your applications and hanging out with the community.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://twitter.com/dify_ai\" rel=\"nofollow\"\u003eX(Twitter)\u003c/a\u003e. Best for: sharing your applications and hanging out with the community.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eContributors\u003c/strong\u003e\u003c/p\u003e\n\u003ca href=\"https://github.com/langgenius/dify/graphs/contributors\"\u003e\n \u003cimg src=\"https://camo.githubusercontent.com/940b826006839d8d26f2deaac375793785d047c26369453d14f03f2e2682370c/68747470733a2f2f636f6e747269622e726f636b732f696d6167653f7265706f3d6c616e6767656e6975732f64696679\" data-canonical-src=\"https://contrib.rocks/image?repo=langgenius/dify\" style=\"max-width: 100%;\"\u003e\n\u003c/a\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStar history\u003c/h2\u003e\u003ca id=\"user-content-star-history\" class=\"anchor\" aria-label=\"Permalink: Star history\" href=\"#star-history\"\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 href=\"https://star-history.com/#langgenius/dify\u0026amp;Date\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6236cea513c18186b166759cebfb03f62af5c304062b31fa54642a9b2eaadc61/68747470733a2f2f6170692e737461722d686973746f72792e636f6d2f7376673f7265706f733d6c616e6767656e6975732f6469667926747970653d44617465\" alt=\"Star History Chart\" data-canonical-src=\"https://api.star-history.com/svg?repos=langgenius/dify\u0026amp;type=Date\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSecurity disclosure\u003c/h2\u003e\u003ca id=\"user-content-security-disclosure\" class=\"anchor\" aria-label=\"Permalink: Security disclosure\" href=\"#security-disclosure\"\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\"\u003eTo protect your privacy, please avoid posting security issues on GitHub. Instead, send your questions to \u003ca href=\"mailto:security@dify.ai\"\u003esecurity@dify.ai\u003c/a\u003e and we will provide you with a more detailed answer.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\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\"\u003eThis repository is available under the \u003ca href=\"/langgenius/dify/blob/main/LICENSE\"\u003eDify Open Source License\u003c/a\u003e, which is essentially Apache 2.0 with a few additional restrictions.\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":2,"text":"Quick start","anchor":"quick-start","htmlText":"Quick start"},{"level":4,"text":"Seeking help","anchor":"seeking-help","htmlText":"Seeking help"},{"level":2,"text":"Key features","anchor":"key-features","htmlText":"Key features"},{"level":2,"text":"Feature Comparison","anchor":"feature-comparison","htmlText":"Feature Comparison"},{"level":2,"text":"Using Dify","anchor":"using-dify","htmlText":"Using Dify"},{"level":2,"text":"Staying ahead","anchor":"staying-ahead","htmlText":"Staying ahead"},{"level":2,"text":"Advanced Setup","anchor":"advanced-setup","htmlText":"Advanced Setup"},{"level":4,"text":"Using Terraform for Deployment","anchor":"using-terraform-for-deployment","htmlText":"Using Terraform for Deployment"},{"level":5,"text":"Azure Global","anchor":"azure-global","htmlText":"Azure Global"},{"level":5,"text":"Google Cloud","anchor":"google-cloud","htmlText":"Google Cloud"},{"level":4,"text":"Using AWS CDK for Deployment","anchor":"using-aws-cdk-for-deployment","htmlText":"Using AWS CDK for Deployment"},{"level":5,"text":"AWS","anchor":"aws","htmlText":"AWS"},{"level":2,"text":"Contributing","anchor":"contributing","htmlText":"Contributing"},{"level":2,"text":"Community \u0026 contact","anchor":"community--contact","htmlText":"Community \u0026amp; contact"},{"level":2,"text":"Star history","anchor":"star-history","htmlText":"Star history"},{"level":2,"text":"Security disclosure","anchor":"security-disclosure","htmlText":"Security disclosure"},{"level":2,"text":"License","anchor":"license","htmlText":"License"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Flanggenius%2Fdify"}},{"displayName":"CODE_OF_CONDUCT.md","repoName":"dify","refName":"main","path":".github/CODE_OF_CONDUCT.md","preferredFileType":"code_of_conduct","tabName":"Code of 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fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path></svg></span><span data-component="text" class="prc-Button-Label-pTQ3x">Code</span><span data-component="trailingVisual" class="prc-Button-Visual-2epfX