milvus · GitHub Topics

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2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 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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":"github_skills","context":"product","tag":"link","label":"github_skills_link_product_navbar"}" href="https://skills.github.com"> GitHub Skills <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 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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 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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"> 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<button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul 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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" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </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"> Enterprise <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":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3"> <path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path> </svg> <div> <div class="color-fg-default h4">Enterprise platform</div> AI-powered developer platform </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="enterprise-available-add-ons-heading">Available add-ons</span> <ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex 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class="color-fg-default h4">Advanced Security</div> Enterprise-grade security features </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"copilot_for_business","context":"enterprise","tag":"link","label":"copilot_for_business_link_enterprise_navbar"}" href="/features/copilot/copilot-business"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 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data-view-component="true" class="octicon octicon-alert-fill"> <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path> </svg> </span> <span></span> </div> </div> <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div> </query-builder></form> <div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt"> <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2">Search syntax tips</a> <div class="d-flex flex-1"></div> </div> </div> </div> </div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div 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3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> </option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="MDuZOwXuYn4cSvUGGY5kzxBzX8bJ7fFBkTmQmabgBWUuKzU/C60/ppr0Rtfhi+h+/gjTCeVb3rPmjYMyq2Dr3Q==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" 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<auto-check src="/search/custom_scopes/check_name" required only-validate-on-blur="false"> <input type="text" name="custom_scope_name" id="custom_scope_name" data-target="custom-scopes.customScopesNameField" class="form-control" autocomplete="off" placeholder="github-ruby" required maxlength="50"> <input type="hidden" data-csrf="true" value="P5acwqFGTZl8CqK0edhJNXcZgcrZ4kD1t+URiwHnG0A1wqnRbWUE7kh/jJNZr6Aa1YMfItdWloFcd9gf6hXolg==" /> </auto-check> </div> <div class="form-group"> <label for="custom_scope_query">Query</label> <input type="text" name="custom_scope_query" id="custom_scope_query" data-target="custom-scopes.customScopesQueryField" class="form-control" autocomplete="off" placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" required maxlength="500"> </div> <p class="text-small color-fg-muted"> To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. </p> </form> </div> <div data-target="custom-scopes.manageCustomScopesForm"> <div data-target="custom-scopes.list"></div> </div> </div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search </button> </div> </dialog></dialog-helper> </custom-scopes> </div> </qbsearch-input> <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftopics%2Fmilvus" class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded rounded-lg-0 px-2 py-1" style="margin-left: 12px;" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b8c8579a4867fef96339c0bda2486410650256253b391147915c711e93143d08" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" > Sign in </a> </div> <a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2Ftopics%2Fmilvus&source=header" class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b8c8579a4867fef96339c0bda2486410650256253b391147915c711e93143d08" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/milvus;ref_cta:Sign up;ref_loc:header logged out"}" > Sign up </a> <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button> </div> </div> </div> </div> </header> <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <button id="icon-button-4ad3ef46-5fdc-4daf-a6be-23df0ff5a0f3" aria-labelledby="tooltip-d730cd1f-e53a-4fb0-af4f-bfb8d9c3fd15" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button><tool-tip id="tooltip-d730cd1f-e53a-4fb0-af4f-bfb8d9c3fd15" for="icon-button-4ad3ef46-5fdc-4daf-a6be-23df0ff5a0f3" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip> </div> </div> <div id="start-of-content" class="show-on-focus"></div> <div id="js-flash-container" class="flash-container" data-turbo-replace> <template class="js-flash-template"> <div class="flash flash-full {{ className }}"> <div > <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled data-project-hovercards-enabled > <main> <div class="site-subnav color-bg-default site-subnav-sticky js-sticky" > <nav class="container-lg mx-auto p-responsive" role="navigation" aria-label="Explore navigation"> <div class="d-flex flex-wrap flex-items-center flex-justify-center flex-md-justify-start text-center text-md-left"> <a class="js-selected-navigation-item d-inline-block subnav-primary f5 py-0 py-md-3 mt-2 mt-md-0 mr-0 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EXPLORE","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e0dff491cbdac5a67623418444941a8e53e8f1f756debcfef57b490c26da494b" data-selected-links="/explore /explore/email /explore" href="/explore">Explore</a> <a class="js-selected-navigation-item selected d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TOPICS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a8be759d6d94889297a42ecab7aff2e4e023294cc31b8ff0d8aad15ab663e839" aria-current="page" data-selected-links="topics_path /topics/milvus /topics" href="/topics">Topics</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TRENDING","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a536047e6f193eff90c373049456e574f2f4de01614abb7020f69f8440a0052d" data-selected-links="/trending /trending/developers /trending/developers /trending /trending" href="/trending">Trending</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"COLLECTIONS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b1d181a63aa39d65d2a48f0f3e8ce8667148b7fc64a6cc02a54178a6e50cdb83" data-selected-links="collections_path /collections/ /collections" href="/collections">Collections</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EVENTS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="3a7321b4ae62408d84be36312d381e0c43d500001f73222f4a4f177c150188e5" data-selected-links="events_path /events?id= /events" href="/events">Events</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"GITHUB_SPONSORS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ed9328eea3c140a305818de3cfcf6ded18749e1ed8397b92e0bb1307ca86e2da" data-selected-links="sponsors_explore_index_path /sponsors/explore /sponsors/explore" href="/sponsors/explore">GitHub Sponsors</a> </div> </nav> </div> <div> <div class="container-lg p-responsive py-5"> <div class="gutter-md"> <div class="col-lg-9 col-md-8 d-flex flex-items-center mb-3 mb-sm-0"> <div class="d-flex flex-1"> <div class="border color-border-subtle color-bg-accent f4 color-fg-muted text-bold rounded flex-shrink-0 text-center mr-3" style="width: 48px; height: 48; line-height: 48px;" > # </div> <h1 class="h1"> milvus </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="milvus" data-topic-name="milvus">   <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.milvus" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":null,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="674695fcd1fc37ae920bc6bc4f6f54b21cd985c25d3da32d007cee28fa2af945" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> </a></div> </topic-feeds-toast-trigger> </div> </div> </div> <div class="topic p-responsive container-lg"> <div class="d-md-flex gutter-md"> <div class="col-md-8 col-lg-9" data-hpc> <h2 class="h3 color-fg-muted"> Here are 188 public repositories matching this topic... </h2> <div class="d-sm-flex"> <details class="details-reset details-overlay mt-2 mr-3 select-menu"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Language:</i> <span data-menu-button>All</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Filter by language</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus" aria-checked="true"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> All <span>188</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=python" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Python <span>103</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=jupyter+notebook" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Jupyter Notebook <span>26</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=typescript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> TypeScript <span>14</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=java" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Java <span>10</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=go" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Go <span>6</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=javascript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> JavaScript <span>6</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=html" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> HTML <span>3</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=dockerfile" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Dockerfile <span>2</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=ruby" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Ruby <span>2</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/milvus?l=c%23" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> C# <span>1</span> </span> </a> </div> </details-menu> </details> <details class="details-reset details-overlay select-menu mt-2"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Sort:</i> <span data-menu-button >Most stars</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Sort