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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 Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"blog","context":"product","tag":"link","label":"blog_link_product_navbar"}" href="https://github.blog"> Blog <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" 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> </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 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 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 pb-lg-3 mb-3 mb-lg-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-company-size-heading">By company size</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-company-size-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"enterprises","context":"solutions","tag":"link","label":"enterprises_link_solutions_navbar"}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"nonprofits","context":"solutions","tag":"link","label":"nonprofits_link_solutions_navbar"}" href="/solutions/industry/nonprofits"> Nonprofits </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devsecops","context":"solutions","tag":"link","label":"devsecops_link_solutions_navbar"}" href="/solutions/use-case/devsecops"> DevSecOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"solutions","tag":"link","label":"devops_link_solutions_navbar"}" href="/solutions/use-case/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ci_cd","context":"solutions","tag":"link","label":"ci_cd_link_solutions_navbar"}" href="/solutions/use-case/ci-cd"> CI/CD </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_use_cases","context":"solutions","tag":"link","label":"view_all_use_cases_link_solutions_navbar"}" href="/solutions/use-case"> View all use cases </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-industry-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"healthcare","context":"solutions","tag":"link","label":"healthcare_link_solutions_navbar"}" href="/solutions/industry/healthcare"> Healthcare </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"financial_services","context":"solutions","tag":"link","label":"financial_services_link_solutions_navbar"}" href="/solutions/industry/financial-services"> Financial services </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"manufacturing","context":"solutions","tag":"link","label":"manufacturing_link_solutions_navbar"}" href="/solutions/industry/manufacturing"> Manufacturing </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"government","context":"solutions","tag":"link","label":"government_link_solutions_navbar"}" href="/solutions/industry/government"> Government </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 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 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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 class="list-style-none f5" aria-labelledby="resources-topics-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ai","context":"resources","tag":"link","label":"ai_link_resources_navbar"}" href="/resources/articles/ai"> AI </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"resources","tag":"link","label":"devops_link_resources_navbar"}" href="/resources/articles/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"security","context":"resources","tag":"link","label":"security_link_resources_navbar"}" href="/resources/articles/security"> Security </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"software_development","context":"resources","tag":"link","label":"software_development_link_resources_navbar"}" href="/resources/articles/software-development"> Software Development </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all","context":"resources","tag":"link","label":"view_all_link_resources_navbar"}" href="/resources/articles"> View all </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="resources-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"learning_pathways","context":"resources","tag":"link","label":"learning_pathways_link_resources_navbar"}" href="https://resources.github.com/learn/pathways"> Learning Pathways <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" 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 Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"events_amp_webinars","context":"resources","tag":"link","label":"events_amp_webinars_link_resources_navbar"}" href="https://resources.github.com"> Events & Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" 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":"ebooks_amp_whitepapers","context":"resources","tag":"link","label":"ebooks_amp_whitepapers_link_resources_navbar"}" href="https://github.com/resources/whitepapers"> Ebooks & Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" 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" 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id=\"user-content-attu\" class=\"anchor\" aria-label=\"Permalink: Attu\" href=\"#attu\"\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\"\u003eAttu is an all-in-one milvus administration tool.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/f492685406d8a396823485ae94a7bf66d6a012978afaae76d2180344e4a31ae8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f762f72656c656173652f7a696c6c697a746563682f61747475\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f492685406d8a396823485ae94a7bf66d6a012978afaae76d2180344e4a31ae8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f762f72656c656173652f7a696c6c697a746563682f61747475\" alt=\"GitHub release (latest by date)\" data-canonical-src=\"https://img.shields.io/github/v/release/zilliztech/attu\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/b025a70999ecaf933e6b656b54451ec10918ce856d5b8d005b60c314154883e0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f7a696c6c697a746563682f61747475\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b025a70999ecaf933e6b656b54451ec10918ce856d5b8d005b60c314154883e0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f7a696c6c697a746563682f61747475\" alt=\"License\" data-canonical-src=\"https://img.shields.io/github/license/zilliztech/attu\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://hub.docker.com/r/zilliz/attu/tags\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/44f357aedba742486452008a173efe5e627d13e582633c249a93500bb24dc48d/68747470733a2f2f696d672e736869656c64732e696f2f646f636b65722f70756c6c732f7a696c6c697a2f61747475\" alt=\"downloads\" data-canonical-src=\"https://img.shields.io/docker/pulls/zilliz/attu\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/3c3518f2dc7a0162f8534fac80d0beda9dc300763b4e4cf64c009c24e1643d96/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6173742d636f6d6d69742f7a696c6c697a746563682f61747475\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/3c3518f2dc7a0162f8534fac80d0beda9dc300763b4e4cf64c009c24e1643d96/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6173742d636f6d6d69742f7a696c6c697a746563682f61747475\" alt=\"GitHub last commit\" data-canonical-src=\"https://img.shields.io/github/last-commit/zilliztech/attu\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/84d52a4de73336138200bc52bcd7606d80874816744f5282512fc2bd5415f9ac/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7a696c6c697a746563682f61747475\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/84d52a4de73336138200bc52bcd7606d80874816744f5282512fc2bd5415f9ac/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7a696c6c697a746563682f61747475\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/zilliztech/attu\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"/zilliztech/attu/blob/main/README_CN.md\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/47f6e36602124d5975f4c841f18c9d933d89970bef86ad665f3c9e6914455063/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f524541444d452d2545342542382541442545362539362538372d626c75652e737667\" alt=\"中文\" data-canonical-src=\"https://img.shields.io/badge/README-%E4%B8%AD%E6%96%87-blue.