prc-Button-VisualWrap-Db-eB"><svg aria-hidden="true" focusable="false" class="octicon octicon-triangle-down" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m4.427 7.427 3.396 3.396a.25.25 0 0 0 .354 0l3.396-3.396A.25.25 0 0 0 11.396 7H4.604a.25.25 0 0 0-.177.427Z"></path></svg></span></span></button><div 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data-component="leadingVisual" class="prc-Button-Visual-2epfX prc-Button-VisualWrap-Db-eB"><svg aria-hidden="true" focusable="false" class="octicon octicon-history" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path></svg></span><span data-component="text" class="prc-Button-Label-pTQ3x"><span class="fgColor-default">5,182 Commits</span></span></span></a><div class="d-sm-none"></div><div class="d-flex d-lg-none"><span role="tooltip" aria-label="5,182 Commits" id="history-icon-button-tooltip" class="Tooltip__TooltipBase-sc-17tf59c-0 hWlpPn tooltipped-n"><a 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style="vertical-align:text-bottom"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="dev" aria-label="dev, (Directory)" class="Link--primary" href="/langgenius/dify/tree/main/dev">dev</a></div></div></div></div></td><td class="react-directory-row-commit-cell"><div class="Skeleton Skeleton--text"> </div></td><td><div class="Skeleton Skeleton--text"> </div></td></tr><tr class="react-directory-row undefined" id="folder-row-4"><td class="react-directory-row-name-cell-small-screen" colSpan="2"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="octicon octicon-file-directory-fill icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="docker" aria-label="docker, (Directory)" class="Link--primary" href="/langgenius/dify/tree/main/docker">docker</a></div></div></div></div></td><td class="react-directory-row-name-cell-large-screen" colSpan="1"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="octicon octicon-file-directory-fill icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 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data-canonical-src="https://img.shields.io/badge/العربية-d9d9d9" style="max-width: 100%;"></a> <a href="/langgenius/dify/blob/main/README_TR.md"><img alt="Türkçe README" src="https://camo.githubusercontent.com/19e23c764f64751b25fa2f92b0dfe9e05c2cdee21abb610cc18e73b58a8b7f1c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f54c3bc726bc3a7652d643964396439" data-canonical-src="https://img.shields.io/badge/Türkçe-d9d9d9" style="max-width: 100%;"></a> <a href="/langgenius/dify/blob/main/README_VI.md"><img alt="README Tiếng Việt" src="https://camo.githubusercontent.com/75837818b49dda490093a0bb9b092603f40a49a27c3d03f09bac1f96b2a77fed/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f54692545312542412542466e672532305669254531254242253837742d643964396439" data-canonical-src="https://img.shields.io/badge/Ti%E1%BA%BFng%20Vi%E1%BB%87t-d9d9d9" style="max-width: 100%;"></a> <a href="/langgenius/dify/blob/main/README_DE.md"><img alt="README in Deutsch" src="https://camo.githubusercontent.com/7a8c3d305625c58014d956713a840fc0d8e62f61c06ce140c6892c680c0e7bd4/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4765726d616e2d643964396439" data-canonical-src="https://img.shields.io/badge/German-d9d9d9" style="max-width: 100%;"></a> <a href="/langgenius/dify/blob/main/README_BN.md"><img alt="README in বাংলা" src="https://camo.githubusercontent.com/74458fbed1afe67197e4ebe11d19c610844cebfeed98e427ad9af1ac5a1652c0/68747470733a2f2f696d672e736869656c64732e696f2f62616467652fe0a6ace0a6bee0a682e0a6b2e0a6be2d643964396439" data-canonical-src="https://img.shields.io/badge/বাংলা-d9d9d9" style="max-width: 100%;"></a> </p> <p dir="auto">Dify is an open-source LLM app development platform. Its intuitive interface combines agentic AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Quick start</h2><a id="user-content-quick-start" class="anchor" aria-label="Permalink: Quick start" href="#quick-start"><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> <blockquote> <p dir="auto">Before installing Dify, make sure your machine meets the following minimum system requirements:</p> <ul dir="auto"> <li>CPU >= 2 Core</li> <li>RAM >= 4 GiB</li> </ul> </blockquote> <br> <p dir="auto">The easiest way to start the Dify server is through <a href="/langgenius/dify/blob/main/docker/docker-compose.yaml">docker compose</a>. Before running Dify with the following commands, make sure that <a href="https://docs.docker.com/get-docker/" rel="nofollow">Docker</a> and <a href="https://docs.docker.com/compose/install/" rel="nofollow">Docker Compose</a> are installed on your machine:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cd dify cd docker cp .env.example .env docker compose up -d"><pre><span class="pl-c1">cd</span> dify <span class="pl-c1">cd</span> docker cp .env.example .env docker compose up -d</pre></div> <p dir="auto">After running, you can access the Dify dashboard in your browser at <a href="http://localhost/install" rel="nofollow">http://localhost/install</a> and start the initialization process.