options</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" aria-checked="true" href="/topics/milvus?o=desc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/milvus?o=asc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/milvus?o=desc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/milvus?o=asc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/milvus?o=desc&s=updated"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon 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1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> <span id="repo-stars-counter-star" aria-label="34311 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="34,311" data-view-component="true" class="Counter js-social-count">34.3k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-621799276" aria-current="true" 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0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain </p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14176,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="2d8b64ef04fa310a67b7efd56b7f94f2968c4c63b0ed4c395308193e7a070b5e" title="Topic: chatbot" href="/topics/chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84428,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4b3899855ccefcddc167ef488ff771175d2823879e466639730bfe7304790a6e" title="Topic: llama" href="/topics/llama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110667,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="825ad9da85e11e77222ffc78aafeb1ea132a1c068e7485375fd3df60d2296c73" title="Topic: gpt" href="/topics/gpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":123985,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="30cdbec87d682fa867d5e9321cbc62a47f6f0474234ee67c454f2d492c11121c" title="Topic: knowledge-base" href="/topics/knowledge-base" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knowledge-base</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":224896,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="59affdcb8fa57c09d31950653144a2d1f13e9cb68ef4dddf012c0d8a8fb0e86e" title="Topic: embedding" href="/topics/embedding" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":663937,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="22616a85c7daa39093544764d362adf5b6a85c9a7c4cff66b8e140ddd26f585c" title="Topic: faiss" href="/topics/faiss" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">faiss</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":754494,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f1f297363f37a4ef1a54939b5625448df99f9c5dbc6dfa06a55572af168c4bae" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1101947,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5239ec4b9a30c17cdc401c00f80aaff662801bc0cf074589cc38925584e45586" title="Topic: streamlit" href="/topics/streamlit" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">streamlit</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6952cbad76eb5aad2324d835a8bf8c76cab37b4edc7c297ca0d9209c203cb3d7" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b1cbd8b49ba2d4c885f0a55d375fd94753df6285a365760d6275e0d4ffecbc06" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1860988,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a85b1dd610007ae19c871f456fde8a231c5ce4c17c0a8b76b39f97bec1d54913" title="Topic: langchain" href="/topics/langchain" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">langchain</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1936262,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6928b70e3c953efe32c377fad011a25632f29b7af340049028b024900ce9b7e1" title="Topic: chatglm" href="/topics/chatglm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatglm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1983082,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="7cf1138f07885d2f4c83d4d914cf108c10d76ded5b2a6cf217de98ecf41c3177" title="Topic: fastchat" href="/topics/fastchat" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fastchat</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2007481,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="80b4aa1c119b604a6c42f0e6ff1c6760c2aec57dd8712a5c28a40fd76b5b62cb" title="Topic: retrieval-augmented-generation" href="/topics/retrieval-augmented-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">retrieval-augmented-generation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2041454,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eb1c28f24c03ec1e1e8969f68dd86d1e72d5abc5bf98f37158ff5eacf591ebed" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2271484,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="aa639852904c70638ce76ccc485a0233e8b311ce01bd25cad051fb8d56891c8e" title="Topic: qwen" href="/topics/qwen" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">qwen</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2491187,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="309d39c7d4b27a72c6918fd2a8bcee07ba636a0236d410a518c1977b3307e9b4" title="Topic: langchain-chatglm" href="/topics/langchain-chatglm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">langchain-chatglm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2491188,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="425824f8745e52b6b0548b6254bcc005f58252524cc89d2b1042d2550bc95249" title="Topic: chatchat" href="/topics/chatchat" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatchat</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2928857,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ad247032ccface62f5c93e7e850a0f0e4bc78805806ed24dea7ffd326a8169d4" title="Topic: xinference" href="/topics/xinference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xinference</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-11-29T05:06:44Z" class="no-wrap">Nov 29, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3178c6"></span> <span itemprop="programmingLanguage">TypeScript</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 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<a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":653,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="c7e987c193ead25788f4fcb96d617e271e0ae8c6e3d5b7faac8d7b19261ecfda" title="Topic: elasticsearch" href="/topics/elasticsearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">elasticsearch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":4886,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b58546f295f8d4e516687906548ab5fa18508380faae6a71fb75a74603153b8b" title="Topic: crud" href="/topics/crud" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">crud</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9297,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8acf276df11cfcbd27272886022b90f1bf87fbe979484ededaddf9b7d5044c83" title="Topic: influxdb" href="/topics/influxdb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">influxdb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9311,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="9621d6c3444e50762a5e3b07fc8913f24aed85e85c8b895ebb6073f82ee8670d" title="Topic: hive" href="/topics/hive" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hive</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9319,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="20849d94d19c0f073a6309c22952f1343bc07a526d562814ba6c1949392eae35" title="Topic: hadoop" href="/topics/hadoop" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hadoop</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9643,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="cb117b127ce5e1a52bf48398ef36ccce277e2238628a92c1b31156d08777390c" title="Topic: serverless" href="/topics/serverless" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serverless</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12952,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="00d551799ef5853ee0c5c2ac3194deaa4fee3ee4b3c673cb4f86ca8fa75efb68" title="Topic: clickhouse" href="/topics/clickhouse" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clickhouse</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17184,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4b6a2e6d8395a275401b734d63c00c5ab574b788a4b475716efa05ce307c9973" title="Topic: postgresql" href="/topics/postgresql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">postgresql</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20843,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ef85adbf6f2fdf6e8f8dd65484f3a05df951e28208fccdd1fc6644e18be86d14" title="Topic: oracle" href="/topics/oracle" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">oracle</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22092,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="cf9fda1d1be469991db5baca5fcb77e12a7052d48404b61ac1fc7d4a90d82d1b" title="Topic: snowflake" href="/topics/snowflake" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">snowflake</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":43863,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e5639c1b7b3491ca626541acb27c2b2d85f651462bcba1fe997f73c4ebb3cf3f" title="Topic: baas" href="/topics/baas" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">baas</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":109984,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="72607fe3f1a8706ee03dc24f4b94949932291f6c98e778e892578976ccc436d7" title="Topic: postgresql-database" href="/topics/postgresql-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">postgresql-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":126908,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8a441b55a2e0198e3431b584c512b137137366f6548918e4591e47069410164e" title="Topic: sqlserver" href="/topics/sqlserver" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sqlserver</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127241,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eac77c19e06979ccf1a0cb6ef484ef54a6257b4079021cd65c7d4dbce0714f7c" title="Topic: tidb" href="/topics/tidb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tidb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":188965,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a57253b26eaa9db3a8d1fc0c97690aa9f1944344cc5a5fe59c5fb1aac518a0d4" title="Topic: databricks" href="/topics/databricks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">databricks</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":379018,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="479d448ae5fa7d1f5b93dbb63a600163a2c1eb47a53955bd927e41d9acec7978" title="Topic: low-code" href="/topics/low-code" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">low-code</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":691394,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="911a608821c8c2113f2384cf80209f414023d61ac2f7b1b63db9e0114e5a8d8b" title="Topic: nocode" href="/topics/nocode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nocode</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":936608,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="0325ad38883da3c6ec380258122f2a591a29b29cfed01f62c741c275f8e184df" title="Topic: lowcode" href="/topics/lowcode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lowcode</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1051725,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="485e44a819bef29fc3dcc1f7908aee8f8d688687aa8130d8535445e0d64f18bb" title="Topic: tdengine" href="/topics/tdengine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tdengine</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-16T10:01:29Z" class="no-wrap">Mar 16, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #b07219"></span> <span itemprop="programmingLanguage">Java</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 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</nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Semantic cache for LLMs. Fully integrated with LangChain and llama_index. </p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":319,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5d0d2d1c265f24a310baf3f309e2f4ce58e750be6813845dacc69b15353a96e1" title="Topic: redis" href="/topics/redis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">redis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14176,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="2d8b64ef04fa310a67b7efd56b7f94f2968c4c63b0ed4c395308193e7a070b5e" title="Topic: chatbot" href="/topics/chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44090,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="315596310013e780674214812cce1acacd3b87f5b7fd598eb231bd609fdb3066" title="Topic: openai" href="/topics/openai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84428,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4b3899855ccefcddc167ef488ff771175d2823879e466639730bfe7304790a6e" title="Topic: llama" href="/topics/llama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110667,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="825ad9da85e11e77222ffc78aafeb1ea132a1c068e7485375fd3df60d2296c73" title="Topic: gpt" href="/topics/gpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":126918,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e0a5aed5b22923321cd236bbf04a08f4f13409c9b36d6bf12a98f7ecc8508c16" title="Topic: memcache" href="/topics/memcache" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">memcache</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="26f0187071da29cc915af9bae3c1794bfe63fb95cd72465c68b6e4b1b7642fdd" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="72ba01c325a87d8c1441d43d493bfd64eb2a4808d96a2accaa0c4a20a66b6469" title="Topic: similarity-search" href="/topics/similarity-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">similarity-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":459577,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ba9f9a911a5108523285336a0404c6ff86d051fab60cc165166646a98be93544" title="Topic: dolly" href="/topics/dolly" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dolly</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f008e4359e449f0b89624cd02a5ecb1cf83c683bb3d1abde3a51675c2fddba30" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1675993,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="c8a797b1623a889c0f7f6eb49823c8081bc88ea9509fc54a57d11d3e45160b1d" title="Topic: aigc" href="/topics/aigc" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aigc</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6952cbad76eb5aad2324d835a8bf8c76cab37b4edc7c297ca0d9209c203cb3d7" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b1cbd8b49ba2d4c885f0a55d375fd94753df6285a365760d6275e0d4ffecbc06" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1860988,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a85b1dd610007ae19c871f456fde8a231c5ce4c17c0a8b76b39f97bec1d54913" title="Topic: langchain" href="/topics/langchain" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">langchain</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1861274,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="2406c31264725df7ffabcc686682b947a588a145fa56100ccbce21da308b0db1" title="Topic: chatgpt-api" href="/topics/chatgpt-api" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt-api</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1924121,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e5929db6331e5b146b594bf76ce037b12eb21856fdd49f8f7c7611f835c8da63" title="Topic: llama-index" href="/topics/llama-index" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama-index</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1955088,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ef29a6ad2361d8ba4f0b6b2304919ed57a132a61f0dc385cde7db7d7e531dbd5" title="Topic: autogpt" href="/topics/autogpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autogpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1960574,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="9b6a326ea82c9182fbc4b7a32fdc0bfb36ba34d82c4d8c39234a2ce202ac627c" title="Topic: babyagi" href="/topics/babyagi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">babyagi</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-09-18T02:05:21Z" class="no-wrap">Sep 18, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":656264456,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5c2b289967ce304af6903b878358f814e9310623dd5e9a8243241ea090821776" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Java version of LangChain</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":160,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b2a3bb934f33fe2a8c6eba7b275accd2bd89ed7a1bd6790185e9d9bb50f89408" title="Topic: java" href="/topics/java" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">java</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23886,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8cebcb95748b9956eef07ff8f36ed2add8bb7f743f33f51317d15300df7fb00f" title="Topic: embeddings" href="/topics/embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embeddings</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":35131,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="241074c8a5117fe3d6d78669eb8cc9e587378c060ce7e08a43cb5768bda437af" title="Topic: gemini" href="/topics/gemini" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gemini</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44090,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="315596310013e780674214812cce1acacd3b87f5b7fd598eb231bd609fdb3066" title="Topic: openai" href="/topics/openai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83830,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="98e996a027123945a226b628e04382683064739602879ae73d73e0a1fd6d9a93" title="Topic: chroma" href="/topics/chroma" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chroma</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84428,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4b3899855ccefcddc167ef488ff771175d2823879e466639730bfe7304790a6e" title="Topic: llama" href="/topics/llama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110667,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="825ad9da85e11e77222ffc78aafeb1ea132a1c068e7485375fd3df60d2296c73" title="Topic: gpt" href="/topics/gpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":452833,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e65c4362c16afca1f4c509f1e64779166d88548c2eca2c1f183a84ea312f4dc1" title="Topic: pinecone" href="/topics/pinecone" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pinecone</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":588010,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="063e4ad39b4fd1bbbc0f0ad9542d20ed2c06a24a72359ae8fc50efcfacf44918" title="Topic: onnx" href="/topics/onnx" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">onnx</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":876774,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f11d2147953ed022e33edcb59b0065ccc7cf7369941a45d7b1af2364e9bc1c91" title="Topic: weaviate" href="/topics/weaviate" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">weaviate</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":981305,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="28783cd231a01a6c01fb82ed6b7ff5e5bb9e30240244bfae995105b6b8ea3e77" title="Topic: huggingface" href="/topics/huggingface" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">huggingface</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e7a23e4940dd414940ff1cbd5c30fbfe3046dacadd1e817517c5dbde8ef834d1" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1322860,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="cf811842668c62c638754656baf1a85160858e1fa4a02e6c964ff72e6c19c1a4" title="Topic: openai-api" href="/topics/openai-api" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai-api</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b1cbd8b49ba2d4c885f0a55d375fd94753df6285a365760d6275e0d4ffecbc06" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1860988,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a85b1dd610007ae19c871f456fde8a231c5ce4c17c0a8b76b39f97bec1d54913" title="Topic: langchain" href="/topics/langchain" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">langchain</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1922962,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="983e0070992a214b5a70e1c1ec7accc6046a39d0e10d947e1ac63c8890528e51" title="Topic: anthropic" href="/topics/anthropic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anthropic</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1925856,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f95354bb2dec71a7cb430981ba35b71318cc32ca031e64555a9018b2e72e3416" title="Topic: pgvector" href="/topics/pgvector" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pgvector</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2041454,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eb1c28f24c03ec1e1e8969f68dd86d1e72d5abc5bf98f37158ff5eacf591ebed" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-21T17:52:29Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #b07219"></span> <span itemprop="programmingLanguage">Java</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 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Written in Python.