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv dir=\"auto\"\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/screenshot.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/screenshot.png\" width=\"45%\" alt=\"attu home view\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/data_explorer.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/data_explorer.png\" width=\"45%\" alt=\"attu data explorer\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAttu is designed to manage and interact with Milvus, offering features such as:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eDatabase, Collection, and Partition Management:\u003c/strong\u003e Efficiently organize and manage your Milvus setup.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eInsertion, Indexing, and Querying of Vector Embeddings:\u003c/strong\u003e Easily handle Milvus vector data operations.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003ePerforming Vector Search:\u003c/strong\u003e Rapidly validate your results using the vector search feature.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eUser and Role Management:\u003c/strong\u003e Easily manage Milvus permissions and security.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eViewing System Topology:\u003c/strong\u003e Visualize Milvus system architecture for better management and optimization.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstallation Guides\u003c/h2\u003e\u003ca id=\"user-content-installation-guides\" class=\"anchor\" aria-label=\"Permalink: Installation Guides\" href=\"#installation-guides\"\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\"\u003eBefore you begin, make sure that you have Milvus installed on either \u003ca href=\"https://cloud.zilliz.com/signup\" rel=\"nofollow\"\u003eZilliz Cloud\u003c/a\u003e or \u003ca href=\"https://milvus.io/docs/install_standalone-docker.md\" rel=\"nofollow\"\u003eyour own server\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCompatibility\u003c/h3\u003e\u003ca id=\"user-content-compatibility\" class=\"anchor\" aria-label=\"Permalink: Compatibility\" href=\"#compatibility\"\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\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eMilvus Version\u003c/th\u003e\n\u003cth\u003eRecommended Attu Version\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e2.5.x\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/zilliztech/attu/releases/tag/v2.5.6\"\u003ev2.5.6\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e2.4.x\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/zilliztech/attu/releases/tag/v2.4.12\"\u003ev2.4.12\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e2.3.x\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/zilliztech/attu/releases/tag/v2.3.5\"\u003ev2.3.5\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e2.2.x\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/zilliztech/attu/releases/tag/v2.2.8\"\u003ev2.2.8\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e2.1.x\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/zilliztech/attu/releases/tag/v2.2.2\"\u003ev2.2.2\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning Attu from Docker\u003c/h3\u003e\u003ca id=\"user-content-running-attu-from-docker\" class=\"anchor\" aria-label=\"Permalink: Running Attu from Docker\" href=\"#running-attu-from-docker\"\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\"\u003eHere are the steps to start a container for running Attu:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"docker run -p 8000:3000 -e MILVUS_URL={milvus server IP}:19530 zilliz/attu:v2.5\"\u003e\u003cpre lang=\"code\" class=\"notranslate\"\u003e\u003ccode\u003edocker run -p 8000:3000 -e MILVUS_URL={milvus server IP}:19530 zilliz/attu:v2.5\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eMake sure that the Attu container can access the Milvus IP address. After starting the container, open your web browser and enter \u003ccode\u003ehttp://{ Attu IP }:8000\u003c/code\u003e to view the Attu GUI.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOptional Environment Variables for Running Attu Docker\u003c/h4\u003e\u003ca id=\"user-content-optional-environment-variables-for-running-attu-docker\" class=\"anchor\" aria-label=\"Permalink: Optional Environment Variables for Running Attu Docker\" href=\"#optional-environment-variables-for-running-attu-docker\"\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\u003cthead\u003e\n\u003ctr\u003e\n\u003cth align=\"left\"\u003eParameter\u003c/th\u003e\n\u003cth align=\"left\"\u003eExample\u003c/th\u003e\n\u003cth align=\"center\"\u003eRequired\u003c/th\u003e\n\u003cth\u003eDescription\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd align=\"left\"\u003eMILVUS_URL\u003c/td\u003e\n\u003ctd align=\"left\"\u003e192.168.0.1:19530\u003c/td\u003e\n\u003ctd align=\"center\"\u003efalse\u003c/td\u003e\n\u003ctd\u003eOptional, Milvus server URL\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd align=\"left\"\u003eDATABASE\u003c/td\u003e\n\u003ctd align=\"left\"\u003eyour database\u003c/td\u003e\n\u003ctd align=\"center\"\u003efalse\u003c/td\u003e\n\u003ctd\u003eOptional, default database name\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd align=\"left\"\u003eATTU_LOG_LEVEL\u003c/td\u003e\n\u003ctd align=\"left\"\u003einfo\u003c/td\u003e\n\u003ctd align=\"center\"\u003efalse\u003c/td\u003e\n\u003ctd\u003eOptional, sets the log level for Attu\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd align=\"left\"\u003eROOT_CERT_PATH\u003c/td\u003e\n\u003ctd align=\"left\"\u003e/path/to/root/cert\u003c/td\u003e\n\u003ctd align=\"center\"\u003efalse\u003c/td\u003e\n\u003ctd\u003eOptional, path to the root certificate\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd align=\"left\"\u003ePRIVATE_KEY_PATH\u003c/td\u003e\n\u003ctd align=\"left\"\u003e/path/to/private/key\u003c/td\u003e\n\u003ctd align=\"center\"\u003efalse\u003c/td\u003e\n\u003ctd\u003eOptional, path to the private key\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd align=\"left\"\u003eCERT_CHAIN_PATH\u003c/td\u003e\n\u003ctd align=\"left\"\u003e/path/to/cert/chain\u003c/td\u003e\n\u003ctd align=\"center\"\u003efalse\u003c/td\u003e\n\u003ctd\u003eOptional, path to the certificate chain\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd align=\"left\"\u003eSERVER_NAME\u003c/td\u003e\n\u003ctd align=\"left\"\u003eyour_server_name\u003c/td\u003e\n\u003ctd align=\"center\"\u003efalse\u003c/td\u003e\n\u003ctd\u003eOptional, name of your server\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd align=\"left\"\u003eSERVER_PORT\u003c/td\u003e\n\u003ctd align=\"left\"\u003eServer listen port\u003c/td\u003e\n\u003ctd align=\"center\"\u003efalse\u003c/td\u003e\n\u003ctd\u003eOptional, 3000 by default if unset\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003ePlease note that the \u003ccode\u003eMILVUS_URL\u003c/code\u003e should be an address that the Attu Docker container can access. Therefore, \"127.0.0.1\" or \"localhost\" will not work.