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Seeking help</h4><a id="user-content-seeking-help" class="anchor" aria-label="Permalink: Seeking help" href="#seeking-help"><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">Please refer to our <a href="https://docs.dify.ai/getting-started/install-self-hosted/faqs" rel="nofollow">FAQ</a> if you encounter problems setting up Dify. Reach out to <a href="#community--contact">the community and us</a> if you are still having issues.</p> <blockquote> <p dir="auto">If you'd like to contribute to Dify or do additional development, refer to our <a href="https://docs.dify.ai/getting-started/install-self-hosted/local-source-code" rel="nofollow">guide to deploying from source code</a></p> </blockquote> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Key features</h2><a id="user-content-key-features" class="anchor" aria-label="Permalink: Key features" href="#key-features"><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>1. Workflow</strong>: Build and test powerful AI workflows on a visual canvas, leveraging all the following features and beyond.</p> <details open="" class="details-reset border rounded-2"> <summary class="px-3 py-2"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-camera-video"> <path d="M16 3.75v8.5a.75.75 0 0 1-1.136.643L11 10.575v.675A1.75 1.75 0 0 1 9.25 13h-7.5A1.75 1.75 0 0 1 0 11.25v-6.5C0 3.784.784 3 1.75 3h7.5c.966 0 1.75.784 1.75 1.75v.675l3.864-2.318A.75.75 0 0 1 16 3.75Zm-6.5 1a.25.25 0 0 0-.25-.25h-7.5a.25.25 0 0 0-.25.25v6.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-6.5ZM11 8.825l3.5 2.1v-5.85l-3.5 2.1Z"></path> </svg> <span aria-label="Video description optimized_workflow_intro.mp4" class="m-1">optimized_workflow_intro.mp4</span> <span class="dropdown-caret"></span> </summary> <video src="https://private-user-images.githubusercontent.com/13230914/321643329-356df23e-1604-483d-80a6-9517ece318aa.mp4?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.4Lv19SOGoNkzjx9gG8T6kHoyXYcmjVwJhNSoTJOW_o0" data-canonical-src="https://private-user-images.githubusercontent.com/13230914/321643329-356df23e-1604-483d-80a6-9517ece318aa.mp4?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.4Lv19SOGoNkzjx9gG8T6kHoyXYcmjVwJhNSoTJOW_o0" controls="controls" muted="muted" class="d-block rounded-bottom-2 border-top width-fit" style="max-height:640px; min-height: 200px"> </video> </details> <p dir="auto"><strong>2. Comprehensive model support</strong>: Seamless integration with hundreds of proprietary / open-source LLMs from dozens of inference providers and self-hosted solutions, covering GPT, Mistral, Llama3, and any OpenAI API-compatible models. A full list of supported model providers can be found <a href="https://docs.dify.ai/getting-started/readme/model-providers" rel="nofollow">here</a>.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/13230914/321881730-5a17bdbe-097a-4100-8363-40255b70f6e3.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.mz0BPY20f8CgY3ksXRi5iSHfGA8kJIckbyG_YZc1E3I"><img src="https://private-user-images.githubusercontent.com/13230914/321881730-5a17bdbe-097a-4100-8363-40255b70f6e3.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.mz0BPY20f8CgY3ksXRi5iSHfGA8kJIckbyG_YZc1E3I" alt="providers-v5" style="max-width: 100%;"></a></p> <p dir="auto"><strong>3. Prompt IDE</strong>: Intuitive interface for crafting prompts, comparing model performance, and adding additional features such as text-to-speech to a chat-based app.</p> <p dir="auto"><strong>4. RAG Pipeline</strong>: Extensive RAG capabilities that cover everything from document ingestion to retrieval, with out-of-box support for text extraction from PDFs, PPTs, and other common document formats.