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":273,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="c065c973ddcc5d3f3064e0cd49ec8f4f6a97a5262d9d6074506bb3de6a2c90f3" title="Topic: agent" href="/topics/agent" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agent</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44090,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="315596310013e780674214812cce1acacd3b87f5b7fd598eb231bd609fdb3066" title="Topic: openai" href="/topics/openai" 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mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e7a23e4940dd414940ff1cbd5c30fbfe3046dacadd1e817517c5dbde8ef834d1" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6952cbad76eb5aad2324d835a8bf8c76cab37b4edc7c297ca0d9209c203cb3d7" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2543050,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="48fb356fed228e22da2fb0b66a34f7c5c13cb06dece656efc6d28ee10b132352" title="Topic: zilliz" href="/topics/zilliz" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">zilliz</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2594233,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="36b376fd9ffe9d2ae4f5221cf9360946a03a7b66618622ed606f498b28b84524" title="Topic: deepseek" href="/topics/deepseek" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepseek</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2890277,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1179646f6d220ca87788eaa92a2d817d2edb75959e3fa07655a37c715bd38265" title="Topic: agentic-rag" href="/topics/agentic-rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agentic-rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3159934,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="2bafe89717f6a72da13d7860b3d1ec0c91abdb757762549dc8ab2eb978b7e5ed" title="Topic: grok3" href="/topics/grok3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">grok3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3197661,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="848206b27ae69fef9f79fbe54c7c4069b991acb3f448c79a5a84109a9d847bce" title="Topic: reasoning-models" href="/topics/reasoning-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">reasoning-models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3201741,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a21b1de7b64c0570dae8cf3cca9a29dd17ebaa79ac8ee0c2f6dfee9b02361003" title="Topic: deepseek-r1" href="/topics/deepseek-r1" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepseek-r1</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3224111,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5683fdb52d65e4e66a5c80389f4538f488e15adb050c33f0bbee9440090aab5f" title="Topic: deep-research" href="/topics/deep-research" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-research</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-21T08:30:05Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="721291be6887aa9dd7b96fa6da3dfada9087f51da4d2216895a342d55b319a04" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9187,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="9795ac2db799dbc05d6ddadb76e073048b8acc1c78812eb89e51fd5c1e0a1d88" title="Topic: computer-vision" href="/topics/computer-vision" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">computer-vision</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9684,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="3be82a6713c2e1adcfb1e91d436ca91032a17d12eae89f5058a870371ea5f913" title="Topic: pipeline" href="/topics/pipeline" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pipeline</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21157,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="95d82d5936770dedfd16bee690cca2bd13a9a78d2ee4adb1145436bff605e20c" title="Topic: image-processing" href="/topics/image-processing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-processing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23886,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8cebcb95748b9956eef07ff8f36ed2add8bb7f743f33f51317d15300df7fb00f" title="Topic: embeddings" href="/topics/embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embeddings</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":35047,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="cdda795ecafb22770685069534b2cc740dcf80fb0fa64f9bc8b1b42f3eb1362d" title="Topic: transformer" href="/topics/transformer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformer</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":39208,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="7001034967353fd9c5459767c3db5330108ffecdab344fbfe297fa2c16b56423" title="Topic: video-processing" href="/topics/video-processing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">video-processing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":39240,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="7872ff417de01c9311016c30f4b0c11a3df639b3fe0c53571d1b651d6a86c55c" title="Topic: feature-extraction" href="/topics/feature-extraction" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">feature-extraction</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84237,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="fe36b2d35d47ab133e53376b1e48a35a72c5979f48478c4b1916c8d4b0c4d9c9" title="Topic: convolutional-networks" href="/topics/convolutional-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">convolutional-networks</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":93317,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="368c96105b774eae8a81aae8c8306e32fe6ef9d9b3dfe0cecf7b518126aee2fb" title="Topic: vit" href="/topics/vit" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vit</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":105789,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="0affd0bf39a18955f49bd5c28a4f7aa69b35d170ebfa973eb08cdb1b81b0ab9e" title="Topic: feature-vector" href="/topics/feature-vector" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">feature-vector</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":218012,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="9801503458f8c917b799ce8679414338629e3f1f11ab76eec873e13fb69fc2b9" title="Topic: image-retrieval" href="/topics/image-retrieval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-retrieval</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":537370,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="95b4a10a053aba700ffde730291bbac3b32fd49b41684aeed4f04eec2c62c382" title="Topic: unstructured-data" href="/topics/unstructured-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unstructured-data</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":939672,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="3ad0e66518d503bc3597638298b822c1693a4e751f621785e1eed0f24ceaf9da" title="Topic: embedding-vectors" href="/topics/embedding-vectors" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-vectors</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1364670,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eb3c4a9da709cd36037630c946023a07f466a4e88c21db3945c53fefa3d91be6" title="Topic: vision-transformer" href="/topics/vision-transformer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vision-transformer</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1645163,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="aa4c3b767934647e43bff2eb44010e099ab5083d4e0c2fc5084bd122f9e3c425" title="Topic: towhee" href="/topics/towhee" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">towhee</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6952cbad76eb5aad2324d835a8bf8c76cab37b4edc7c297ca0d9209c203cb3d7" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-10-18T00:01:12Z" class="no-wrap">Oct 18, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div 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0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eedd6f0907c290e17a76b97da93395f88614c6a5b50a795a96583a47bf1f54cf" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":167,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4e12563bf6448daca4932e87b23d164088ba30e2cbc81e7c474adecb31f4007b" title="Topic: nlp" href="/topics/nlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nlp</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="10931bd795d2a31d0a7e1c5fca5aa8ff192ae5315e38b347e34308841b1c5ab1" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":59713,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="627328bce25fa92531ae70b7983676c29de880a47720970deb124eac84c5558e" title="Topic: question-answering" href="/topics/question-answering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">question-answering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60892,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="41f2c1e866ee45506d07832a734bc6e0e0bc2d614344cbfd9b36b5f1cb34ad5b" title="Topic: image-classification" href="/topics/image-classification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-classification</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":65404,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="19a8728f66fdf27f1580d197de2c64c11d7a0a2ffc060d344d3d4d2098dbf3dd" title="Topic: image-recognition" href="/topics/image-recognition" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-recognition</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73990,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="bbc1141875a9f691c0fec19e7f862989d3fd098592a09820fbf1a956aee55fe7" title="Topic: image-search" href="/topics/image-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="7d678b7421b0cae8934ccf64d010ae6806cbea5bfe81c268cfc9877b677156b4" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hacktoberfest</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":537370,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="95b4a10a053aba700ffde730291bbac3b32fd49b41684aeed4f04eec2c62c382" title="Topic: unstructured-data" href="/topics/unstructured-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unstructured-data</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":735120,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e21a28ffd99052255b8bd21ff77132639fe6f577f9f4870c121efbcca5fa66b8" title="Topic: audio-search" href="/topics/audio-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">audio-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1486924,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1db14a42bc6089c90664f6f17ae28993ae316804793ee835f063a933e292ab23" title="Topic: benchmark-testing" href="/topics/benchmark-testing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">benchmark-testing</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-14T12:26:23Z" class="no-wrap">Mar 14, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #e34c26"></span> <span 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":436551874,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="906487a9f68a2c31bfdbe53d554b957a27786daf8986a75a15231c57b5cd19b6" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":436551874,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ca2279d559cb08c2a7c684083313cc56b9b00467829a648a32cbf473dbf5855b" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Web UI for Milvus Vector Database</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e7a23e4940dd414940ff1cbd5c30fbfe3046dacadd1e817517c5dbde8ef834d1" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1875643,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="c4ebdeb307bf2da531865d4162d69011cb6ba3fddf53cd3c5fdfde036ab8b4bc" title="Topic: attu" href="/topics/attu" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">attu</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-21T04:25:11Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3178c6"></span> <span itemprop="programmingLanguage">TypeScript</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":51735404,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="266db89d2779b4452c194ec0fb1c75a83ab64e024e3c2fc472b3bfee775f567c" data-turbo="false" href="/milvus-io" data-view-component="true" class="Link">milvus-io</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":191751505,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="37a7cdd36663682dace0dae025cbb4deb263e36198fef54db306fa59625890b0" data-turbo="false" href="/milvus-io/pymilvus" data-view-component="true" class="Link text-bold wb-break-word">pymilvus</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmilvus-io%2Fpymilvus" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":191751505,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="3269ad642702792df26bc78ff32f92db4c02d0d101338fa202d99da27f013309" aria-label="You must 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data-plural-suffix="users starred this repository" data-turbo-replace="true" title="1,137" data-view-component="true" class="Counter js-social-count">1.1k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-191751505" aria-current="true" href="/milvus-io/pymilvus" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":191751505,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="9650b6ab809ec09039da509d4018c6d2e78264d0bfe60eea0e2dd44b9eb0e884" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-191751505" href="/milvus-io/pymilvus/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":191751505,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="10f7bbab70fa74b2062141913f95d35249447c28e7f861c7922a2b72fdfd3342" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-191751505" href="/milvus-io/pymilvus/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":191751505,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="45b881091183e40942be15fec1228670109fc7186db464a0cffd3c8527b0dabe" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Python SDK for Milvus.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eedd6f0907c290e17a76b97da93395f88614c6a5b50a795a96583a47bf1f54cf" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":8917,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="15fb50bd450f438f107a58dbdd1363b6489b1cf9611844321f2015781169354b" title="Topic: sdk" href="/topics/sdk" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sdk</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":8961,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="dd01a1fcde71f86e0efa3b687424e64c7390dc60dfa913f2d238ef33f7e59c3f" title="Topic: database" href="/topics/database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13514,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e8d3a04d55bb16af5421fdc7f8305086cd83cec9936f36f16b0537919291bff0" title="Topic: vector" href="/topics/vector" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="7d678b7421b0cae8934ccf64d010ae6806cbea5bfe81c268cfc9877b677156b4" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hacktoberfest</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":745722,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a3695c1b227cb913cae2babbf525ac8011a17929c61451dce88ef497eb7cfcac" title="Topic: anns" href="/topics/anns" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anns</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-21T07:38:08Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":18416694,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ef3d60948e25e90af2b52389e4833da06680409cff3693f2b6a182d3f46ae908" data-turbo="false" href="/zilliztech" data-view-component="true" class="Link">zilliztech</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":448719118,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="092652222847f6af2d20969a4dd9024207852599b4392da67c2414007b622e0d" data-turbo="false" href="/zilliztech/feder" data-view-component="true" class="Link text-bold wb-break-word">feder</a> </h3> </div> <div class="d-flex 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="d4d0ec10920af91b88ccf2c59a32590cba7b13a2ff4b7d00437bca1d5a2dc079" title="Topic: visualization" href="/topics/visualization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">visualization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":663937,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="22616a85c7daa39093544764d362adf5b6a85c9a7c4cff66b8e140ddd26f585c" title="Topic: faiss" href="/topics/faiss" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">faiss</a> <a 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class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2023-03-07T01:32:41Z" class="no-wrap">Mar 7, 2023</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #DA5B0B"></span> <span itemprop="programmingLanguage">Jupyter Notebook</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":41146037,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="715a2009cdd33486ceb207886581d54ead80fe571cada5780b4dd36c021b35c1" data-turbo="false" href="/APIJSON" data-view-component="true" class="Link">APIJSON</a> / <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":42,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="0847d249259589af710592e0a9b509575c98a772e0cab6b3c2e32223fdc37231" title="Topic: mysql" href="/topics/mysql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mysql</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eedd6f0907c290e17a76b97da93395f88614c6a5b50a795a96583a47bf1f54cf" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":831,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f2b8e533ac3aac809d34df2328fa7667680bcc0fbf957d2fddf4000beb4e6d43" title="Topic: postgres" href="/topics/postgres" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">postgres</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9216,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="72de16dc277122ef7f2c06478fb1dfcb5f1dfdee897206c7e72d8c50d3ee0ba8" title="Topic: mongodb" href="/topics/mongodb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mongodb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9294,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8069c048b58a6bde27b962b9f07c5b3c37b7c58aebe94f541bf7c968143842cc" title="Topic: presto" href="/topics/presto" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">presto</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12952,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="00d551799ef5853ee0c5c2ac3194deaa4fee3ee4b3c673cb4f86ca8fa75efb68" title="Topic: clickhouse" href="/topics/clickhouse" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clickhouse</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17184,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4b6a2e6d8395a275401b734d63c00c5ab574b788a4b475716efa05ce307c9973" title="Topic: postgresql" href="/topics/postgresql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">postgresql</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20843,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ef85adbf6f2fdf6e8f8dd65484f3a05df951e28208fccdd1fc6644e18be86d14" title="Topic: oracle" href="/topics/oracle" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">oracle</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45518,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="df5ff670df5ac1316ac9e63df1e75d41c8aab552120fef0e7f5ea82e8ce71863" title="Topic: mysql-database" href="/topics/mysql-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mysql-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":72651,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="367da6f05538733db943885375ee0fd73f1df89fa2531568bdeabbc57a1d89d2" title="Topic: mssql" href="/topics/mssql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mssql</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":109538,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a867cc3d9d4330e448537908d174d4349668b0680fa93f82c6dd4729da57c016" title="Topic: db2" href="/topics/db2" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">db2</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":109984,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="72607fe3f1a8706ee03dc24f4b94949932291f6c98e778e892578976ccc436d7" title="Topic: postgresql-database" href="/topics/postgresql-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">postgresql-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":126908,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8a441b55a2e0198e3431b584c512b137137366f6548918e4591e47069410164e" title="Topic: sqlserver" href="/topics/sqlserver" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sqlserver</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127241,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eac77c19e06979ccf1a0cb6ef484ef54a6257b4079021cd65c7d4dbce0714f7c" title="Topic: tidb" href="/topics/tidb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tidb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":492925,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6543bf39559ee67ecbfbe44fcaf08c2e2008ff22d9f5ea8b25d64f0dc3dfeecd" title="Topic: apijson" href="/topics/apijson" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">apijson</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1051725,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="485e44a819bef29fc3dcc1f7908aee8f8d688687aa8130d8535445e0d64f18bb" title="Topic: tdengine" href="/topics/tdengine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tdengine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1146155,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5b89ee1f6a5772e67c32e3afe5a8d7f7005f77f6e69258567e98562d9815ddf1" title="Topic: dameng" href="/topics/dameng" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dameng</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1175943,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a1a864d4d7e965d30bc696f649dfd88749f770c9e921d7e7e54c8bf0d28da832" title="Topic: apiauto" href="/topics/apiauto" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">apiauto</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-15T17:54:50Z" class="no-wrap">Mar 15, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f1e05a"></span> <span itemprop="programmingLanguage">JavaScript</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":51735404,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="266db89d2779b4452c194ec0fb1c75a83ab64e024e3c2fc472b3bfee775f567c" data-turbo="false" href="/milvus-io" data-view-component="true" class="Link">milvus-io</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":213633271,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="718b1b3592e2ccc172db2c7f22db087e40132de0c864fdd66fcbb630411e4391" data-turbo="false" href="/milvus-io/milvus-sdk-java" data-view-component="true" class="Link text-bold wb-break-word">milvus-sdk-java</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmilvus-io%2Fmilvus-sdk-java" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":213633271,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="3f858b87822bb8bb99d8c98c8db0d2fc18ff8b995c18cef127d3602d7ef66093" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn color-bg-default"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":213633271,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5923bdb4c6f7044a87a1bc45c254a20fe45bb18e14ac509b9d7cf29194de306e" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-213633271" href="/milvus-io/milvus-sdk-java/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":213633271,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="3dbf3c32d664d5e6d3631822a9f3b40f0954c08d1e161c462f07a3cee3814553" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-213633271" href="/milvus-io/milvus-sdk-java/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":213633271,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="c74822edb29494ee9957fd65fd381392c35f87af7e5a36adcd4f91c1a3dcb33c" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Java SDK for Milvus.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":160,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b2a3bb934f33fe2a8c6eba7b275accd2bd89ed7a1bd6790185e9d9bb50f89408" title="Topic: java" href="/topics/java" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">java</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":8917,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="15fb50bd450f438f107a58dbdd1363b6489b1cf9611844321f2015781169354b" title="Topic: sdk" href="/topics/sdk" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sdk</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13514,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e8d3a04d55bb16af5421fdc7f8305086cd83cec9936f36f16b0537919291bff0" title="Topic: vector" href="/topics/vector" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":745722,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a3695c1b227cb913cae2babbf525ac8011a17929c61451dce88ef497eb7cfcac" title="Topic: anns" href="/topics/anns" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anns</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-20T10:42:05Z" class="no-wrap">Mar 20, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #b07219"></span> <span itemprop="programmingLanguage">Java</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":6334158,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="beeb501ab7ea939f23088ac73b162bc4799cb28fd691a3d10aa02c29b3124042" data-turbo="false" href="/fzliu" data-view-component="true" class="Link">fzliu</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":758722013,"originating_url":"https://github.com/topics/milvus","user_id":null}}" 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1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-758722013" href="/fzliu/radient/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":758722013,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="02f2ab698ac91d68bf4760d9246e0280785625517f19c9c881b04f5fa977ed4d" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-758722013" href="/fzliu/radient/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":758722013,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="278dba94b5988dfef1345fd34dc06f848e566329572d184c8386608d74c12c6c" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Radient turns many data types (not just text) into vectors for similarity search, RAG, regression analysis, and more.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":16,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="71358f8b5b12d74447f268bdf3e2472f44fba4cd0b80d6e3a3afb33ebde5089f" title="Topic: audio" href="/topics/audio" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">audio</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9779,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4de7e69b453f605f83e3b6de0b6e3f3d96b3e2ab9dbdda49f0fbfd87cf0b4ce4" title="Topic: etl" href="/topics/etl" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">etl</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12886,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4dba8c128b2e5ddae50b98346e2d273ed2503737226b5941702b88ad21f7bde4" title="Topic: text" href="/topics/text" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13048,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="de41db65913fba6fe6f91a57a5ab287ce700f7687d6071350451837ae3787b3a" title="Topic: graphs" href="/topics/graphs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">graphs</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13110,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="db5f022f4c56e1db3190107b73797dfec94238e685d941504a0346527ecc2a71" title="Topic: images" href="/topics/images" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">images</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23886,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8cebcb95748b9956eef07ff8f36ed2add8bb7f743f33f51317d15300df7fb00f" title="Topic: embeddings" href="/topics/embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embeddings</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73990,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="bbc1141875a9f691c0fec19e7f862989d3fd098592a09820fbf1a956aee55fe7" title="Topic: image-search" href="/topics/image-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83777,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1a6affe26f0ae72984ce82baaca3f72e2830bf3987bffe8e3e8b7cd24259acf8" title="Topic: recommender-system" href="/topics/recommender-system" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">recommender-system</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110257,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="011e2462b910423677a8340fc10e0a3657b586baf56133f04589ef0d930be431" title="Topic: vectors" href="/topics/vectors" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vectors</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150765,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="195873e15f11eb08e5b49cdc4658beb4cf9f242567bbd1545a59c4f271a9c3c4" title="Topic: molecules" href="/topics/molecules" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">molecules</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="26f0187071da29cc915af9bae3c1794bfe63fb95cd72465c68b6e4b1b7642fdd" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":372701,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="9652929d80f74d044576012f6eb40fa03d8a4c179c6ef6fdedd363c62016408f" title="Topic: fraud-detection" href="/topics/fraud-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fraud-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="72ba01c325a87d8c1441d43d493bfd64eb2a4808d96a2accaa0c4a20a66b6469" title="Topic: similarity-search" href="/topics/similarity-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">similarity-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":537370,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="95b4a10a053aba700ffde730291bbac3b32fd49b41684aeed4f04eec2c62c382" title="Topic: unstructured-data" href="/topics/unstructured-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unstructured-data</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1070254,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="50fe809daa5dbbb6a930328b8bb263ecec2115720eaf4b3bb7617944cbd6ad27" title="Topic: molecular-search" href="/topics/molecular-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">molecular-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e7a23e4940dd414940ff1cbd5c30fbfe3046dacadd1e817517c5dbde8ef834d1" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2007481,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="80b4aa1c119b604a6c42f0e6ff1c6760c2aec57dd8712a5c28a40fd76b5b62cb" title="Topic: retrieval-augmented-generation" href="/topics/retrieval-augmented-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">retrieval-augmented-generation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2859220,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="950d074773556816edd07cc8bff49d6042819ad76757c1b18ca18f9d929a5103" title="Topic: multimodal-rag" href="/topics/multimodal-rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multimodal-rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2863899,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="88d30b19aea3fabaa77710e199e344d69d7f412b0b59c94d30d4234d3bc76ea2" title="Topic: unstructured-data-processing" href="/topics/unstructured-data-processing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unstructured-data-processing</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-11T18:07:02Z" class="no-wrap">Mar 11, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> 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It leverages the power of LLM to generate responses and uses vector databases to fetch relevant documents to enhance the quality and relevance of the output.