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cp dir=\"auto\"\u003eTo run the Docker container with these environment variables, use the following command:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAttu SSL Example\u003c/h4\u003e\u003ca id=\"user-content-attu-ssl-example\" class=\"anchor\" aria-label=\"Permalink: Attu SSL Example\" href=\"#attu-ssl-example\"\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\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"docker run -p 8000:3000 \\\n-v /your-tls-file-path:/app/tls \\\n-e ATTU_LOG_LEVEL=info \\\n-e ROOT_CERT_PATH=/app/tls/ca.pem \\\n-e PRIVATE_KEY_PATH=/app/tls/client.key \\\n-e CERT_CHAIN_PATH=/app/tls/client.pem \\\n-e SERVER_NAME=your_server_name \\\nzilliz/attu:dev\"\u003e\u003cpre\u003edocker run -p 8000:3000 \\\n-v /your-tls-file-path:/app/tls \\\n-e ATTU_LOG_LEVEL=info \\\n-e ROOT_CERT_PATH=/app/tls/ca.pem \\\n-e PRIVATE_KEY_PATH=/app/tls/client.key \\\n-e CERT_CHAIN_PATH=/app/tls/client.pem \\\n-e SERVER_NAME=your_server_name \\\nzilliz/attu:dev\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCustom Server Port Example\u003c/h4\u003e\u003ca id=\"user-content-custom-server-port-example\" class=\"anchor\" aria-label=\"Permalink: Custom Server Port Example\" href=\"#custom-server-port-example\"\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\u003cem\u003eThis command lets you run the docker container with host networking, specifying a custom port for\nthe server to listen on\u003c/em\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"docker run --network host \\\n-v /your-tls-file-path:/app/tls \\\n-e ATTU_LOG_LEVEL=info \\\n-e SERVER_NAME=your_server_name \\\n-e SERVER_PORT=8080 \\\nzilliz/attu:dev\"\u003e\u003cpre\u003edocker run --network host \\\n-v /your-tls-file-path:/app/tls \\\n-e ATTU_LOG_LEVEL=info \\\n-e SERVER_NAME=your_server_name \\\n-e SERVER_PORT=8080 \\\nzilliz/attu:dev\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning Attu within Kubernetes\u003c/h3\u003e\u003ca id=\"user-content-running-attu-within-kubernetes\" class=\"anchor\" aria-label=\"Permalink: Running Attu within Kubernetes\" href=\"#running-attu-within-kubernetes\"\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\"\u003eBefore you begin, make sure that you have Milvus installed and running within your \u003ca href=\"https://milvus.io/docs/install_cluster-milvusoperator.md\" rel=\"nofollow\"\u003eK8's Cluster\u003c/a\u003e. Note that Attu only supports Milvus 2.x.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eHere are the steps to start a container for running Attu:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"kubectl apply -f https://raw.githubusercontent.com/zilliztech/attu/main/attu-k8s-deploy.yaml\"\u003e\u003cpre lang=\"code\" class=\"notranslate\"\u003e\u003ccode\u003ekubectl apply -f https://raw.githubusercontent.com/zilliztech/attu/main/attu-k8s-deploy.yaml\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eMake sure that the Attu pod can access the Milvus service. In the example provided this connects directly to \u003ccode\u003emy-release-milvus:19530\u003c/code\u003e. Change this based on the Milvus service name. A more flexible way to achieve this would be to introduce a \u003ccode\u003eConfigMap\u003c/code\u003e. See this example for details.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning Attu behind a nginx proxy\u003c/h3\u003e\u003ca id=\"user-content-running-attu-behind-a-nginx-proxy\" class=\"anchor\" aria-label=\"Permalink: Running Attu behind a nginx proxy\" href=\"#running-attu-behind-a-nginx-proxy\"\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://github.com/zilliztech/attu/blob/main/doc/use-attu-behind-proxy.md\"\u003eRunning Attu behind a nginx proxy\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstall Desktop application\u003c/h3\u003e\u003ca id=\"user-content-install-desktop-application\" class=\"anchor\" aria-label=\"Permalink: Install Desktop application\" href=\"#install-desktop-application\"\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 prefer to use a desktop application, you can download the \u003ca href=\"https://github.com/zilliztech/attu/releases/\"\u003edesktop version of Attu\u003c/a\u003e.\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eNote:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eMac M chip install app failed: attu.app is damaged and cannot be opened.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/blockquote\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\" sudo xattr -rd com.apple.quarantine /Applications/attu.app\"\u003e\u003cpre\u003e sudo xattr -rd com.apple.quarantine /Applications/attu.app\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBuild Docker Image Locally\u003c/h3\u003e\u003ca id=\"user-content-build-docker-image-locally\" class=\"anchor\" aria-label=\"Permalink: Build Docker Image Locally\" href=\"#build-docker-image-locally\"\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\u003eDev: \u003ccode\u003eyarn run build:dev\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eRelease: \u003ccode\u003eyarn run build:release\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFAQ\u003c/h2\u003e\u003ca id=\"user-content-faq\" class=\"anchor\" aria-label=\"Permalink: FAQ\" href=\"#faq\"\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\u003eI can't log into the system\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eMake sure that the IP address of the Milvus server can be accessed from the Attu container. \u003ca href=\"https://github.com/zilliztech/attu/issues/161\" data-hovercard-type=\"issue\" data-hovercard-url=\"/zilliztech/attu/issues/161/hovercard\"\u003e#161\u003c/a\u003e\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003c/li\u003e\n\u003cli\u003eMac M chip install app failed: attu.app is damaged and cannot be opened.\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\" sudo xattr -rd com.apple.quarantine /Applications/attu.app\"\u003e\u003cpre\u003e sudo xattr -rd com.apple.quarantine /Applications/attu.app\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003eTBD\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eMore Screenshots\u003c/h2\u003e\u003ca id=\"user-content-more-screenshots\" class=\"anchor\" aria-label=\"Permalink: More Screenshots\" href=\"#more-screenshots\"\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\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003ecreate collection\u003c/th\u003e\n\u003cth\u003ecollection tree\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/create_collection.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/create_collection.png\" width=\"800\" alt=\"attu create collection dialog\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/collections.