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vector-search · GitHub Topics · GitHub

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nav&quot;,&quot;action&quot;:&quot;click to Sign in&quot;,&quot;label&quot;:&quot;ref_page:Marketing;ref_cta:Sign in;ref_loc:Header&quot;}" > Sign in </a> </div> </div> <div class="HeaderMenu js-header-menu height-fit position-lg-relative d-lg-flex flex-column flex-auto top-0"> <div class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0"> <nav class="HeaderMenu-nav" aria-label="Global"> <ul class="d-lg-flex list-style-none"> <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"> Product <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"> <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 pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;github_copilot&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_copilot_link_product_navbar&quot;}" href="https://github.com/features/copilot"> <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 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;security&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;security_link_product_navbar&quot;}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 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1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 0-.5-.5Z"></path> </svg> <div> <div class="color-fg-default h4">Actions</div> Automate any workflow </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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;codespaces&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;codespaces_link_product_navbar&quot;}" href="https://github.com/features/codespaces"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-codespaces color-fg-subtle mr-3"> <path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path> </svg> <div> <div class="color-fg-default h4">Codespaces</div> Instant dev environments </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;issues&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;issues_link_product_navbar&quot;}" href="https://github.com/features/issues"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-issue-opened color-fg-subtle mr-3"> <path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path> </svg> <div> <div class="color-fg-default h4">Issues</div> Plan and track work </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;code_review&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;code_review_link_product_navbar&quot;}" href="https://github.com/features/code-review"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-review color-fg-subtle mr-3"> <path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 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1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path> </svg> <div> <div class="color-fg-default h4">Discussions</div> Collaborate outside of code </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" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;code_search&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;code_search_link_product_navbar&quot;}" href="https://github.com/features/code-search"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-square color-fg-subtle mr-3"> <path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Search</div> Find more, search less </div> </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="product-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;all_features&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;all_features_link_product_navbar&quot;}" href="https://github.com/features"> All features </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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;documentation&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;documentation_link_product_navbar&quot;}" href="https://docs.github.com"> Documentation <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 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</li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 pb-lg-3 mb-3 mb-lg-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-company-size-heading">By company size</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-company-size-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;enterprises&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;startups&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;nonprofits&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devsecops&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devops&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ci_cd&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ci_cd_link_solutions_navbar&quot;}" href="/solutions/use-case/ci-cd"> CI/CD </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}" href="/solutions/use-case"> View all use cases </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-industry-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;healthcare&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}" href="/solutions/industry/healthcare"> Healthcare </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;financial_services&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}" href="/solutions/industry/financial-services"> Financial services </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;manufacturing&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}" href="/solutions/industry/manufacturing"> Manufacturing </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;government&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}" href="/solutions/industry/government"> Government </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all_industries&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right HeaderMenu-trailing-link-icon"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul class="list-style-none f5" aria-labelledby="resources-topics-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ai&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}" href="/resources/articles/ai"> AI </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devops&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}" href="/resources/articles/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;security&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}" href="/resources/articles/security"> Security </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;software_development&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;learning_pathways&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;learning_pathways_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;events_amp_webinars&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;events_amp_webinars_link_resources_navbar&quot;}" href="https://resources.github.com"> Events &amp; 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ebooks_amp_whitepapers&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ebooks_amp_whitepapers_link_resources_navbar&quot;}" href="https://github.com/resources/whitepapers"> Ebooks &amp; Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;customer_stories&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;customer_stories_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;partners&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;partners_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;executive_insights&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;executive_insights_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;github_sponsors&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_sponsors_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;the_readme_project&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;the_readme_project_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;topics&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;topics_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;trending&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;trending_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;collections&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;collections_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;enterprise_platform&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;enterprise_platform_link_enterprise_navbar&quot;}" 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 flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;advanced_security&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;advanced_security_link_enterprise_navbar&quot;}" href="https://github.com/enterprise/advanced-security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;copilot_for_business&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;copilot_for_business_link_enterprise_navbar&quot;}" 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 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 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2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path> </svg> <div> <div class="color-fg-default h4">Premium Support</div> Enterprise-grade 24/7 support </div> </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"> <a class="HeaderMenu-link no-underline 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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> 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;NAVIGATION_BAR&quot;,&quot;click_target&quot;:&quot;GITHUB_SPONSORS&quot;,&quot;click_visual_representation&quot;:&quot;CLICK_VISUAL_REPRESENTATION_UNKNOWN&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:null,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6fe12d8314716e89696995de621eae533da07d8617ea9beec06e290943995040" 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"> vector-search </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="vector-search" data-topic-name="vector-search"> <!--Add Discover button--> <!--End Add Discover button--> <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.vector-search" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="43469633233f63623298f461de0a7daed91b186916d8720f3e3cdf1f07e51290" 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 444 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/vector-search" 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>444</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?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>153</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?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>58</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?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>47</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?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>30</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?l=c%2B%2B" 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>24</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?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>23</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?l=rust" 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> Rust <span>22</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?