</p> <p dir="auto"><strong>5. Agent capabilities</strong>: You can define agents based on LLM Function Calling or ReAct, and add pre-built or custom tools for the agent. Dify provides 50+ built-in tools for AI agents, such as Google Search, DALL·E, Stable Diffusion and WolframAlpha.</p> <p dir="auto"><strong>6. LLMOps</strong>: Monitor and analyze application logs and performance over time. You could continuously improve prompts, datasets, and models based on production data and annotations.</p> <p dir="auto"><strong>7. Backend-as-a-Service</strong>: All of Dify's offerings come with corresponding APIs, so you could effortlessly integrate Dify into your own business logic.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Feature Comparison</h2><a id="user-content-feature-comparison" class="anchor" aria-label="Permalink: Feature Comparison" href="#feature-comparison"><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> <markdown-accessiblity-table><table> <tbody><tr> <th align="center">Feature</th> <th align="center">Dify.AI</th> <th align="center">LangChain</th> <th align="center">Flowise</th> <th align="center">OpenAI Assistants API</th> </tr> <tr> <td align="center">Programming Approach</td> <td align="center">API + App-oriented</td> <td align="center">Python Code</td> <td align="center">App-oriented</td> <td align="center">API-oriented</td> </tr> <tr> <td align="center">Supported LLMs</td> <td align="center">Rich Variety</td> <td align="center">Rich Variety</td> <td align="center">Rich Variety</td> <td align="center">OpenAI-only</td> </tr> <tr> <td align="center">RAG Engine</td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td> </tr> <tr> <td align="center">Agent</td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td> </tr> <tr> <td align="center">Workflow</td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td> <td align="center">❌</td> </tr> <tr> <td align="center">Observability</td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td> </tr> <tr> <td align="center">Enterprise Feature (SSO/Access control)</td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td> <td align="center">❌</td> </tr> <tr> <td align="center">Local Deployment</td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td> </tr> </tbody></table></markdown-accessiblity-table> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Using Dify</h2><a id="user-content-using-dify" class="anchor" aria-label="Permalink: Using Dify" href="#using-dify"><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> <ul dir="auto"> <li> <p dir="auto"><strong>Cloud <br></strong> We host a <a href="https://dify.ai" rel="nofollow">Dify Cloud</a> service for anyone to try with zero setup. It provides all the capabilities of the self-deployed version, and includes 200 free GPT-4 calls in the sandbox plan.</p> </li> <li> <p dir="auto"><strong>Self-hosting Dify Community Edition<br></strong> Quickly get Dify running in your environment with this <a href="#quick-start">starter guide</a>. Use our <a href="https://docs.dify.ai" rel="nofollow">documentation</a> for further references and more in-depth instructions.</p> </li> <li> <p dir="auto"><strong>Dify for enterprise / organizations<br></strong> We provide additional enterprise-centric features. <a href="https://udify.app/chat/22L1zSxg6yW1cWQg" rel="nofollow">Log your questions for us through this chatbot</a> or <a href="mailto:business@dify.ai?subject=%5BGitHub%5DBusiness%20License%20Inquiry">send us an email</a> to discuss enterprise needs. <br></p> <blockquote> <p dir="auto">For startups and small businesses using AWS, check out <a href="https://aws.amazon.com/marketplace/pp/prodview-t22mebxzwjhu6" rel="nofollow">Dify Premium on AWS Marketplace</a> and deploy it to your own AWS VPC with one-click. It's an affordable AMI offering with the option to create apps with custom logo and branding.</p> </blockquote> </li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Staying ahead</h2><a id="user-content-staying-ahead" class="anchor" aria-label="Permalink: Staying ahead" href="#staying-ahead"><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">Star Dify on GitHub and be instantly notified of new releases.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/13230914/320902970-b823edc1-6388-4e25-ad45-2f6b187adbb4.gif?