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/collections.png\" alt=\"attu\" width=\"800\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003ecollection overview\u003c/th\u003e\n\u003cth\u003edata view\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/collection_overview.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/collection_overview.png\" alt=\"attu\" width=\"800\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/data_preview.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/data_preview.png\" alt=\"attu\" width=\"800\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003evector search\u003c/th\u003e\n\u003cth\u003esystem view\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/vector_search.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/vector_search.png\" width=\"800\" alt=\"attu vector search\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/system_view.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/system_view.png\" width=\"800\" alt=\"attu system view\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003erole chart\u003c/td\u003e\n\u003ctd\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/role_chart.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/role_chart.png\" width=\"800\" alt=\"attu role chart\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/zilliztech/attu/blob/main/.github/images/role_chart_night.png\"\u003e\u003cimg src=\"/zilliztech/attu/raw/main/.github/images/role_chart_night.png\" width=\"800\" alt=\"attu role chart\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e✨ Contributing Code\u003c/h2\u003e\u003ca id=\"user-content--contributing-code\" class=\"anchor\" aria-label=\"Permalink: ✨ Contributing Code\" href=\"#-contributing-code\"\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\"\u003eThank you for your interest in contributing to Attu! Here's how you can build Attu locally to contribute code, test out the latest features, or try out an open PR:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBuild the Server\u003c/h3\u003e\u003ca id=\"user-content-build-the-server\" class=\"anchor\" aria-label=\"Permalink: Build the Server\" href=\"#build-the-server\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003eFork and clone the Attu repository.\u003c/li\u003e\n\u003cli\u003eNavigate to the server directory by running \u003ccode\u003ecd server\u003c/code\u003e in the terminal.\u003c/li\u003e\n\u003cli\u003eInstall dependencies by running \u003ccode\u003eyarn install\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003eTo start the server in development mode, run \u003ccode\u003eyarn start\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003eCreate a new branch for your PR by running \u003ccode\u003egit checkout -b my-branch\u003c/code\u003e.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBuild the Client\u003c/h3\u003e\u003ca id=\"user-content-build-the-client\" class=\"anchor\" aria-label=\"Permalink: Build the Client\" href=\"#build-the-client\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003eFork and clone the Attu repository.\u003c/li\u003e\n\u003cli\u003eNavigate to the client directory by running \u003ccode\u003ecd client\u003c/code\u003e in the terminal.\u003c/li\u003e\n\u003cli\u003eInstall dependencies by running \u003ccode\u003eyarn install\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003eTo start the server in development mode, run \u003ccode\u003eyarn start\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003eCreate a new branch for your PR by running \u003ccode\u003egit checkout -b my-branch\u003c/code\u003e.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSubmitting a Pull Request\u003c/h3\u003e\u003ca id=\"user-content-submitting-a-pull-request\" class=\"anchor\" aria-label=\"Permalink: Submitting a Pull Request\" href=\"#submitting-a-pull-request\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003eMake changes and ensure that tests pass.\u003c/li\u003e\n\u003cli\u003eCommit changes and push to your fork.\u003c/li\u003e\n\u003cli\u003eCreate a Pull Request targeting the main branch of Attu.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eWe appreciate your contributions to Attu, regardless of size. Thanks for supporting the project!\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e❓ Do you have any questions or problems?\u003c/h4\u003e\u003ca id=\"user-content--do-you-have-any-questions-or-problems\" class=\"anchor\" aria-label=\"Permalink: ❓ Do you have any questions or problems?\" href=\"#-do-you-have-any-questions-or-problems\"\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 encounter any bugs or want to request a new feature, please create a \u003ca href=\"https://github.com/zilliztech/attu/issues/new/choose\"\u003eGitHub issue\u003c/a\u003e. It's important to check if someone else has already created an issue for the same problem before submitting a new one.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUseful Examples\u003c/h3\u003e\u003ca id=\"user-content-useful-examples\" class=\"anchor\" aria-label=\"Permalink: Useful Examples\" href=\"#useful-examples\"\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://github.com/zilliztech/zilliz-cloud-typescript-example\"\u003eMilvus Typescript Examples\u003c/a\u003e:This repo provides some simple React apps based on Next.js.\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eName\u003c/th\u003e\n\u003cth\u003eDemo\u003c/th\u003e\n\u003cth\u003eModel\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/zilliztech/zilliz-cloud-typescript-example/tree/master/semantic-search-example\"\u003esemantic-search-example\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://zilliz-semantic-search-example.vercel.app\" rel=\"nofollow\"\u003ehttps://zilliz-semantic-search-example.vercel.app\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003eall-MiniLM-L6-v2\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/zilliztech/zilliz-cloud-typescript-example/tree/master/semantic-image-search\"\u003esemantic-image-search\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003c/td\u003e\n\u003ctd\u003eclip-vit-base-patch16\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/zilliztech/zilliz-cloud-typescript-example/tree/master/semantic-image-search-client\"\u003esemantic-image-search-client\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://zilliz-semantic-image-search-client.vercel.app\" rel=\"nofollow\"\u003ehttps://zilliz-semantic-image-search-client.vercel.app\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003eclip-vit-base-patch16\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUserful links\u003c/h3\u003e\u003ca id=\"user-content-userful-links\" class=\"anchor\" aria-label=\"Permalink: Userful links\" href=\"#userful-links\"\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\"\u003eHere are some helpful resources to get you started with Milvus:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://milvus.io/docs\" rel=\"nofollow\"\u003eMilvus documentation\u003c/a\u003e: Here, you can find detailed information on how to use Milvus, including installation instructions, tutorials, and API documentation.