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":167,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4e12563bf6448daca4932e87b23d164088ba30e2cbc81e7c474adecb31f4007b" title="Topic: nlp" href="/topics/nlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nlp</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14176,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="2d8b64ef04fa310a67b7efd56b7f94f2968c4c63b0ed4c395308193e7a070b5e" title="Topic: chatbot" href="/topics/chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23886,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8cebcb95748b9956eef07ff8f36ed2add8bb7f743f33f51317d15300df7fb00f" title="Topic: embeddings" href="/topics/embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embeddings</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":24132,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f84899bd08a190998b3e36a7cc601a091cbc432a9c585a39478230ccd1d75323" title="Topic: artificial-intelligence" href="/topics/artificial-intelligence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artificial-intelligence</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44090,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="315596310013e780674214812cce1acacd3b87f5b7fd598eb231bd609fdb3066" title="Topic: openai" href="/topics/openai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127513,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f1ab44f1a6493d453dd3e0f56d6f3c58b08ae69831c5253627ffeb662e8ff73b" title="Topic: minimax" href="/topics/minimax" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">minimax</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":180683,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e1cffc76688332de179571e2b7c0a438af858b52205c2f319d8aec107cd9f5e8" title="Topic: gradio" href="/topics/gradio" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradio</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="26f0187071da29cc915af9bae3c1794bfe63fb95cd72465c68b6e4b1b7642fdd" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":459577,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ba9f9a911a5108523285336a0404c6ff86d051fab60cc165166646a98be93544" title="Topic: dolly" href="/topics/dolly" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dolly</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":616433,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8a957626bdc2a81f0296cf02462c0879ec6d9d18b86871e117fbac2766c3ecc3" title="Topic: retrieval-chatbot" href="/topics/retrieval-chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">retrieval-chatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":922110,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="da1fd1b1a9d07ac2e9e695050b886ff68392da570397abbe14a5494782785dad" title="Topic: fastapi" href="/topics/fastapi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fastapi</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1645163,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="aa4c3b767934647e43bff2eb44010e099ab5083d4e0c2fc5084bd122f9e3c425" title="Topic: towhee" href="/topics/towhee" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">towhee</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6952cbad76eb5aad2324d835a8bf8c76cab37b4edc7c297ca0d9209c203cb3d7" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b1cbd8b49ba2d4c885f0a55d375fd94753df6285a365760d6275e0d4ffecbc06" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1860988,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a85b1dd610007ae19c871f456fde8a231c5ce4c17c0a8b76b39f97bec1d54913" title="Topic: langchain" href="/topics/langchain" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">langchain</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1937237,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="7075e704b27615e0861d0d1a7a90d50b855c3ad52dce9a9a3562ce2641ba4a2f" title="Topic: ernie-bot" href="/topics/ernie-bot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ernie-bot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2007481,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="80b4aa1c119b604a6c42f0e6ff1c6760c2aec57dd8712a5c28a40fd76b5b62cb" title="Topic: retrieval-augmented-generation" href="/topics/retrieval-augmented-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">retrieval-augmented-generation</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2023-11-20T03:54:14Z" class="no-wrap">Nov 20, 2023</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":60283730,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="edb46e197dba163600779bb5256496937a061339975bb0c1497c42ae76a6e685" data-turbo="false" href="/smalltong02" data-view-component="true" class="Link">smalltong02</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":713207236,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="647c50ed55fbb72d5776d872e20acd530d731ebf5feef737f7cd929047368ce9" data-turbo="false" href="/smalltong02/keras-llm-robot" data-view-component="true" class="Link text-bold wb-break-word">keras-llm-robot</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fsmalltong02%2Fkeras-llm-robot" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":713207236,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="77b2c4b01591fc3d128f8b7b3f194e6b5ef42196150ec05ff0d3ce3ba3de8b81" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn color-bg-default"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 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0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-713207236" href="/smalltong02/keras-llm-robot/discussions" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":713207236,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="58b2719c1d068705571b083f68ec12fbc6d8662ddb89a7db33b87e1e5e2b9238" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A web UI Project In order to learn the large language model. This project includes features such as chat, quantization, fine-tuning, prompt engineering templates, and multimodality.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2256,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="326d3794d52c440216226f1bb69f0eac2a3a63dea1512fe30e7625e29330fe44" title="Topic: text-to-speech" href="/topics/text-to-speech" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-to-speech</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14176,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="2d8b64ef04fa310a67b7efd56b7f94f2968c4c63b0ed4c395308193e7a070b5e" title="Topic: chatbot" href="/topics/chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":35131,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="241074c8a5117fe3d6d78669eb8cc9e587378c060ce7e08a43cb5768bda437af" title="Topic: gemini" href="/topics/gemini" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gemini</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45314,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4cb8aabaa848930a6941a44c36e141065e820312dcb525d6df2a54b193f6b955" title="Topic: knowledgebase" href="/topics/knowledgebase" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knowledgebase</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":93641,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ea63f9345686c9961f50337ba60f16eb57fe1716e88135e69d3c3220ae5cdf53" title="Topic: speech-to-text" href="/topics/speech-to-text" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">speech-to-text</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":105927,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4da0a01e76e652ff2eab004850f444130f8366ba21a46714c5da5b9bcc7d7db8" title="Topic: vectorization" href="/topics/vectorization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vectorization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":627299,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f18d93a8f855668ba95fe18f959416d110d4ccb67db6e7cc3191fcd7182f6308" title="Topic: multimodal" href="/topics/multimodal" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multimodal</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":663937,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="22616a85c7daa39093544764d362adf5b6a85c9a7c4cff66b8e140ddd26f585c" title="Topic: faiss" href="/topics/faiss" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">faiss</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":754494,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f1f297363f37a4ef1a54939b5625448df99f9c5dbc6dfa06a55572af168c4bae" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1101947,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5239ec4b9a30c17cdc401c00f80aaff662801bc0cf074589cc38925584e45586" title="Topic: streamlit" href="/topics/streamlit" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">streamlit</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6952cbad76eb5aad2324d835a8bf8c76cab37b4edc7c297ca0d9209c203cb3d7" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1807568,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="16e23e5793032b233e394b32eb20d92ab774e46fa8c5deeef044799b848a6358" title="Topic: code-interpreter" href="/topics/code-interpreter" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">code-interpreter</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="b1cbd8b49ba2d4c885f0a55d375fd94753df6285a365760d6275e0d4ffecbc06" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1925856,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f95354bb2dec71a7cb430981ba35b71318cc32ca031e64555a9018b2e72e3416" title="Topic: pgvector" href="/topics/pgvector" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pgvector</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1983082,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="7cf1138f07885d2f4c83d4d914cf108c10d76ded5b2a6cf217de98ecf41c3177" title="Topic: fastchat" href="/topics/fastchat" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fastchat</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-01-05T22:20:31Z" class="no-wrap">Jan 5, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> 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Easily export, import, backup, re-embed (using any model) or access your vector data from any vector databases or repository.