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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._TmZA8IfEH2zv0AVw4iIA-U_idSOjf8xgQ0UUr_RqzY"><img src="https://private-user-images.githubusercontent.com/13230914/320902970-b823edc1-6388-4e25-ad45-2f6b187adbb4.gif?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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._TmZA8IfEH2zv0AVw4iIA-U_idSOjf8xgQ0UUr_RqzY" alt="star-us" data-animated-image="" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Advanced Setup</h2><a id="user-content-advanced-setup" class="anchor" aria-label="Permalink: Advanced Setup" href="#advanced-setup"><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 you need to customize the configuration, please refer to the comments in our <a href="/langgenius/dify/blob/main/docker/.env.example">.env.example</a> file and update the corresponding values in your <code>.env</code> file. Additionally, you might need to make adjustments to the <code>docker-compose.yaml</code> file itself, such as changing image versions, port mappings, or volume mounts, based on your specific deployment environment and requirements. After making any changes, please re-run <code>docker-compose up -d</code>. You can find the full list of available environment variables <a href="https://docs.dify.ai/getting-started/install-self-hosted/environments" rel="nofollow">here</a>.</p> <p dir="auto">If you'd like to configure a highly-available setup, there are community-contributed <a href="https://helm.sh/" rel="nofollow">Helm Charts</a> and YAML files which allow Dify to be deployed on Kubernetes.</p> <ul dir="auto"> <li><a href="https://github.com/douban/charts/tree/master/charts/dify">Helm Chart by @LeoQuote</a></li> <li><a href="https://github.com/BorisPolonsky/dify-helm">Helm Chart by @BorisPolonsky</a></li> <li><a href="https://github.com/magicsong/ai-charts">Helm Chart by @magicsong</a></li> <li><a href="https://github.com/Winson-030/dify-kubernetes">YAML file by @Winson-030</a></li> <li><a href="https://github.com/wyy-holding/dify-k8s">YAML file by @wyy-holding</a></li> </ul> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Using Terraform for Deployment</h4><a id="user-content-using-terraform-for-deployment" class="anchor" aria-label="Permalink: Using Terraform for Deployment" href="#using-terraform-for-deployment"><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">Deploy Dify to Cloud Platform with a single click using <a href="https://www.terraform.io/" rel="nofollow">terraform</a></p> <div class="markdown-heading" dir="auto"><h5 tabindex="-1" class="heading-element" dir="auto">Azure Global</h5><a id="user-content-azure-global" class="anchor" aria-label="Permalink: Azure Global" href="#azure-global"><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> <ul dir="auto"> <li><a href="https://github.com/nikawang/dify-azure-terraform">Azure Terraform by @nikawang</a></li> </ul> <div class="markdown-heading" dir="auto"><h5 tabindex="-1" class="heading-element" dir="auto">Google Cloud</h5><a id="user-content-google-cloud" class="anchor" aria-label="Permalink: Google Cloud" href="#google-cloud"><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> <ul dir="auto"> <li><a href="https://github.com/DeNA/dify-google-cloud-terraform">Google Cloud Terraform by @sotazum</a></li> </ul> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Using AWS CDK for Deployment</h4><a id="user-content-using-aws-cdk-for-deployment" class="anchor" aria-label="Permalink: Using AWS CDK for Deployment" href="#using-aws-cdk-for-deployment"><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">Deploy Dify to AWS with <a href="https://aws.amazon.com/cdk/" rel="nofollow">CDK</a></p> <div class="markdown-heading" dir="auto"><h5 tabindex="-1" class="heading-element" dir="auto">AWS</h5><a id="user-content-aws" class="anchor" aria-label="Permalink: AWS" href="#aws"><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> <ul dir="auto"> <li><a href="https://github.com/aws-samples/solution-for-deploying-dify-on-aws">AWS CDK by @KevinZhao</a></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Contributing</h2><a id="user-content-contributing" class="anchor" aria-label="Permalink: Contributing" href="#contributing"><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">For those who'd like to contribute code, see our <a href="https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md">Contribution Guide</a>. At the same time, please consider supporting Dify by sharing it on social media and at events and conferences.