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/milvus-io/pymilvus\"\u003eMilvus python SDK\u003c/a\u003e: The Python SDK allows you to interact with Milvus using Python. It provides a simple and intuitive interface for creating and querying vectors.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/milvus-io/milvus-sdk-java\"\u003eMilvus Java SDK\u003c/a\u003e: The Java SDK is similar to the Python SDK but designed for Java developers. It also provides a simple and intuitive interface for creating and querying vectors.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/milvus-io/milvus-sdk-go\"\u003eMilvus Go SDK\u003c/a\u003e: The Go SDK provides a Go API for Milvus. If you're a Go developer, this is the SDK for you.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/milvus-io/milvus-sdk-node\"\u003eMilvus Node SDK\u003c/a\u003e: The Node SDK provides a Node.js API for Milvus. If you're a Node.js developer, this is the SDK for you.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/zilliztech/feder\"\u003eFeder\u003c/a\u003e: Feder is a JavaScript tool designed to aid in the comprehension of embedding vectors.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCommunity\u003c/h2\u003e\u003ca id=\"user-content-community\" class=\"anchor\" aria-label=\"Permalink: Community\" href=\"#community\"\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💬 Join our vibrant community on the Milvus Discord where you can share your knowledge, ask questions and engage in meaningful conversations. It's not just about coding, it's about connecting with other like-minded individuals. Click the link below to join now!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://discord.com/invite/8uyFbECzPX\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/eb676b5f67828fefa1be8e5c944ae199ccfbdddae496dc0c5f9604e94d89ebf2/68747470733a2f2f6173736574732d676c6f62616c2e776562736974652d66696c65732e636f6d2f3632353761646566393338363765353064383464333065322f3633366530623530363164663239643535613932643934355f66756c6c5f6c6f676f5f626c7572706c655f5247422e737667\" alt=\"license\" data-canonical-src=\"https://assets-global.website-files.com/6257adef93867e50d84d30e2/636e0b5061df29d55a92d945_full_logo_blurple_RGB.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"Attu","anchor":"attu","htmlText":"Attu"},{"level":2,"text":"Installation Guides","anchor":"installation-guides","htmlText":"Installation Guides"},{"level":3,"text":"Compatibility","anchor":"compatibility","htmlText":"Compatibility"},{"level":3,"text":"Running Attu from Docker","anchor":"running-attu-from-docker","htmlText":"Running Attu from Docker"},{"level":4,"text":"Optional Environment Variables for Running Attu Docker","anchor":"optional-environment-variables-for-running-attu-docker","htmlText":"Optional Environment Variables for Running Attu Docker"},{"level":4,"text":"Attu SSL Example","anchor":"attu-ssl-example","htmlText":"Attu SSL Example"},{"level":4,"text":"Custom Server Port Example","anchor":"custom-server-port-example","htmlText":"Custom Server Port Example"},{"level":3,"text":"Running Attu within Kubernetes","anchor":"running-attu-within-kubernetes","htmlText":"Running Attu within Kubernetes"},{"level":3,"text":"Running Attu behind a nginx proxy","anchor":"running-attu-behind-a-nginx-proxy","htmlText":"Running Attu behind a nginx proxy"},{"level":3,"text":"Install Desktop application","anchor":"install-desktop-application","htmlText":"Install Desktop application"},{"level":3,"text":"Build Docker Image Locally","anchor":"build-docker-image-locally","htmlText":"Build Docker Image Locally"},{"level":2,"text":"FAQ","anchor":"faq","htmlText":"FAQ"},{"level":2,"text":"More Screenshots","anchor":"more-screenshots","htmlText":"More Screenshots"},{"level":2,"text":"✨ Contributing Code","anchor":"-contributing-code","htmlText":"✨ Contributing Code"},{"level":3,"text":"Build the Server","anchor":"build-the-server","htmlText":"Build the Server"},{"level":3,"text":"Build the Client","anchor":"build-the-client","htmlText":"Build the Client"},{"level":3,"text":"Submitting a Pull Request","anchor":"submitting-a-pull-request","htmlText":"Submitting a Pull Request"},{"level":4,"text":"❓ Do you have any questions or problems?","anchor":"-do-you-have-any-questions-or-problems","htmlText":"❓ Do you have any questions or problems?"},{"level":3,"text":"Useful 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dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Attu</h1><a id="user-content-attu" class="anchor" aria-label="Permalink: Attu" href="#attu"><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">Attu is an all-in-one milvus administration tool.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" 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href="/zilliztech/attu/blob/main/README_CN.md"><img src="https://camo.githubusercontent.com/47f6e36602124d5975f4c841f18c9d933d89970bef86ad665f3c9e6914455063/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f524541444d452d2545342542382541442545362539362538372d626c75652e737667" alt="中文" data-canonical-src="https://img.shields.io/badge/README-%E4%B8%AD%E6%96%87-blue.svg" style="max-width: 100%;"></a></p> <div dir="auto"> <a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/screenshot.png"><img src="/zilliztech/attu/raw/main/.github/images/screenshot.png" width="45%" alt="attu home view" style="max-width: 100%;"></a> <a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/data_explorer.png"><img src="/zilliztech/attu/raw/main/.github/images/data_explorer.png" width="45%" alt="attu data explorer" style="max-width: 100%;"></a> </div> <p dir="auto">Attu is designed to manage and interact with Milvus, offering features such as:</p> <ul dir="auto"> <li><strong>Database, Collection, and Partition Management:</strong> Efficiently organize and manage your Milvus setup.</li> <li><strong>Insertion, Indexing, and Querying of Vector Embeddings:</strong> Easily handle Milvus vector data operations.</li> <li><strong>Performing Vector Search:</strong> Rapidly validate your results using the vector search feature.</li> <li><strong>User and Role Management:</strong> Easily manage Milvus permissions and security.</li> <li><strong>Viewing System Topology:</strong> Visualize Milvus system architecture for better management and optimization.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Installation Guides</h2><a id="user-content-installation-guides" class="anchor" aria-label="Permalink: Installation Guides" href="#installation-guides"><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">Before you begin, make sure that you have Milvus installed on either <a href="https://cloud.zilliz.com/signup" rel="nofollow">Zilliz Cloud</a> or <a href="https://milvus.io/docs/install_standalone-docker.md" rel="nofollow">your own server</a>.