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>11</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?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>8</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/vector-search?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>6</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/vector-search?o=desc&amp;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/vector-search?o=asc&amp;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/vector-search?o=desc&amp;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/vector-search?o=asc&amp;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/vector-search?o=desc&amp;s=updated"> <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 > Recently updated </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/vector-search?o=asc&amp;s=updated"> <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 > Least recently updated </span> </a> </div> </details-menu> </details> </div> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:130688011,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5cf6f146aaff049a01db694ff9268b8c2f33e00fe4dc3608a5fab552d0eb9c95" data-turbo="false" style="max-height:275px" href="/meilisearch/meilisearch" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/130688011/33f0b765-831b-4656-aebc-cf97dca98b50" alt="meilisearch" class="d-block width-full" ></a> <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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:43250847,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7def5a00397de7c0a9e8921042ef46fbc43e1908766d199c578742e33fec44c3" data-turbo="false" href="/meilisearch" data-view-component="true" class="Link">meilisearch</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:130688011,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ff1a02196ce7d8c3b7c556fb62b2b1c205ed01cc4cc651b0213ac910667e4b49" data-turbo="false" href="/meilisearch/meilisearch" data-view-component="true" class="Link text-bold wb-break-word">meilisearch</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmeilisearch%2Fmeilisearch" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:130688011,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d05dc076a83ea39ec8ff418cd33cf7074253895f2b1e0db24ad51f0cc23c625a" 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 .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="49852 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="49,852" data-view-component="true" class="Counter js-social-count">49.9k</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-130688011" aria-current="true" href="/meilisearch/meilisearch" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;CODE_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:130688011,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4b5671c097774bf85b13290e3aa2838ce2bcec394f89230571f92cfce04f3ae9" 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-130688011" href="/meilisearch/meilisearch/issues" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_ISSUES&quot;,&quot;click_visual_representation&quot;:&quot;ISSUES_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:130688011,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c71b1d0790650d598d255c057eb5001344202ac62e929e436fa73d76088152b4" 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-130688011" href="/meilisearch/meilisearch/pulls" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_PULL_REQUESTS&quot;,&quot;click_visual_representation&quot;:&quot;PULL_REQUESTS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:130688011,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="214dac7b0b4fe2dc1db45eea9e608bcc299531aa8ff3cadcbf7e37e8715af48e" 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> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-130688011" href="/meilisearch/meilisearch/discussions" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:130688011,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="23f80b814b0698f1ff2728842c6524c1f6c5324393b34974d6c82ad38cef3998" 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 lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:132,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f94cdce3eea2dcb3e25b3aca7f3f525d2420f6aff7a4eaceeb01ceaa175e9c19" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:242,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a9fcb2a7e84c67f7f37d18e249037f969e447a308065167e917d449a45e42b2" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4fc30baf2f8ddccf84441b92c113541be7ffecca36631bec05d18b8e9c3637b2" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:8961,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="19f661b14096fb90f48f421b1886b019b87e379e99c2687619f0a17fd83aacf7" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="26c332014b08e776dbc4c0ae84742d0b38bed01f82edd3f5ba63ab3ef9394cc4" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17445,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4806ffa92ca0048bd13eaab798f1e07f2e1ab75062c3bcbb96ff3b71662a4949" title="Topic: fuzzy-search" href="/topics/fuzzy-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fuzzy-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73435,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="988d6c104467fd49abf59d0790c0f46a752c7a00e3dc74b58c396aeebde1d407" title="Topic: full-text-search" href="/topics/full-text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-text-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:110257,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fb0dae65bc0c5bf3b6c49c19cd4f8ae22519a00f50f8f643ffccfa172df85563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:127529,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ede0bc4485be0ed8da48ccea6730bcefbe89172bb16096af4fb88ccd66d75e5b" title="Topic: instantsearch" href="/topics/instantsearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">instantsearch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196151,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0c32368067643dad368f8bafea0cec813481476fa234d1c71f3129e1d76871cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:339048,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8fbe8b3dad870afa4194a63d04409f70393da0ea1c4dd1eee2979d9f698c562a" title="Topic: enterprise-search" href="/topics/enterprise-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">enterprise-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446360,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7aadde277f9262374b71f145a55940216c9c42cbc0097c81275af2cc0575f2f4" title="Topic: geosearch" href="/topics/geosearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">geosearch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:501873,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5cfb5ed1bb96c57d41f80c4eb36a1aa81448656d3b0d69904a75a5c734e98f46" title="Topic: typo-tolerance" href="/topics/typo-tolerance" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">typo-tolerance</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:537486,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8f200bf41526f14a875887e25221acea50060795e3a7a94159a8ae3c45746e98" title="Topic: site-search" href="/topics/site-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">site-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:561715,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="34cd80b775bc8cd622c8f8a7a85b476995e6149cec2df12df5aaec1f356721c4" title="Topic: faceting" href="/topics/faceting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">faceting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:826587,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f9ab0a6134aa84b1af22abf376bb902e4cf254c02d629db9f0e514ffee01226e" title="Topic: search-as-you-type" href="/topics/search-as-you-type" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-as-you-type</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1039015,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="747a002a3bd95bf8abfb404533d6d2613ab4a4297980718cc08218fc3943d565" title="Topic: app-search" href="/topics/app-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">app-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdce97c6d445bc04f0b1dc0e306625df2080e7aafa3ec20eaefbfeef1a293ec1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1428264,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="daddb05489eeb5aacc40d7d6146410041ad3bbf2d057f6b295791e21bf77b5c3" title="Topic: hybrid-search" href="/topics/hybrid-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hybrid-search</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="2025-03-20T16:53:25Z" 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: #dea584"></span> <span itemprop="programmingLanguage">Rust</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:208728772,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="05ba028342683c9d1ab8ecbb065fc9f753b0d39b387be185dd089861707f7fb7" data-turbo="false" style="max-height:275px" href="/milvus-io/milvus" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/208728772/998c09ca-cfa6-4c01-ac75-3dfad7f4862b" alt="milvus" class="d-block width-full" ></a> <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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:208728772,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="835367e0e764f1da88c9c47a016a8520d59ed1506f517053b3c98621c74119f2" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:344,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="24443b2b3b4143c29043a24aff55c212c6f6803d2c2969e5b419056a481697d0" title="Topic: golang" href="/topics/golang" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">golang</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23535,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e184a8a47f31848cd855f2f7f721480a43b8f3bdb0a5536732228585bfe2be5c" title="Topic: distributed" href="/topics/distributed" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">distributed</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:34731,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="abb2f03569244c7f2cda9e1ca9b303f24bdd3421161b9e25c02e53dad7e042d6" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbor-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73480,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a38ca20d7809c661ad5666b73a519389ce1aae09d06b0b3900f6779d118a1ab2" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73990,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9182f510e2456fbb91f2b4d1d25fc2dba3ca80e5fd14d150047bf30492cb686d" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:552263,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1e06d952a068a7ee01aefaf5118737f8a98186f7107400599790572d14b20ed3" title="Topic: vector-similarity" href="/topics/vector-similarity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-similarity</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:663937,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="442f2b52ff64a7681906fc1d2f33c95bca5417b38eec51d19b21e4a08ba5a709" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:745722,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4271477da79cf1026253c78ae65537d70b884d6c38c0585bc681b1e80bc27866" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:754494,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c568280aca9ab5f8a82435a86627b2eb6038fa80b3299ad322b2dc850c71b8cc" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:767070,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="12cf90773617123dcbd5011162431c583ae4abcb83cb112afa62ade63dbfa62f" title="Topic: hnsw" href="/topics/hnsw" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hnsw</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdce97c6d445bc04f0b1dc0e306625df2080e7aafa3ec20eaefbfeef1a293ec1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1703574,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9ebd2df9dee5586bcde2122bd78e3141dc1a9434ad985e38dae17f20cca8a5b1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1938374,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7b7f481efc6a24abe6a710f9aae14471e4c94cdcfda0e11b7742c783f124203b" title="Topic: embedding-database" href="/topics/embedding-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-database</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1938375,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fb8487e9ffb368da0c34079e66989fbe7c8f100f7ee829237e8a70df91365608" title="Topic: embedding-store" href="/topics/embedding-store" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-store</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1938376,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="36f1ae8f00370c430404f1e86aaf6cb77ffb8fc06d211c1f38bd347594dc852b" title="Topic: vector-store" href="/topics/vector-store" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-store</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1938391,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="949ea5372e9fc51841f2e9ee4966577101e004e9a6a55a0e9ab8e91377ef8724" title="Topic: embedding-similarity" href="/topics/embedding-similarity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-similarity</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2012196,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="276a94983681a67fe5cffa9ab32a5454fbd1e633336e11a6e43e6f19b74d1eca" title="Topic: diskann" href="/topics/diskann" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">diskann</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="2025-03-21T13:44:20Z" 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: #00ADD8"></span> <span itemprop="programmingLanguage">Go</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:437245741,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="60200b63f3b11f553cdea91c855a3c2044cdb153b147d786ecced4ac79ad365e" data-turbo="false" style="max-height:275px" href="/dragonflydb/dragonfly" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/437245741/3d2045bd-2251-4bd8-857e-0de77547c01b" alt="dragonfly" class="d-block width-full" ></a> <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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:104819355,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3c5ad64e57316d52dda70e8b7bd34973b4655b00895491d4b7f7b9a430a04e92" data-turbo="false" href="/dragonflydb" data-view-component="true" class="Link">dragonflydb</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:437245741,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="726bb5bda303e648e6c27b5025e8be7ecf4b7081761893fe1a5a851cba78a044" data-turbo="false" href="/dragonflydb/dragonfly" data-view-component="true" class="Link text-bold wb-break-word">dragonfly</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fdragonflydb%2Fdragonfly" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:437245741,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d9505c7d162425fa3f1c36d74f5af50243dbe638d1e218dd6b63d5ab8bbec81b" 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 .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="27564 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="27,564" data-view-component="true" class="Counter js-social-count">27.6k</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-437245741" aria-current="true" href="/dragonflydb/dragonfly" 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:437245741,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7ff6821cc15b9221cf3a38ecdb0a4daab03dc646d6e8b7367d5acf1416b6ce52" 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 modern replacement for Redis and Memcached</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:319,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f47cb109285f493b0191a3b738d699e8a5003e857a1248edcdbc1e01195e1b7f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:834,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="70c83a67a89a7d01b0c9a29b6938d673015bfb024658522564bbac354d1b74a3" title="Topic: memcached" href="/topics/memcached" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">memcached</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2473,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3f9b9cc0ea408b9c51fc7bc42643be2c984807b63014e3abff459d41c6b64d6f" title="Topic: multi-threading" href="/topics/multi-threading" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-threading</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:8961,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="19f661b14096fb90f48f421b1886b019b87e379e99c2687619f0a17fd83aacf7" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9802,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ba75207c98152cb7b177a372dabc0a4ea3d761663f47ebcb7aa167b6b9c2a801" title="Topic: cpp" href="/topics/cpp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cpp</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:11954,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fab7b9131c7708713f1ac0318b8992baa193099fdcfce02f5fb3612ea0ce2628" title="Topic: nosql" href="/topics/nosql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nosql</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12022,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a328a3af7e1f606cb1ca9edc8221a7f7f9e96be610ea6dc358465fb8dce73478" title="Topic: key-value" href="/topics/key-value" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">key-value</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13128,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="966dce3beeacd5b7483daba3cb4f97d02f069ec9a70628cd0eafa6ef709bb824" title="Topic: cache" href="/topics/cache" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cache</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17762,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="951b69678b8cd704be3a66c20d7fdc4d90dd1e0207c59d8fba5a7a5d1a035008" title="Topic: fibers" href="/topics/fibers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fibers</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:43517,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="68df05404cdd2b9554985db35a0824adedab46a5fc21236e53d2a64c0fec96b6" title="Topic: in-memory" href="/topics/in-memory" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">in-memory</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196454,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="18c8376d0e5b1633acf5c4ed6cf0b9ddb0c834053698bb68553e5c9fc6cbf5dd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:232605,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fa6ff8159723a80891adece7ac22f4bc42ea625acd3548386583cfd475d49ff6" title="Topic: in-memory-database" href="/topics/in-memory-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">in-memory-database</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:362502,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1459e7953950328fed858e4007f1ef318f146535d6d1f4da88c5da085d86b3db" title="Topic: message-broker" href="/topics/message-broker" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">message-broker</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:898692,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6b03b1c70ea2592db10a5e2ea754bd4bfbff199275e0456ea69a07a2cb7265e4" title="Topic: keydb" href="/topics/keydb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">keydb</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2735832,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8f4bcffcc487146d35d08579ef213912d40d581e54b878f94705843b5f741c98" title="Topic: valkey" href="/topics/valkey" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">valkey</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="2025-03-21T22:20:27Z" 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: #f34b7d"></span> <span itemprop="programmingLanguage">C++</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:268163609,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="692dea19325e4b9800a24ba97f52b1e06d3d05ae0ade7a79845c2628c2fff2d5" data-turbo="false" style="max-height:275px" href="/qdrant/qdrant" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/268163609/ff31dbce-d4ad-4020-b22c-a23250b2e713" alt="qdrant" class="d-block width-full" ></a> <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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73504361,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1ceb1c7551eec86b98c65c937403694a4a6877c7d879c7048ecf110dabfdb7b6" data-turbo="false" href="/qdrant" data-view-component="true" class="Link">qdrant</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:268163609,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e980f789e784b8a19c522f031ae4f2bce771cc4cd5f9912cd239f882400c0c58" data-turbo="false" href="/qdrant/qdrant" data-view-component="true" class="Link text-bold wb-break-word">qdrant</a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/qdrant" aria-label="Sponsor @qdrant" 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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" >Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud <a href="https://cloud.qdrant.io/" class="Link--inTextBlock" rel="nofollow">https://cloud.qdrant.io/</a></p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:132,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f94cdce3eea2dcb3e25b3aca7f3f525d2420f6aff7a4eaceeb01ceaa175e9c19" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4fc30baf2f8ddccf84441b92c113541be7ffecca36631bec05d18b8e9c3637b2" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="514c81550792ec6f92c8243e48515448d70d323c6f596d991699d2a8d60da613" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9627,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9060728816ffad080d16c0fed077a195a3e27d2f8952089d2b49d034d955da13" title="Topic: neural-network" href="/topics/neural-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-network</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:34731,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="abb2f03569244c7f2cda9e1ca9b303f24bdd3421161b9e25c02e53dad7e042d6" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbor-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73990,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9182f510e2456fbb91f2b4d1d25fc2dba3ca80e5fd14d150047bf30492cb686d" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:83777,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bc1b9749687a9257b3c52bfb773803da0f5709296525174642045426ce2d5047" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:223228,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="35df7f64578c019353decde43fb5ed5a3ef8c15be94eafc7ef9c192ce30d34d0" title="Topic: search-engines" href="/topics/search-engines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engines</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:403447,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="250c7be7464b638f2fcec872ce21ec24d6d5c25163d0d96ceb5e0bb237faef73" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:562987,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="501cd24d4b2253c8c28d5d26b45a8c2d951839d8c537477237c923043a2621a5" title="Topic: ai-search" href="/topics/ai-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:677147,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="de00d279acf8f4fe1abd56218f18180b520e15cb6e88bbff4929de0b0b064a31" title="Topic: knn-algorithm" href="/topics/knn-algorithm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knn-algorithm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:755464,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="00bc2b754c77583dca2930852d0bdab3d76956eaa2b932474cf02efe69cbe763" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:767070,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="12cf90773617123dcbd5011162431c583ae4abcb83cb112afa62ade63dbfa62f" title="Topic: hnsw" href="/topics/hnsw" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hnsw</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdce97c6d445bc04f0b1dc0e306625df2080e7aafa3ec20eaefbfeef1a293ec1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1137036,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="260dd96aa7761fa550b346e1653bfaf6b6d25f3f8c982053abbdb8bb54b79833" title="Topic: neural-search" href="/topics/neural-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1212218,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="61b67fcbbdcf13360db09b3a6f2c863f907edc6210d7d32205ff9ab6dcad6cf9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1332747,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c32c1b4fc927eafeb457572e1418d4ccea987cd69a73c36d1feebb1b06639ee9" title="Topic: embeddings-similarity" href="/topics/embeddings-similarity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embeddings-similarity</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1949793,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="94c9c0c92b13416908ab3926e3bb55f4b284b8aea7da003d7159c82565c97190" title="Topic: ai-search-engine" href="/topics/ai-search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-search-engine</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="2025-03-21T17:32:10Z" 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: #dea584"></span> <span itemprop="programmingLanguage">Rust</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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:19822348,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3bc2c6b252f74392233c690f1e32455128a7e8b224418b745200e54ec0a82d67" data-turbo="false" href="/typesense" data-view-component="true" class="Link">typesense</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:79317191,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9c98d3faa6f30a0fafb5f96ea4e08127c1e555904ffd78bc2472d9d29218699e" data-turbo="false" href="/typesense/typesense" data-view-component="true" class="Link text-bold wb-break-word">typesense</a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/typesense" aria-label="Sponsor @typesense" 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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" >Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:132,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f94cdce3eea2dcb3e25b3aca7f3f525d2420f6aff7a4eaceeb01ceaa175e9c19" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4fc30baf2f8ddccf84441b92c113541be7ffecca36631bec05d18b8e9c3637b2" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:653,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9dbe24331e18d975d2dd82d73bf90c3eb89bb1c0c06f5926633a1c8fa2045af5" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7486,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="50ccb5fee83a41df2536f3204af4a269e127adac018afdbebcee3c06e2ec904d" title="Topic: algolia" href="/topics/algolia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">algolia</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17445,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4806ffa92ca0048bd13eaab798f1e07f2e1ab75062c3bcbb96ff3b71662a4949" title="Topic: fuzzy-search" href="/topics/fuzzy-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fuzzy-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:39349,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3272317c508d1e8f5c0177eda4bc113407b4237fb90d489fe36b7fb1b118a03f" title="Topic: synonyms" href="/topics/synonyms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">synonyms</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:43517,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="68df05404cdd2b9554985db35a0824adedab46a5fc21236e53d2a64c0fec96b6" title="Topic: in-memory" href="/topics/in-memory" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">in-memory</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73435,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="988d6c104467fd49abf59d0790c0f46a752c7a00e3dc74b58c396aeebde1d407" title="Topic: full-text-search" href="/topics/full-text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-text-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:102335,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="275b346f249d529d45cebf7cbc867296dfda00c6713bad6d62699a3701ce460f" title="Topic: datastore" href="/topics/datastore" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">datastore</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:127529,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ede0bc4485be0ed8da48ccea6730bcefbe89172bb16096af4fb88ccd66d75e5b" title="Topic: instantsearch" href="/topics/instantsearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">instantsearch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196151,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0c32368067643dad368f8bafea0cec813481476fa234d1c71f3129e1d76871cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:319155,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="060275fe6cafbfa390a880c519ba89b2efa2d6f0761b0434e8a56047952d7fa9" title="Topic: merchandising" href="/topics/merchandising" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">merchandising</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:339048,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8fbe8b3dad870afa4194a63d04409f70393da0ea1c4dd1eee2979d9f698c562a" title="Topic: enterprise-search" href="/topics/enterprise-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">enterprise-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:403447,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="250c7be7464b638f2fcec872ce21ec24d6d5c25163d0d96ceb5e0bb237faef73" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446360,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7aadde277f9262374b71f145a55940216c9c42cbc0097c81275af2cc0575f2f4" title="Topic: geosearch" href="/topics/geosearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">geosearch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:452833,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ea242be3a90d78e852928ca03f37cfa4bc8869f06c1b371c8f4c9d3520179d18" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:501873,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5cfb5ed1bb96c57d41f80c4eb36a1aa81448656d3b0d69904a75a5c734e98f46" title="Topic: typo-tolerance" href="/topics/typo-tolerance" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">typo-tolerance</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:537486,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8f200bf41526f14a875887e25221acea50060795e3a7a94159a8ae3c45746e98" title="Topic: site-search" href="/topics/site-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">site-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:561715,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="34cd80b775bc8cd622c8f8a7a85b476995e6149cec2df12df5aaec1f356721c4" title="Topic: faceting" href="/topics/faceting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">faceting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-22T05:33:40Z" class="no-wrap">Mar 22, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f34b7d"></span> <span 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;CODE_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:55072677,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c36dc91834a20a200d65755bb57ae5644f3f1856c0eff7978de840f6f8f5f785" 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 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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" >Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4fc30baf2f8ddccf84441b92c113541be7ffecca36631bec05d18b8e9c3637b2" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2171,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="03f98f349500d35176a2013dc1814760751bd83ea6408c459605bd3fa0a4f8c0" title="Topic: information-retrieval" href="/topics/information-retrieval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">information-retrieval</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:20981,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c40cf8ffcc9b344f52e4c5f44cb809a53158fd0046585a062bb63ba89fe57409" title="Topic: grpc" href="/topics/grpc" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">grpc</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:34731,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="abb2f03569244c7f2cda9e1ca9b303f24bdd3421161b9e25c02e53dad7e042d6" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbor-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45407,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6d481daeb390cb1ffe260d771ea2fe150fd88848dd52b868d287a3ab7c136d18" title="Topic: semantic-search-engine" href="/topics/semantic-search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search-engine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73990,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9182f510e2456fbb91f2b4d1d25fc2dba3ca80e5fd14d150047bf30492cb686d" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:83777,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bc1b9749687a9257b3c52bfb773803da0f5709296525174642045426ce2d5047" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:110257,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fb0dae65bc0c5bf3b6c49c19cd4f8ae22519a00f50f8f643ffccfa172df85563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:178033,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="298bb5c1c4b284995debabfd8377b8e05d400e3f37fa34b3a2f05fb3dd921d63" title="Topic: approximate-nearest-neighbor-search" href="/topics/approximate-nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">approximate-nearest-neighbor-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196151,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0c32368067643dad368f8bafea0cec813481476fa234d1c71f3129e1d76871cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:403447,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="250c7be7464b638f2fcec872ce21ec24d6d5c25163d0d96ceb5e0bb237faef73" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:755464,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="00bc2b754c77583dca2930852d0bdab3d76956eaa2b932474cf02efe69cbe763" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:767070,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="12cf90773617123dcbd5011162431c583ae4abcb83cb112afa62ade63dbfa62f" title="Topic: hnsw" href="/topics/hnsw" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hnsw</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:876774,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="01534b9d82dca49df2a6837cf06883f40ac355e0df8a19845a6a8e1aada13ccf" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdce97c6d445bc04f0b1dc0e306625df2080e7aafa3ec20eaefbfeef1a293ec1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1137036,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="260dd96aa7761fa550b346e1653bfaf6b6d25f3f8c982053abbdb8bb54b79833" title="Topic: neural-search" href="/topics/neural-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1212218,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="61b67fcbbdcf13360db09b3a6f2c863f907edc6210d7d32205ff9ab6dcad6cf9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1428264,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="daddb05489eeb5aacc40d7d6146410041ad3bbf2d057f6b295791e21bf77b5c3" title="Topic: hybrid-search" href="/topics/hybrid-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hybrid-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1867238,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="374552b6e35581852ff530cb6631c6f31ac5b9323bf90f57721ec3a83f7e8136" title="Topic: generative-search" href="/topics/generative-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">generative-search</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="2025-03-21T23:58:03Z" 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: #00ADD8"></span> <span 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src="https://repository-images.githubusercontent.com/286301447/9c2518be-fe3d-4755-9780-44d5280d08c6" alt="txtai" class="d-block width-full" ></a> <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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:286301447,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="50c4d38bc175e52e1fec19902eb5b2d86a9534b2001a6ea5d21601fbb7c9591e" data-turbo="false" href="/neuml/txtai" data-view-component="true" class="Link text-bold wb-break-word">txtai</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fneuml%2Ftxtai" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="73dd2cde55ebd4c61ee0833ab7e09b5d87187ae61d55d9a9a509f83644aea346" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:132,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f94cdce3eea2dcb3e25b3aca7f3f525d2420f6aff7a4eaceeb01ceaa175e9c19" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:167,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="049e53fed354d7574caaee4bd877a5b13a13f2b44d43b3338b794059805384ee" title="Topic: nlp" href="/topics/nlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nlp</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="514c81550792ec6f92c8243e48515448d70d323c6f596d991699d2a8d60da613" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2171,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="03f98f349500d35176a2013dc1814760751bd83ea6408c459605bd3fa0a4f8c0" title="Topic: information-retrieval" href="/topics/information-retrieval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">information-retrieval</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="26c332014b08e776dbc4c0ae84742d0b38bed01f82edd3f5ba63ab3ef9394cc4" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21259,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="764c8644aaee6a4de930f70898c327455d1edd6d2ee819e0dce94985e28f0a71" title="Topic: transformers" href="/topics/transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformers</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23886,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ce32fc20d4562e84f0c90818fed10dbb5d3d64dc6ca20d912990423a55743b41" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:24132,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b22172577e7a6037bdf54c89e6fc6d0f0289a5dbe8d137106a1d55fa52deca9b" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:172865,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="30f0a54fed0279d26655e2e231e98b944a408fab043b913314c4c084cd91089a" title="Topic: language-model" href="/topics/language-model" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">language-model</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196151,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0c32368067643dad368f8bafea0cec813481476fa234d1c71f3129e1d76871cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:506046,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f3df0fb7568c62d6f59cf7bda15ca372a5ab725c1f1d49dbd18a6df43a042909" title="Topic: sentence-embeddings" href="/topics/sentence-embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sentence-embeddings</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:754494,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c568280aca9ab5f8a82435a86627b2eb6038fa80b3299ad322b2dc850c71b8cc" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdce97c6d445bc04f0b1dc0e306625df2080e7aafa3ec20eaefbfeef1a293ec1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1509764,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2dd160cd6d793a338ebb3d2a98093db0c7f1d982a3b507ee360d8e2b3760b5da" title="Topic: txtai" href="/topics/txtai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">txtai</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1698442,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="127255091ee907f15ff72ac5db34b1807656256a1fa7e29a7005f41de10578ec" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1703574,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9ebd2df9dee5586bcde2122bd78e3141dc1a9434ad985e38dae17f20cca8a5b1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2007481,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ce65fd1453cb03567564e3045dde79240d8d06bcf14361c311654cefa98fe310" 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="2025-03-22T02:32:04Z" class="no-wrap">Mar 22, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:537370,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9ab69bf4205b2199bb8eac6fa2f2d98dd66e08c252bd98df43fd31e8adad6d82" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1550971,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7a28b5d2146eac9055735536346d29f9bad42a923c43a1b143e76799707371c9" title="Topic: data-centric-ai" href="/topics/data-centric-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-centric-ai</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="2025-03-22T00:00:07Z" class="no-wrap">Mar 22, 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 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and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:40,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5c323f5de936c5cf0c17bb3ccd2a9a03c17eb4f76844c7e76f63a58e216e634a" title="Topic: javascript" href="/topics/javascript" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">javascript</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:132,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f94cdce3eea2dcb3e25b3aca7f3f525d2420f6aff7a4eaceeb01ceaa175e9c19" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7469,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="be3a1fc86206b1aba010e30b6bfb0b43883f0f91505cea7827a36e70feca5a8d" title="Topic: node" href="/topics/node" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">node</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13514,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b5db03495a039ef4bfe05c7073712d2e89bda7b2cdd680e980f364c2bcd868cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:30620,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="014fa102bdaf06f8028b8e51140b8fee704fb6fadd6c6e5350263dfe1817e8c3" title="Topic: data-structures" href="/topics/data-structures" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-structures</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:65500,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="383a6e98f49565c7e91a7468770434424c6928e8686062733bc6620695a79c32" title="Topic: full-text" href="/topics/full-text" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-text</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:96035,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5fd22ec31c84f9eb04ef7c7709c31e316582dfab34a85374f4aceac8ad3d351e" title="Topic: search-algorithm" href="/topics/search-algorithm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-algorithm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:501873,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5cfb5ed1bb96c57d41f80c4eb36a1aa81448656d3b0d69904a75a5c734e98f46" title="Topic: typo-tolerance" href="/topics/typo-tolerance" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">typo-tolerance</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdce97c6d445bc04f0b1dc0e306625df2080e7aafa3ec20eaefbfeef1a293ec1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1212218,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="61b67fcbbdcf13360db09b3a6f2c863f907edc6210d7d32205ff9ab6dcad6cf9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1778165,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="693600091696760b3afe2dca571369a3e6cf484cdfcf323d94c47d401f6a9075" title="Topic: algiorithm" href="/topics/algiorithm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">algiorithm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1970851,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="26987260184d9139c448867834c961638727bd82eecdbb72eb8b5ce9942e65a5" title="Topic: vector-database-embedding" href="/topics/vector-database-embedding" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database-embedding</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="2025-03-12T15:54:29Z" class="no-wrap">Mar 12, 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"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:253975496,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="226dc59c8ff9045e43a5abee62561a6c1e49e3ee7fe6f66a694d110f6215e7fe" data-turbo="false" style="max-height:275px" href="/srbhr/Resume-Matcher" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/253975496/5a4d1fe1-c327-432c-bfac-fa943cb1bd77" alt="Resume-Matcher" class="d-block