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="d4d0ec10920af91b88ccf2c59a32590cba7b13a2ff4b7d00437bca1d5a2dc079" title="Topic: visualization" href="/topics/visualization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">visualization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17883,"originating_url":"https://github.com/topics/milvus","user_id":null}}" 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data-hydro-click-hmac="834a0d7bc046508b09bffe5090b5c342a22b44d634a2437b95aad1e9e9e4e97f" title="Topic: vector-search-engine" href="/topics/vector-search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1630315,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ef5e1a9d2c49ccad47ba8906ed729c52bedd6f1e832ee031565efdcbdbb39037" title="Topic: qdrant" href="/topics/qdrant" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">qdrant</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1641731,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5fdc25076abfd52442ce11ca43ec95628072776eeeeec422057ebe5683b7f1f1" title="Topic: huggingface-datasets" href="/topics/huggingface-datasets" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">huggingface-datasets</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1959642,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="64325672f91409928be992cf223a47642196783efee8e4e9a871fb3eb080a996" title="Topic: chromadb" href="/topics/chromadb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chromadb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2007338,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="8ed6f40a58a5c351c2c6527c1162610d67523eaa3142d40a635d1c17f1eb6712" title="Topic: data-exploration-and-preprocessing" href="/topics/data-exploration-and-preprocessing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-exploration-and-preprocessing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2011993,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="9f2e3aba1d7c465b874ab2617e096f33046edb646956134603b6121462d496f0" title="Topic: lancedb" href="/topics/lancedb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lancedb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2543050,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="48fb356fed228e22da2fb0b66a34f7c5c13cb06dece656efc6d28ee10b132352" title="Topic: zilliz" href="/topics/zilliz" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">zilliz</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2858325,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ebe5821afc4441309ca966cad89d3d6d6d051a5a59e650a6ddb0122280773bed" title="Topic: turbopuffer" href="/topics/turbopuffer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">turbopuffer</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-17T18:42:43Z" class="no-wrap">Mar 17, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #DA5B0B"></span> <span itemprop="programmingLanguage">Jupyter Notebook</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":8917,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="15fb50bd450f438f107a58dbdd1363b6489b1cf9611844321f2015781169354b" title="Topic: sdk" href="/topics/sdk" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sdk</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":254032994,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="ad311a8f930e5ca700b944879abc3efba222b79429e9ea67ff89e7a023775fd8" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7520,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1e53d81563be041dd88a9f8ab60830d13feaf57f133bd62bb8b1950e186fad60" title="Topic: microservices" href="/topics/microservices" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">microservices</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7631,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="fe4330306d13a6cf8e5c19ff90f90b3efb1dee6fb1546399ef74cde81383de3b" title="Topic: deep-neural-networks" href="/topics/deep-neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-neural-networks</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="10931bd795d2a31d0a7e1c5fca5aa8ff192ae5315e38b347e34308841b1c5ab1" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73480,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="fa35e92ed39a2679e15be4691560f03168fbe31ecfad50dfa568fd2afdf7cfef" title="Topic: cloud-native" href="/topics/cloud-native" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cloud-native</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73990,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="bbc1141875a9f691c0fec19e7f862989d3fd098592a09820fbf1a956aee55fe7" title="Topic: image-search" href="/topics/image-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2021-08-25T16:13:27Z" class="no-wrap">Aug 25, 2021</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":36170131,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="0903148736424a874eb49088c6ad5baa09263e53e667c516af5bba04d5be8fad" data-turbo="false" href="/Aavache" data-view-component="true" class="Link">Aavache</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":697703736,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f6e450592af55b903e6c5b727d6adc2f2df513383c91583be61d1f846d2d7cc8" data-turbo="false" href="/Aavache/LLMWebCrawler" data-view-component="true" class="Link text-bold wb-break-word">LLMWebCrawler</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FAavache%2FLLMWebCrawler" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":697703736,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="03a3b01600b43e69f1e7d93016a40db50e842c5e260300021e2f1f0a4e4f622e" 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data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-697703736" href="/Aavache/LLMWebCrawler/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":697703736,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e20a97a5e6925dedac2de321558a825a7ce11f6fb585b6722e16cbf235854ab6" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-697703736" href="/Aavache/LLMWebCrawler/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":697703736,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f2b1453c440979bc8e48adcef483b78f902c4da161f03accb36a7300e54360ce" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A Web Crawler based on LLMs implemented with Ray and Huggingface. The embeddings are saved into a vector database for fast clustering and retrieval. Use it for your RAG.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="eedd6f0907c290e17a76b97da93395f88614c6a5b50a795a96583a47bf1f54cf" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":167,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4e12563bf6448daca4932e87b23d164088ba30e2cbc81e7c474adecb31f4007b" title="Topic: nlp" href="/topics/nlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nlp</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":242,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="795b35f90b98cb0e00dd07637fc198729c8eee5ffdc5726b2ec4e18dfd61a890" title="Topic: api" href="/topics/api" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">api</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="721291be6887aa9dd7b96fa6da3dfada9087f51da4d2216895a342d55b319a04" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17479,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f03d3a09af4c98fdd07138b25cd2e543c980a762ae037843abe948cd633ae839" title="Topic: raylib" href="/topics/raylib" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">raylib</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17615,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="4718eefd01d600e25cba51f5f35f6bc39eebaa1403f0f3702c226fdfda95b2fe" title="Topic: distributed-computing" href="/topics/distributed-computing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">distributed-computing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":35047,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="cdda795ecafb22770685069534b2cc740dcf80fb0fa64f9bc8b1b42f3eb1362d" title="Topic: transformer" href="/topics/transformer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformer</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":132895,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="969cb175b105bec7511fa4e9ce70d613726778cee50a3427dae9071c6f2c34d1" title="Topic: ray" href="/topics/ray" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ray</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150409,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="5e3886beadebcd00d88a29df38314b29ba6bcd29c0ec4dfc7b773844336f4045" title="Topic: webcrawler" href="/topics/webcrawler" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">webcrawler</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":504945,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="a9b581749bd772a62ede545798c2392be93242d524cd55c369718ea303e70c03" title="Topic: webcrawling" href="/topics/webcrawling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">webcrawling</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":754494,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="f1f297363f37a4ef1a54939b5625448df99f9c5dbc6dfa06a55572af168c4bae" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":922109,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="37dc09882053d8dddc2d4d3e621182e6a09e063b2e03dfeddb8f798586f9e72c" title="Topic: pydantic" href="/topics/pydantic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pydantic</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":922110,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="da1fd1b1a9d07ac2e9e695050b886ff68392da570397abbe14a5494782785dad" title="Topic: fastapi" href="/topics/fastapi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fastapi</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":981305,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="28783cd231a01a6c01fb82ed6b7ff5e5bb9e30240244bfae995105b6b8ea3e77" title="Topic: huggingface" href="/topics/huggingface" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">huggingface</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="1d74d8ebf6b35f8f147327b48f0e38cf89e9a9fd9a78f0ffe44a8314dc1fa95c" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="e7a23e4940dd414940ff1cbd5c30fbfe3046dacadd1e817517c5dbde8ef834d1" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1698442,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="d17000b1ac3e534827851d8e68165d2b14cb8d1497d840506a2138903bdce293" title="Topic: large-language-models" href="/topics/large-language-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">large-language-models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/milvus","user_id":null}}" data-hydro-click-hmac="6952cbad76eb5aad2324d835a8bf8c76cab37b4edc7c297ca0d9209c203cb3d7" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2023-10-15T12:57:39Z" class="no-wrap">Oct 15, 2023</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> </option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/milvus" accept-charset="UTF-8" method="get"> <input name="page" type="hidden" value="2"> <button type="submit" class="ajax-pagination-btn btn color-border-default f6 mt-0 width-full" data-disable-with="Loading more..." > Load more… </button> </form> </div> <div class="col-md-4 col-lg-3"> <div class="mb-6"> <h2 class="h4 mb-2"> Improve this page </h2> <p class="color-fg-muted"> Add a description, 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