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Compatibility</h3><a id="user-content-compatibility" class="anchor" aria-label="Permalink: Compatibility" href="#compatibility"><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> <thead> <tr> <th>Milvus Version</th> <th>Recommended Attu Version</th> </tr> </thead> <tbody> <tr> <td>2.5.x</td> <td><a href="https://github.com/zilliztech/attu/releases/tag/v2.5.6">v2.5.6</a></td> </tr> <tr> <td>2.4.x</td> <td><a href="https://github.com/zilliztech/attu/releases/tag/v2.4.12">v2.4.12</a></td> </tr> <tr> <td>2.3.x</td> <td><a href="https://github.com/zilliztech/attu/releases/tag/v2.3.5">v2.3.5</a></td> </tr> <tr> <td>2.2.x</td> <td><a href="https://github.com/zilliztech/attu/releases/tag/v2.2.8">v2.2.8</a></td> </tr> <tr> <td>2.1.x</td> <td><a href="https://github.com/zilliztech/attu/releases/tag/v2.2.2">v2.2.2</a></td> </tr> </tbody> </table></markdown-accessiblity-table> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Running Attu from Docker</h3><a id="user-content-running-attu-from-docker" class="anchor" aria-label="Permalink: Running Attu from Docker" href="#running-attu-from-docker"><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">Here are the steps to start a container for running Attu:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="docker run -p 8000:3000 -e MILVUS_URL={milvus server IP}:19530 zilliz/attu:v2.5"><pre lang="code" class="notranslate"><code>docker run -p 8000:3000 -e MILVUS_URL={milvus server IP}:19530 zilliz/attu:v2.5 </code></pre></div> <p dir="auto">Make sure that the Attu container can access the Milvus IP address. After starting the container, open your web browser and enter <code>http://{ Attu IP }:8000</code> to view the Attu GUI.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Optional Environment Variables for Running Attu Docker</h4><a id="user-content-optional-environment-variables-for-running-attu-docker" class="anchor" aria-label="Permalink: Optional Environment Variables for Running Attu Docker" href="#optional-environment-variables-for-running-attu-docker"><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> <thead> <tr> <th align="left">Parameter</th> <th align="left">Example</th> <th align="center">Required</th> <th>Description</th> </tr> </thead> <tbody> <tr> <td align="left">MILVUS_URL</td> <td align="left">192.168.0.1:19530</td> <td align="center">false</td> <td>Optional, Milvus server URL</td> </tr> <tr> <td align="left">DATABASE</td> <td align="left">your database</td> <td align="center">false</td> <td>Optional, default database name</td> </tr> <tr> <td align="left">ATTU_LOG_LEVEL</td> <td align="left">info</td> <td align="center">false</td> <td>Optional, sets the log level for Attu</td> </tr> <tr> <td align="left">ROOT_CERT_PATH</td> <td align="left">/path/to/root/cert</td> <td align="center">false</td> <td>Optional, path to the root certificate</td> </tr> <tr> <td align="left">PRIVATE_KEY_PATH</td> <td align="left">/path/to/private/key</td> <td align="center">false</td> <td>Optional, path to the private key</td> </tr> <tr> <td align="left">CERT_CHAIN_PATH</td> <td align="left">/path/to/cert/chain</td> <td align="center">false</td> <td>Optional, path to the certificate chain</td> </tr> <tr> <td align="left">SERVER_NAME</td> <td align="left">your_server_name</td> <td align="center">false</td> <td>Optional, name of your server</td> </tr> <tr> <td align="left">SERVER_PORT</td> <td align="left">Server listen port</td> <td align="center">false</td> <td>Optional, 3000 by default if unset</td> </tr> </tbody> </table></markdown-accessiblity-table> <blockquote> <p dir="auto">Please note that the <code>MILVUS_URL</code> should be an address that the Attu Docker container can access. Therefore, "127.0.0.1" or "localhost" will not work.</p> </blockquote> <p dir="auto">To run the Docker container with these environment variables, use the following command:</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Attu SSL Example</h4><a id="user-content-attu-ssl-example" class="anchor" aria-label="Permalink: Attu SSL Example" href="#attu-ssl-example"><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> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="docker run -p 8000:3000 \ -v /your-tls-file-path:/app/tls \ -e ATTU_LOG_LEVEL=info \ -e ROOT_CERT_PATH=/app/tls/ca.pem \ -e PRIVATE_KEY_PATH=/app/tls/client.key \ -e CERT_CHAIN_PATH=/app/tls/client.pem \ -e SERVER_NAME=your_server_name \ zilliz/attu:dev"><pre>docker run -p 8000:3000 \ -v /your-tls-file-path:/app/tls \ -e ATTU_LOG_LEVEL=info \ -e ROOT_CERT_PATH=/app/tls/ca.pem \ -e PRIVATE_KEY_PATH=/app/tls/client.key \ -e CERT_CHAIN_PATH=/app/tls/client.pem \ -e SERVER_NAME=your_server_name \ zilliz/attu:dev</pre></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Custom Server Port Example</h4><a id="user-content-custom-server-port-example" class="anchor" aria-label="Permalink: Custom Server Port Example" href="#custom-server-port-example"><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"><em>This command lets you run the docker container with host networking, specifying a custom port for the server to listen on</em></p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="docker run --network host \ -v /your-tls-file-path:/app/tls \ -e ATTU_LOG_LEVEL=info \ -e SERVER_NAME=your_server_name \ -e SERVER_PORT=8080 \ zilliz/attu:dev"><pre>docker run --network host \ -v /your-tls-file-path:/app/tls \ -e ATTU_LOG_LEVEL=info \ -e SERVER_NAME=your_server_name \ -e SERVER_PORT=8080 \ zilliz/attu:dev</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Running Attu within Kubernetes</h3><a id="user-content-running-attu-within-kubernetes" class="anchor" aria-label="Permalink: Running Attu within Kubernetes" href="#running-attu-within-kubernetes"><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">Before you begin, make sure that you have Milvus installed and running within your <a href="https://milvus.io/docs/install_cluster-milvusoperator.md" rel="nofollow">K8's Cluster</a>. Note that Attu only supports Milvus 2.x.</p> <p dir="auto">Here are the steps to start a container for running Attu:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="kubectl apply -f https://raw.githubusercontent.com/zilliztech/attu/main/attu-k8s-deploy.yaml"><pre lang="code" class="notranslate"><code>kubectl apply -f https://raw.githubusercontent.com/zilliztech/attu/main/attu-k8s-deploy.yaml </code></pre></div> <p dir="auto">Make sure that the Attu pod can access the Milvus service. In the example provided this connects directly to <code>my-release-milvus:19530</code>. Change this based on the Milvus service name. A more flexible way to achieve this would be to introduce a <code>ConfigMap</code>. See this example for details.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Running Attu behind a nginx proxy</h3><a id="user-content-running-attu-behind-a-nginx-proxy" class="anchor" aria-label="Permalink: Running Attu behind a nginx proxy" href="#running-attu-behind-a-nginx-proxy"><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://github.com/zilliztech/attu/blob/main/doc/use-attu-behind-proxy.md">Running Attu behind a nginx proxy</a></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Install Desktop application</h3><a id="user-content-install-desktop-application" class="anchor" aria-label="Permalink: Install Desktop application" href="#install-desktop-application"><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 prefer to use a desktop application, you can download the <a href="https://github.com/zilliztech/attu/releases/">desktop version of Attu</a>.</p> <blockquote> <p dir="auto">Note:</p> <ul dir="auto"> <li>Mac M chip install app failed: attu.app is damaged and cannot be opened.