width-full" ></a> <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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:54472864,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="97ea9d1d1de3a79b366fc24346ef6aa356c1dc758ab90c3be44c2c66d373b9fc" data-turbo="false" href="/srbhr" data-view-component="true" class="Link">srbhr</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:253975496,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="058afafac1b5fd3f1882881433ef4f8762c2655f5576ee51443eeb63c4a44246" data-turbo="false" href="/srbhr/Resume-Matcher" data-view-component="true" class="Link text-bold wb-break-word">Resume-Matcher</a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/srbhr" aria-label="Sponsor @srbhr" data-hydro-click="{&quot;event_type&quot;:&quot;sponsors.button_click&quot;,&quot;payload&quot;:{&quot;button&quot;:&quot;TOPIC_PAGE_SPONSOR&quot;,&quot;sponsorable_login&quot;:&quot;srbhr&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="89d9abd40f1e3fef2512ba6cf3f8d6af23365de3c22654fb1ebeb01f3f9439a5" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fsrbhr%2FResume-Matcher" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:253975496,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a390868d2027dc11f712d8feaa25257dca4d4229c2909111f552cc9c2e8ddce" aria-label="You must be signed 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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> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-253975496" href="/srbhr/Resume-Matcher/discussions" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:253975496,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5c1beb4af25f3193266346f1fbef24b9a74127886fb852db9ff043e38cfe2651" data-turbo="false" 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>Resume Matcher is an open source, free tool to improve your resume. It works by using AI, Reader LLMs, to compare and rank resumes with job descriptions. </p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="73dd2cde55ebd4c61ee0833ab7e09b5d87187ae61d55d9a9a509f83644aea346" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:210,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bb392d0dbd5494ebd3bcf2d7e20bc06838487732d76dd117c32086d7a9fb2a12" title="Topic: resume" href="/topics/resume" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">resume</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="514c81550792ec6f92c8243e48515448d70d323c6f596d991699d2a8d60da613" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2170,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e049a8c3ab425b879ab9634b1d5c0dfd35a0aaddf3098b8ccc1efa6e80966e20" title="Topic: natural-language-processing" href="/topics/natural-language-processing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">natural-language-processing</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7537,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1e266403c3a002863dc9c6e67c952401915b4cbe318cffd2248bd01cfa8dbb21" title="Topic: typescript" href="/topics/typescript" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">typescript</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13199,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="04e28f62e4ab50d881a1ecb0e401e35a0bd529f7b8428dd537b0e6595fc71fd0" title="Topic: nextjs" href="/topics/nextjs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nextjs</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:14064,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fed79a814d9f1893c1e5f268921ad881afa227b74326641113fcaea0a8089d02" title="Topic: text-similarity" href="/topics/text-similarity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-similarity</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17205,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cbd6e0471e5bac42a9f3a4d3768b18bbc74081321d5c24a2544db42e74f47487" title="Topic: word-embeddings" href="/topics/word-embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">word-embeddings</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:128524,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cb39b2a4877b3391d6f5e71031ca897847c4f9f0bde3033aef85a6bbd36a9d1d" title="Topic: ats" href="/topics/ats" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ats</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-06T04:52:11Z" class="no-wrap">Mar 6, 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 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Stream data in real-time to PyTorch/TensorFlow. <a href="https://activeloop.ai" class="Link--inTextBlock" rel="nofollow">https://activeloop.ai</a></p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="73dd2cde55ebd4c61ee0833ab7e09b5d87187ae61d55d9a9a509f83644aea346" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17230,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3580d5cb2d9be7c0e8883c0cc5ad1b93936c7a0e0733dc0b2e88bb58207860eb" title="Topic: cv" href="/topics/cv" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cv</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21157,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e58be36cf4864334ac26292b324bc38b577513aa8ce6efb4b0ac0d37178eadc3" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21229,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="298fa263a795e9e33115e2270ce686ffe4bfcaeb85d88310a5af4b9ede459d0c" title="Topic: ml" href="/topics/ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ml</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5858c21cd4e862b4041efcbccda2869ce6dd03e543b5501d2a7d341e59f174bf" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:119062,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0dff4b2087a08dced607a10580e674129b0d62291c0fd261e4ccb58e37672e0e" title="Topic: datasets" href="/topics/datasets" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">datasets</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:177485,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="19b57ced0435b968d57fdf0f4c65872578b2604547dcdd6c2c2c6dfa1ba63aaf" title="Topic: multi-modal" href="/topics/multi-modal" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-modal</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:316045,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c3c9744ca168294fb16f11a36e9d3e62e2299f3cc4521da2aea7f43baa3a37b6" title="Topic: datalake" href="/topics/datalake" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">datalake</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:755464,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="00bc2b754c77583dca2930852d0bdab3d76956eaa2b932474cf02efe69cbe763" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdce97c6d445bc04f0b1dc0e306625df2080e7aafa3ec20eaefbfeef1a293ec1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1698442,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="127255091ee907f15ff72ac5db34b1807656256a1fa7e29a7005f41de10578ec" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1703574,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9ebd2df9dee5586bcde2122bd78e3141dc1a9434ad985e38dae17f20cca8a5b1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1860988,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5af0fc3befbf66a75959d48df051e084d03f64e935a58fc3948b4d9e40839799" title="Topic: langchain" href="/topics/langchain" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">langchain</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="2025-03-11T15:53:53Z" 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> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a 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.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" >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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:319,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f47cb109285f493b0191a3b738d699e8a5003e857a1248edcdbc1e01195e1b7f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:14176,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="14c7484474b269c08965391ea0e2629421ff88381595518683b5ce06d0157401" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:44090,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e8fb63dff61465dc8e0ab9083a69fb3257669d7f9c48354e03197d272d6764b5" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84428,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="15526879585ac40562ab976f47cb3b43aec4a00f56be6a9897f72635032b28c7" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:110667,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f7a343a8604f72b201a82b38fedcda33a54ce5e71d91fcd36abd31d8d73d9a90" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:126918,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2c4db9e6be41357f8f672b703e4ac6a6b487387d0618fe2f2864a20a9cf2992d" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196151,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0c32368067643dad368f8bafea0cec813481476fa234d1c71f3129e1d76871cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:403447,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="250c7be7464b638f2fcec872ce21ec24d6d5c25163d0d96ceb5e0bb237faef73" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:459577,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="043fd4249bac15acc0854c8cc8a40b71ef6b1d7cacbb218facbb8f8e2ccb6a9d" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1035336,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d4bcc097b34f5e1d8198814a75419f2e6ba8ccbc18c7349f02523fda8dc64d3c" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1675993,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="94e02f18d7c053e693087555bfce0e265de7ad2cfc7669c191e1e6a856f587e9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1703574,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9ebd2df9dee5586bcde2122bd78e3141dc1a9434ad985e38dae17f20cca8a5b1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1857396,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0820647bf1fc19f213c3f7d00ef96b87e5e7ead1aca25f4d18c0a0b9faec0731" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1860988,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5af0fc3befbf66a75959d48df051e084d03f64e935a58fc3948b4d9e40839799" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1861274,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d092799c6fbebd95c03e345b9b5cb2e42de11214d187f8ce629216c4cee664f1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1924121,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4b0bd601fd0969ab407c2170f3ce30881dc398ec73d880582808e81094ae2af5" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1955088,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="437e2a115738c1f1da65faee99e7ebadf2a770f7075de33ee5a6f94e993a6d4c" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1960574,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1f012f01f10604e89f50cef89eee45e72a8f55610c1ee9e6bd80e32e778aa25b" 