</p> <blockquote> <p dir="auto">We are looking for contributors to help with translating Dify to languages other than Mandarin or English. If you are interested in helping, please see the <a href="https://github.com/langgenius/dify/blob/main/web/i18n/README.md">i18n README</a> for more information, and leave us a comment in the <code>global-users</code> channel of our <a href="https://discord.gg/8Tpq4AcN9c" rel="nofollow">Discord Community Server</a>.</p> </blockquote> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Community & contact</h2><a id="user-content-community--contact" class="anchor" aria-label="Permalink: Community & contact" href="#community--contact"><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> <ul dir="auto"> <li><a href="https://github.com/langgenius/dify/discussions">Github Discussion</a>. Best for: sharing feedback and asking questions.</li> <li><a href="https://github.com/langgenius/dify/issues">GitHub Issues</a>. Best for: bugs you encounter using Dify.AI, and feature proposals. See our <a href="https://github.com/langgenius/dify/blob/main/CONTRIBUTING.md">Contribution Guide</a>.</li> <li><a href="https://discord.gg/FngNHpbcY7" rel="nofollow">Discord</a>. Best for: sharing your applications and hanging out with the community.</li> <li><a href="https://twitter.com/dify_ai" rel="nofollow">X(Twitter)</a>. Best for: sharing your applications and hanging out with the community.</li> </ul> <p dir="auto"><strong>Contributors</strong></p> <a href="https://github.com/langgenius/dify/graphs/contributors"> <img src="https://camo.githubusercontent.com/940b826006839d8d26f2deaac375793785d047c26369453d14f03f2e2682370c/68747470733a2f2f636f6e747269622e726f636b732f696d6167653f7265706f3d6c616e6767656e6975732f64696679" data-canonical-src="https://contrib.rocks/image?repo=langgenius/dify" style="max-width: 100%;"> </a> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Star history</h2><a id="user-content-star-history" class="anchor" aria-label="Permalink: Star history" href="#star-history"><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 href="https://star-history.com/#langgenius/dify&Date" rel="nofollow"><img src="https://camo.githubusercontent.com/6236cea513c18186b166759cebfb03f62af5c304062b31fa54642a9b2eaadc61/68747470733a2f2f6170692e737461722d686973746f72792e636f6d2f7376673f7265706f733d6c616e6767656e6975732f6469667926747970653d44617465" alt="Star History Chart" data-canonical-src="https://api.star-history.com/svg?repos=langgenius/dify&type=Date" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Security disclosure</h2><a id="user-content-security-disclosure" class="anchor" aria-label="Permalink: Security disclosure" href="#security-disclosure"><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">To protect your privacy, please avoid posting security issues on GitHub. Instead, send your questions to <a href="mailto:security@dify.ai">security@dify.ai</a> and we will provide you with a more detailed answer.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><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">This repository is available under the <a href="/langgenius/dify/blob/main/LICENSE">Dify Open Source License</a>, which is essentially Apache 2.0 with a few additional restrictions.</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="gaFJpyaXHjudKBWuOZunufCj8Pe49IQe2eB9UXVnkaC2cTFF7f92l9zM6ALZNtebZuSH2o7+DGgf6jWi/baxnA==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> Dify is an open-source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production. </p> <div class="my-3 d-flex flex-items-center"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link flex-shrink-0 mr-2"> <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> <span class="flex-auto min-width-0 css-truncate 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href="/topics/orchestration" title="Topic: orchestration" data-view-component="true" class="topic-tag topic-tag-link"> orchestration </a> <a href="/topics/gemini" title="Topic: gemini" data-view-component="true" class="topic-tag topic-tag-link"> gemini </a> <a href="/topics/openai" title="Topic: openai" data-view-component="true" class="topic-tag topic-tag-link"> openai </a> <a href="/topics/gpt" title="Topic: gpt" data-view-component="true" class="topic-tag topic-tag-link"> gpt </a> <a href="/topics/workflows" title="Topic: workflows" data-view-component="true" class="topic-tag topic-tag-link"> workflows </a> <a href="/topics/backend-as-a-service" title="Topic: backend-as-a-service" data-view-component="true" class="topic-tag topic-tag-link"> backend-as-a-service </a> <a href="/topics/rag" title="Topic: rag" data-view-component="true" class="topic-tag topic-tag-link"> rag </a> <a href="/topics/gpt-4" title="Topic: gpt-4" data-view-component="true" class="topic-tag topic-tag-link"> gpt-4 </a> <a href="/topics/llm" title="Topic: llm" data-view-component="true" class="topic-tag topic-tag-link"> llm </a> <a href="/topics/llmops" title="Topic: llmops" data-view-component="true" class="topic-tag topic-tag-link"> llmops </a> <a href="/topics/anthropic" title="Topic: anthropic" data-view-component="true" class="topic-tag topic-tag-link"> anthropic </a> <a href="/topics/genai" title="Topic: genai" data-view-component="true" class="topic-tag topic-tag-link"> genai </a> <a href="/topics/llama3" title="Topic: llama3" data-view-component="true" class="topic-tag topic-tag-link"> llama3 </a> </div> </div> <h3 class="sr-only">Resources</h3> <div class="mt-2"> <a class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:readme"}" href="#readme-ov-file"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book mr-2"> <path d="M0 1.75A.75.75 0 0 1 .75 1h4.253c1.227 0 2.317.59 3 1.501A3.743 3.743 0 0 1 11.006 1h4.245a.75.75 0 0 1 .75.75v10.5a.75.75 0 0 1-.75.75h-4.507a2.25 2.25 0 0 0-1.591.659l-.622.621a.75.75 0 0 1-1.06 0l-.622-.621A2.25 2.25 0 0 0 5.258 13H.75a.75.75 0 0 1-.75-.75Zm7.251 10.324.004-5.073-.002-2.253A2.25 2.25 0 0 0 5.003 2.5H1.5v9h3.757a3.75 3.75 0 0 1 1.994.574ZM8.755 4.75l-.004 7.322a3.752 3.752 0 0 1 1.992-.572H14.5v-9h-3.495a2.25 2.25 0 0 0-2.25 2.25Z"></path> </svg> Readme </a> </div> <h3 class="sr-only">License</h3> <div class="mt-2"> <a href="#License-1-ov-file" class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:license"}" > <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-law mr-2"> <path d="M8.75.75V2h.985c.304 0 .603.08.867.231l1.29.736c.038.022.08.033.124.033h2.234a.75.75 0 0 1 0 1.5h-.427l2.111 4.692a.75.75 0 0 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2.25h4a.75.75 0 0 1 0 1.5h-4a.75.75 0 0 1 0-1.5Z"></path> </svg> <span class="color-fg-muted">Custom properties</span></a> </div> <h3 class="sr-only">Stars</h3> <div class="mt-2"> <a href="/langgenius/dify/stargazers" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg> <strong>85k</strong> stars</a> </div> <h3 class="sr-only">Watchers</h3> <div class="mt-2"> <a href="/langgenius/dify/watchers" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-eye mr-2"> <path d="M8 2c1.981 0 3.671.992 4.933 2.078 1.27 1.091 2.187 2.345 2.637 3.023a1.62 1.62 0 0 1 0 1.798c-.45.678-1.367 1.932-2.637 3.023C11.67 13.008 9.981 14 8 14c-1.981 0-3.671-.992-4.933-2.078C1.797 10.83.88 9.576.43 8.898a1.62 1.62 0 0 1 0-1.798c.45-.677 1.367-1.931 2.637-3.022C4.33 2.992 6.019 2 8 2ZM1.679 7.932a.12.12 0 0 0 0 .136c.411.622 1.241 1.75 2.366 2.717C5.176 11.758 6.527 12.5 8 12.5c1.473 0 2.825-.742 3.955-1.715 1.124-.967 1.954-2.096 2.366-2.717a.12.12 0 0 0 0-.136c-.412-.621-1.242-1.75-2.366-2.717C10.824 4.242 9.473 3.5 8 3.5c-1.473 0-2.825.742-3.955 1.715-1.124.967-1.954 2.096-2.366 2.717ZM8 10a2 2 0 1 1-.001-3.999A2 2 0 0 1 8 10Z"></path> </svg> <strong>570</strong> watching</a> </div> <h3 class="sr-only">Forks</h3> <div class="mt-2"> <a href="/langgenius/dify/forks" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <strong>12.6k</strong> forks</a> </div> <div class="mt-2"> <a class="Link--muted" href="/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Flanggenius%2Fdify&report=langgenius+%28user%29"> Report repository </a> </div> </div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3" data-pjax="#repo-content-pjax-container" 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<div class="d-flex"> <span class="css-truncate css-truncate-target text-bold mr-2" style="max-width: none;">v1.1.2</span> <span title="Label: Latest" data-view-component="true" class="Label Label--success flex-shrink-0"> Latest </span> </div> <div class="text-small color-fg-muted"><relative-time datetime="2025-03-21T10:05:13Z" class="no-wrap">Mar 21, 2025</relative-time></div> </div> </a> <div data-view-component="true" class="mt-3"> <a