</li> </ul> </blockquote> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content=" sudo xattr -rd com.apple.quarantine /Applications/attu.app"><pre> sudo xattr -rd com.apple.quarantine /Applications/attu.app</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Build Docker Image Locally</h3><a id="user-content-build-docker-image-locally" class="anchor" aria-label="Permalink: Build Docker Image Locally" href="#build-docker-image-locally"><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>Dev: <code>yarn run build:dev</code></li> <li>Release: <code>yarn run build:release</code></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">FAQ</h2><a id="user-content-faq" class="anchor" aria-label="Permalink: FAQ" href="#faq"><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>I can't log into the system <blockquote> <p dir="auto">Make sure that the IP address of the Milvus server can be accessed from the Attu container. <a href="https://github.com/zilliztech/attu/issues/161" data-hovercard-type="issue" data-hovercard-url="/zilliztech/attu/issues/161/hovercard">#161</a></p> </blockquote> </li> <li>Mac M chip install app failed: attu.app is damaged and cannot be opened. <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content=" sudo xattr -rd com.apple.quarantine /Applications/attu.app"><pre> sudo xattr -rd com.apple.quarantine /Applications/attu.app</pre></div> </li> <li>TBD</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">More Screenshots</h2><a id="user-content-more-screenshots" class="anchor" aria-label="Permalink: More Screenshots" href="#more-screenshots"><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> <thead> <tr> <th>create collection</th> <th>collection tree</th> </tr> </thead> <tbody> <tr> <td><a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/create_collection.png"><img src="/zilliztech/attu/raw/main/.github/images/create_collection.png" width="800" alt="attu create collection dialog" style="max-width: 100%;"></a></td> <td><a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/collections.png"><img src="/zilliztech/attu/raw/main/.github/images/collections.png" alt="attu" width="800" style="max-width: 100%;"></a></td> </tr> </tbody> </table></markdown-accessiblity-table> <markdown-accessiblity-table><table> <thead> <tr> <th>collection overview</th> <th>data view</th> </tr> </thead> <tbody> <tr> <td><a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/collection_overview.png"><img src="/zilliztech/attu/raw/main/.github/images/collection_overview.png" alt="attu" width="800" style="max-width: 100%;"></a></td> <td><a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/data_preview.png"><img src="/zilliztech/attu/raw/main/.github/images/data_preview.png" alt="attu" width="800" style="max-width: 100%;"></a></td> </tr> </tbody> </table></markdown-accessiblity-table> <markdown-accessiblity-table><table> <thead> <tr> <th>vector search</th> <th>system view</th> </tr> </thead> <tbody> <tr> <td><a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/vector_search.png"><img src="/zilliztech/attu/raw/main/.github/images/vector_search.png" width="800" alt="attu vector search" style="max-width: 100%;"></a></td> <td><a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/system_view.png"><img src="/zilliztech/attu/raw/main/.github/images/system_view.png" width="800" alt="attu system view" style="max-width: 100%;"></a></td> </tr> <tr> <td>role chart</td> <td></td> </tr> <tr> <td><a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/role_chart.png"><img src="/zilliztech/attu/raw/main/.github/images/role_chart.png" width="800" alt="attu role chart" style="max-width: 100%;"></a></td> <td><a target="_blank" rel="noopener noreferrer" href="/zilliztech/attu/blob/main/.github/images/role_chart_night.png"><img src="/zilliztech/attu/raw/main/.github/images/role_chart_night.png" width="800" alt="attu role chart" style="max-width: 100%;"></a></td> </tr> </tbody> </table></markdown-accessiblity-table> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">✨ Contributing Code</h2><a id="user-content--contributing-code" class="anchor" aria-label="Permalink: ✨ Contributing Code" href="#-contributing-code"><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">Thank you for your interest in contributing to Attu! Here's how you can build Attu locally to contribute code, test out the latest features, or try out an open PR:</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Build the Server</h3><a id="user-content-build-the-server" class="anchor" aria-label="Permalink: Build the Server" href="#build-the-server"><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> <ol dir="auto"> <li>Fork and clone the Attu repository.</li> <li>Navigate to the server directory by running <code>cd server</code> in the terminal.</li> <li>Install dependencies by running <code>yarn install</code>.</li> <li>To start the server in development mode, run <code>yarn start</code>.</li> <li>Create a new branch for your PR by running <code>git checkout -b my-branch</code>.</li> </ol> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Build the Client</h3><a id="user-content-build-the-client" class="anchor" aria-label="Permalink: Build the Client" href="#build-the-client"><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> <ol dir="auto"> <li>Fork and clone the Attu repository.</li> <li>Navigate to the client directory by running <code>cd client</code> in the terminal.</li> <li>Install dependencies by running <code>yarn install</code>.</li> <li>To start the server in development mode, run <code>yarn start</code>.</li> <li>Create a new branch for your PR by running <code>git checkout -b my-branch</code>.</li> </ol> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Submitting a Pull Request</h3><a id="user-content-submitting-a-pull-request" class="anchor" aria-label="Permalink: Submitting a Pull Request" href="#submitting-a-pull-request"><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> <ol dir="auto"> <li>Make changes and ensure that tests pass.</li> <li>Commit changes and push to your fork.</li> <li>Create a Pull Request targeting the main branch of Attu.</li> </ol> <p dir="auto">We appreciate your contributions to Attu, regardless of size. Thanks for supporting the project!</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">❓ Do you have any questions or problems?</h4><a id="user-content--do-you-have-any-questions-or-problems" class="anchor" aria-label="Permalink: ❓ Do you have any questions or problems?" href="#-do-you-have-any-questions-or-problems"><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 encounter any bugs or want to request a new feature, please create a <a href="https://github.com/zilliztech/attu/issues/new/choose">GitHub issue</a>. It's important to check if someone else has already created an issue for the same problem before submitting a new one.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Useful Examples</h3><a id="user-content-useful-examples" class="anchor" aria-label="Permalink: Useful Examples" href="#useful-examples"><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://github.com/zilliztech/zilliz-cloud-typescript-example">Milvus Typescript Examples</a>:This repo provides some simple React apps based on Next.js.</p> <markdown-accessiblity-table><table> <thead> <tr> <th>Name</th> <th>Demo</th> <th>Model</th> </tr> </thead> <tbody> <tr> <td><a href="https://github.com/zilliztech/zilliz-cloud-typescript-example/tree/master/semantic-search-example">semantic-search-example</a></td> <td><a href="https://zilliz-semantic-search-example.vercel.app" rel="nofollow">https://zilliz-semantic-search-example.vercel.app</a></td> <td>all-MiniLM-L6-v2</td> </tr> <tr> <td><a href="https://github.com/zilliztech/zilliz-cloud-typescript-example/tree/master/semantic-image-search">semantic-image-search</a></td> <td></td> <td>clip-vit-base-patch16</td> </tr> <tr> <td><a href="https://github.com/zilliztech/zilliz-cloud-typescript-example/tree/master/semantic-image-search-client">semantic-image-search-client</a></td> <td><a href="https://zilliz-semantic-image-search-client.vercel.app" rel="nofollow">https://zilliz-semantic-image-search-client.vercel.app</a></td> <td>clip-vit-base-patch16</td> </tr> </tbody> </table></markdown-accessiblity-table> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Userful links</h3><a id="user-content-userful-links" class="anchor" aria-label="Permalink: Userful links" href="#userful-links"><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">Here are some helpful resources to get you started with Milvus:</p> <ul dir="auto"> <li><a href="https://milvus.io/docs" rel="nofollow">Milvus documentation</a>: Here, you can find detailed information on how to use Milvus, including installation instructions, tutorials, and API documentation.</li> <li><a href="https://github.com/milvus-io/pymilvus">Milvus python SDK</a>: The Python SDK allows you to interact with Milvus using Python. It provides a simple and intuitive interface for creating and querying vectors.</li> <li><a href="https://github.com/milvus-io/milvus-sdk-java">Milvus Java SDK</a>: The Java SDK is similar to the Python SDK but designed for Java developers. It also provides a simple and intuitive interface for creating and querying vectors.</li> <li><a href="https://github.com/milvus-io/milvus-sdk-go">Milvus Go SDK</a>: The Go SDK provides a Go API for Milvus. If you're a Go developer, this is the SDK for you.</li> <li><a href="https://github.com/milvus-io/milvus-sdk-node">Milvus Node SDK</a>: The Node SDK provides a Node.js API for Milvus. If you're a Node.js developer, this is the SDK for you.</li> <li><a href="https://github.com/zilliztech/feder">Feder</a>: Feder is a JavaScript tool designed to aid in the comprehension of embedding vectors.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Community</h2><a id="user-content-community" class="anchor" aria-label="Permalink: Community" href="#community"><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">💬 Join our vibrant community on the Milvus Discord where you can share your knowledge, ask questions and engage in meaningful conversations. It's not just about coding, it's about connecting with other like-minded individuals. 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class="mt-3"> <a text="small" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/zilliztech/attu/releases" data-view-component="true" class="Link">+ 54 releases</a></div> </div> </div> <div class="BorderGrid-row" hidden> <div class="BorderGrid-cell"> <include-fragment src="/zilliztech/attu/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="/zilliztech/attu/graphs/contributors" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center">Contributors <span title="28" data-view-component="true" class="Counter ml-1">28</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/shanghaikid" class="" data-hovercard-type="user" data-hovercard-url="/users/shanghaikid/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/185051?s=64&v=4" alt="@shanghaikid" 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/nameczz" class="" data-hovercard-type="user" data-hovercard-url="/users/nameczz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/20559208?s=64&v=4" alt="@nameczz" 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/Tumao727" class="" data-hovercard-type="user" data-hovercard-url="/users/Tumao727/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/20420181?s=64&v=4" alt="@Tumao727" 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/sutcalag" class="" data-hovercard-type="user" data-hovercard-url="/users/sutcalag/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/83750738?s=64&v=4" alt="@sutcalag" 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/apps/dependabot" class="" > <img src="https://avatars.githubusercontent.com/in/29110?s=64&v=4" alt="@dependabot[bot]" size="32" height="32" width="32" data-view-component="true" class="avatar" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/alwayslove2013" class="" data-hovercard-type="user" data-hovercard-url="/users/alwayslove2013/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/22510720?s=64&v=4" alt="@alwayslove2013" 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/zhanshuyou" class="" data-hovercard-type="user" data-hovercard-url="/users/zhanshuyou/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/7420640?s=64&v=4" alt="@zhanshuyou" 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/iynewz" class="" data-hovercard-type="user" data-hovercard-url="/users/iynewz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/81401074?s=64&v=4" alt="@iynewz" 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/ThyeeZz" class="" data-hovercard-type="user" data-hovercard-url="/users/ThyeeZz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/41352919?s=64&v=4" alt="@ThyeeZz" 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/Jayclifford345" class="" data-hovercard-type="user" data-hovercard-url="/users/Jayclifford345/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/45856600?s=64&v=4" alt="@Jayclifford345" 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/rgupta2508" class="" data-hovercard-type="user" data-hovercard-url="/users/rgupta2508/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/4285428?s=64&v=4" alt="@rgupta2508" 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/b0n0r" class="" data-hovercard-type="user" data-hovercard-url="/users/b0n0r/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/7972799?s=64&v=4" alt="@b0n0r" 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/Bennu-Li" class="" data-hovercard-type="user" data-hovercard-url="/users/Bennu-Li/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/53458891?s=64&v=4" alt="@Bennu-Li" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> </ul> <div data-view-component="true" class="mt-3"> <a text="small" href="/zilliztech/attu/graphs/contributors" data-view-component="true" class="Link--inTextBlock Link">+ 14 contributors</a></div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3">Languages</h2> <div class="mb-2"> <span data-view-component="true" class="Progress"> <span style="background-color:#3178c6 !important;;width: 98.4%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#ededed !important;;width: 1.6%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> </span></div> <ul class="list-style-none"> <li class="d-inline"> <a class="d-inline-flex flex-items-center flex-nowrap Link--secondary no-underline text-small mr-3" href="/zilliztech/attu/search?l=typescript" 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