text="small" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/langgenius/dify/releases" data-view-component="true" class="Link">+ 124 releases</a></div> </div> </div> <div class="BorderGrid-row" hidden> <div class="BorderGrid-cell"> <include-fragment src="/langgenius/dify/used_by_list" accept="text/fragment+html"> </include-fragment> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/langgenius/dify/graphs/contributors" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center">Contributors <span title="705" data-view-component="true" class="Counter ml-1">705</span></a></h2> <ul class="list-style-none d-flex flex-wrap mb-n2"> <li class="mb-2 mr-2" > <a href="https://github.com/takatost" class="" data-hovercard-type="user" data-hovercard-url="/users/takatost/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/5485478?s=64&v=4" alt="@takatost" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/crazywoola" class="" data-hovercard-type="user" data-hovercard-url="/users/crazywoola/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/100913391?s=64&v=4" alt="@crazywoola" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/laipz8200" class="" data-hovercard-type="user" data-hovercard-url="/users/laipz8200/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/16485841?s=64&v=4" alt="@laipz8200" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/iamjoel" class="" data-hovercard-type="user" data-hovercard-url="/users/iamjoel/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/2120155?s=64&v=4" alt="@iamjoel" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/JohnJyong" class="" data-hovercard-type="user" data-hovercard-url="/users/JohnJyong/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/76649700?s=64&v=4" alt="@JohnJyong" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/zxhlyh" class="" data-hovercard-type="user" data-hovercard-url="/users/zxhlyh/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/16177003?s=64&v=4" alt="@zxhlyh" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/bowenliang123" class="" data-hovercard-type="user" data-hovercard-url="/users/bowenliang123/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/1935105?s=64&v=4" alt="@bowenliang123" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/Yeuoly" class="" data-hovercard-type="user" data-hovercard-url="/users/Yeuoly/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/45712896?s=64&v=4" alt="@Yeuoly" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/hjlarry" class="" data-hovercard-type="user" data-hovercard-url="/users/hjlarry/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/25834719?s=64&v=4" alt="@hjlarry" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/JzoNgKVO" class="" data-hovercard-type="user" data-hovercard-url="/users/JzoNgKVO/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/27049666?s=64&v=4" alt="@JzoNgKVO" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/yihong0618" class="" data-hovercard-type="user" data-hovercard-url="/users/yihong0618/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/15976103?s=64&v=4" alt="@yihong0618" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/guchenhe" class="" data-hovercard-type="user" data-hovercard-url="/users/guchenhe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/13230914?s=64&v=4" alt="@guchenhe" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/charli117" class="" data-hovercard-type="user" data-hovercard-url="/users/charli117/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/24435100?s=64&v=4" alt="@charli117" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/douxc" class="" data-hovercard-type="user" data-hovercard-url="/users/douxc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/7553076?s=64&v=4" alt="@douxc" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> </ul> <div 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hidden> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> You can’t perform that action at this time. </div> <template id="site-details-dialog"> <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open> <summary role="button" aria-label="Close dialog"></summary> <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal"> <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div class="octocat-spinner my-6 js-details-dialog-spinner"></div> </details-dialog> </details> </template> <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> </body> </html>