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"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:60377070,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6c2ed608427e2691384d0fc4940fc66867f44e1a85f806aa53d82c594050ed58" data-turbo="false" style="max-height:275px" href="/vespa-engine/vespa" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/60377070/52cdb895-f04e-4ac4-a771-b6665bc77117" alt="vespa" class="d-block width-full" ></a> <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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:29299694,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bd9c98a7e42172ffa44c563c3962ac2b6b0663db577714306311d94900f469c2" data-turbo="false" href="/vespa-engine" data-view-component="true" class="Link">vespa-engine</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:60377070,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3fba1f5e7b31e705674e22e306cbe75b03454e678a3e8f90d7baf43f4ed871e8" data-turbo="false" href="/vespa-engine/vespa" data-view-component="true" class="Link text-bold wb-break-word">vespa</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fvespa-engine%2Fvespa" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-22T00:05:08Z" class="no-wrap">Mar 22, 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2131,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ac3b3a7aa3d80894fb9d0a7c7a7d8dca34d6ad4175150eaaab20a4cf73e351f5" title="Topic: data" href="/topics/data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21229,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="298fa263a795e9e33115e2270ce686ffe4bfcaeb85d88310a5af4b9ede459d0c" title="Topic: ml" href="/topics/ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ml</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5858c21cd4e862b4041efcbccda2869ce6dd03e543b5501d2a7d341e59f174bf" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:117956,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c91658bd6dcba8b8ba7b2d9a4e52490ad725335e63a75b90d3bb8feb2faf39a7" title="Topic: pretrained-models" href="/topics/pretrained-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pretrained-models</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196151,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0c32368067643dad368f8bafea0cec813481476fa234d1c71f3129e1d76871cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:754494,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c568280aca9ab5f8a82435a86627b2eb6038fa80b3299ad322b2dc850c71b8cc" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:755464,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="00bc2b754c77583dca2930852d0bdab3d76956eaa2b932474cf02efe69cbe763" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:846448,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3b723aed20bf634a268393b98144354e89580f89a770db5f4009e811bd876d35" title="Topic: distributed-ml" href="/topics/distributed-ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">distributed-ml</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1880194,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bf86a6fec6dd43bb3c626ec6ecb833191a81272827e1df875ec6c5b2a011aee4" title="Topic: llmops" href="/topics/llmops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llmops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1913108,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7a45e4c9eefda9f29e402e5540e504bb28a3ff17dea3298c3561622f26145649" title="Topic: llm-serving" href="/topics/llm-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1983559,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="980900431382dfe61fdb3f1c1e61c2ee052be1dbc29903e3929734455f2d3dd3" title="Topic: llm-inference" href="/topics/llm-inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-inference</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="2025-03-21T23:05:19Z" 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: #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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:6154722,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5be56a61eb23644fd157bcfe78fa641e68473738501317fba3299accd17594da" data-turbo="false" href="/microsoft" data-view-component="true" class="Link">microsoft</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:148464499,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="10e0dddf67a969e9ac19f2c7164da6045a4d3743bf1637a89180be481e834f84" data-turbo="false" href="/microsoft/SPTAG" data-view-component="true" class="Link text-bold wb-break-word">SPTAG</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmicrosoft%2FSPTAG" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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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="4883 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="4,883" data-view-component="true" class="Counter js-social-count">4.9k</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-148464499" aria-current="true" href="/microsoft/SPTAG" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;CODE_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:148464499,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ef1b0c35f11167fdb487ada2563f1691764bc3ac30a1733b7472e5c826ad2b48" 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 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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-148464499" href="/microsoft/SPTAG/pulls" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_PULL_REQUESTS&quot;,&quot;click_visual_representation&quot;:&quot;PULL_REQUESTS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:148464499,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b85c8aecc32f06c961f64717401063aaf5fb905c939d716bab3726af4978852c" 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 distributed approximate nearest neighborhood search (ANN) library which provides a high quality vector index build, search and distributed online serving toolkits for large scale vector search scenario.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:178033,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="298bb5c1c4b284995debabfd8377b8e05d400e3f37fa34b3a2f05fb3dd921d63" title="Topic: approximate-nearest-neighbor-search" href="/topics/approximate-nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">approximate-nearest-neighbor-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928139,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d37abfee22eb7db57da73e27441465421c274f86fcfb169b832c0e3a3caa0d2c" title="Topic: space-partition-tree" href="/topics/space-partition-tree" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">space-partition-tree</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928140,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="03bc478860e89c089eff89abf3d582441b61189ec996aa5d39959e69b84e0aff" title="Topic: neighborhood-graph" href="/topics/neighborhood-graph" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neighborhood-graph</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928142,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8934c4a94424debfbc4bb544eb71b4c692b70e0332f85030de3a30728463b323" title="Topic: fresh-update" href="/topics/fresh-update" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fresh-update</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928144,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="52f236dc55ad62cee14514cf9bd48e56fcd1f51fad8f652b4586819e37310f9e" title="Topic: distributed-serving" href="/topics/distributed-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">distributed-serving</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="2025-02-17T01:26:27Z" class="no-wrap">Feb 17, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f34b7d"></span> <span 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Also available on cloud - cloud.marqo.ai</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4fc30baf2f8ddccf84441b92c113541be7ffecca36631bec05d18b8e9c3637b2" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="514c81550792ec6f92c8243e48515448d70d323c6f596d991699d2a8d60da613" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2170,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e049a8c3ab425b879ab9634b1d5c0dfd35a0aaddf3098b8ccc1efa6e80966e20" title="Topic: natural-language-processing" href="/topics/natural-language-processing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">natural-language-processing</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2171,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="03f98f349500d35176a2013dc1814760751bd83ea6408c459605bd3fa0a4f8c0" title="Topic: information-retrieval" href="/topics/information-retrieval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">information-retrieval</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9aed0d07cbdae811dcea5e27840914af03dcd9287061989563dff62ba962ac8c" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21259,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="764c8644aaee6a4de930f70898c327455d1edd6d2ee819e0dce94985e28f0a71" title="Topic: transformers" href="/topics/transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformers</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:75122,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5195f8873a31f140a4cdf726c7af40154ead237452112ffb4bc654fccb21e116" title="Topic: machinelearning" href="/topics/machinelearning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machinelearning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:110667,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f7a343a8604f72b201a82b38fedcda33a54ce5e71d91fcd36abd31d8d73d9a90" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:150745,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c76937fe39def2676b9c02eee16baca71e0727a964154d4e24b63624606a3e32" title="Topic: visual-search" href="/topics/visual-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">visual-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:177485,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="19b57ced0435b968d57fdf0f4c65872578b2604547dcdd6c2c2c6dfa1ba63aaf" title="Topic: multi-modal" href="/topics/multi-modal" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-modal</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:180270,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5d2287b15744e838baf784e3624d5233dfe8fd814bae4d066de6fdf47a7f3e57" title="Topic: clip" href="/topics/clip" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clip</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:184242,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="122d4e8db5e5f62f33a8848fb37f2462e18095579b411826fbc80da314a3ce75" title="Topic: knn" href="/topics/knn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196151,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0c32368067643dad368f8bafea0cec813481476fa234d1c71f3129e1d76871cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196454,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="18c8376d0e5b1633acf5c4ed6cf0b9ddb0c834053698bb68553e5c9fc6cbf5dd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:767070,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="12cf90773617123dcbd5011162431c583ae4abcb83cb112afa62ade63dbfa62f" title="Topic: hnsw" href="/topics/hnsw" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hnsw</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:986592,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a6e4766cda2e90b76a076b7bd2263445d928b80f44d6c8b049e0250fe0951a87" title="Topic: vision-language" href="/topics/vision-language" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vision-language</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1698442,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="127255091ee907f15ff72ac5db34b1807656256a1fa7e29a7005f41de10578ec" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1797446,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f9e8f9504a31d72bd88eb0125007832151029722f2959b9714f03c4702bffc37" title="Topic: tensor-search" href="/topics/tensor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensor-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1857396,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0820647bf1fc19f213c3f7d00ef96b87e5e7ead1aca25f4d18c0a0b9faec0731" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</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="2025-03-22T01:12:06Z" class="no-wrap">Mar 22, 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4fc30baf2f8ddccf84441b92c113541be7ffecca36631bec05d18b8e9c3637b2" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:618,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ab05ceff639f395593ec475501f6f47a34dff12c4663b5af0b1febe82853e5c7" title="Topic: iot" href="/topics/iot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">iot</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73435,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="988d6c104467fd49abf59d0790c0f46a752c7a00e3dc74b58c396aeebde1d407" title="Topic: full-text-search" href="/topics/full-text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-text-search</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:111037,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d99bc86fe766ff3d0c09cee864de190a8ef504641c20edb3499c35691010c02d" title="Topic: ravendb" href="/topics/ravendb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ravendb</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-21T22:38:04Z" 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: #178600"></span> <span itemprop="programmingLanguage">C#</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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:515204860,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8a229f9c6e8a9d7e5d44b1cdce899bdb6a93121131db44da47ddb34add5ea232" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:446,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4fc30baf2f8ddccf84441b92c113541be7ffecca36631bec05d18b8e9c3637b2" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13514,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b5db03495a039ef4bfe05c7073712d2e89bda7b2cdd680e980f364c2bcd868cd" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:34731,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="abb2f03569244c7f2cda9e1ca9b303f24bdd3421161b9e25c02e53dad7e042d6" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbor-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73435,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="988d6c104467fd49abf59d0790c0f46a752c7a00e3dc74b58c396aeebde1d407" title="Topic: full-text-search" href="/topics/full-text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-text-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:178033,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="298bb5c1c4b284995debabfd8377b8e05d400e3f37fa34b3a2f05fb3dd921d63" title="Topic: approximate-nearest-neighbor-search" href="/topics/approximate-nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">approximate-nearest-neighbor-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:224896,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d9f7cc930fc2cbecaca283a0dcda195eea047b354e633dc89d6e4ffc3d451669" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:300247,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6cad6f40fae642138660968ff67878141ed6d46a2c6ad6bc508b2bd05fc35276" title="Topic: bm25" href="/topics/bm25" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">bm25</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:315676,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ac20bdd8f5e5dda435fed051584ac1c0534b9b202331e0a22abd2e3fcc6d7e5a" title="Topic: information-retrival" href="/topics/information-retrival" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">information-retrival</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:510416,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d4d5c7b715126c94165012d953ec7d180d5cd153a2b746db0d679f35e5dd5545" title="Topic: cpp20" href="/topics/cpp20" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cpp20</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:754494,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c568280aca9ab5f8a82435a86627b2eb6038fa80b3299ad322b2dc850c71b8cc" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:767070,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="12cf90773617123dcbd5011162431c583ae4abcb83cb112afa62ade63dbfa62f" title="Topic: hnsw" href="/topics/hnsw" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hnsw</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdce97c6d445bc04f0b1dc0e306625df2080e7aafa3ec20eaefbfeef1a293ec1" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1428264,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="daddb05489eeb5aacc40d7d6146410041ad3bbf2d057f6b295791e21bf77b5c3" title="Topic: hybrid-search" href="/topics/hybrid-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hybrid-search</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1656420,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b8ab96468b0c6260110b83cbacfe5418288fd12fd3872bd2f8e3c43adda09628" title="Topic: cpp20-modules" href="/topics/cpp20-modules" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cpp20-modules</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1813602,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="12ed975c88e81aab64a05b84310928595d9f21cd2e5cd638861b7dd73abc6362" title="Topic: ai-native" href="/topics/ai-native" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-native</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1938392,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2173a4b3d86c61896dd5c3ba108976c98954665fb3a10d849462048fe6308bcc" title="Topic: tensor-database" href="/topics/tensor-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensor-database</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2003999,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e743a5b92a877f54a2f045a7a947f6e7b5cf7d7e2e6a289cb72408d5f2bd292f" title="Topic: vectordatabase" href="/topics/vectordatabase" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vectordatabase</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="2025-03-11T13:08:58Z" 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: #f34b7d"></span> <span itemprop="programmingLanguage">C++</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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:629313011,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1d19ae1d9fa2a56604201f788cd03745c063c18741f2422351468f00993cd174" 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 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Upload your own custom knowledge base files (PDF, txt, epub, etc) using a simple React frontend.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="99dcd372a2f3a8f01a5175adb11dbc027b3c4ffe4bfe06e1f3d9d4f89e7b1d29" title="Topic: react" href="/topics/react" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">react</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:194,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6082ba37b778306355ac248aa3a5797aa7a06db6de705130526cb73a80680571" title="Topic: go" href="/topics/go" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">go</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="514c81550792ec6f92c8243e48515448d70d323c6f596d991699d2a8d60da613" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:24132,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b22172577e7a6037bdf54c89e6fc6d0f0289a5dbe8d137106a1d55fa52deca9b" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:44090,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e8fb63dff61465dc8e0ab9083a69fb3257669d7f9c48354e03197d272d6764b5" title="Topic: openai" href="/topics/openai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:928141,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="166cbe61db1010dedf2167a5321c5d6df542fc7399c8915827697459f774b563" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1322860,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2ccec26ac6bfd5d8847fde826488bf2e256c1704e02f435e1ae56b39596a5572" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1857396,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0820647bf1fc19f213c3f7d00ef96b87e5e7ead1aca25f4d18c0a0b9faec0731" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1920920,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bb64155ef796dac880fdefed736874d0270bb470a6b734ba7fce0a797ce3283e" title="Topic: qdrant-vector-database" href="/topics/qdrant-vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">qdrant-vector-database</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="2025-01-26T11:12:37Z" class="no-wrap">Jan 26, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2553301,&quot;originating_url&quot;:&quot;https://github.com/topics/vector-search&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b8db7f8f4c2870532109f365f4642002986f1b5831d662d4d6d71f25934af682" title="Topic: text-splitting" href="/topics/text-splitting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-splitting</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="2025-03-22T00:19:34Z" class="no-wrap">Mar 22, 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> <!-- '"` --><!-- </textarea></xmp> --></option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/vector-search" 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&hellip; </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, image, and links to the <span class="text-bold">vector-search</span> topic page so that developers can more easily learn about it. </p> <p> <a href="https://github.com/github/explore/tree/master/CONTRIBUTING.md?source=add-description-vector-search" data-ga-click="Explore, add description, text:add description" > Curate this topic <svg 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999999" data-initial-cookie-consent-allowed="" data-cookie-consent-required="false"></ghcc-consent> <div id="ajax-error-message" class="ajax-error-message flash flash-error" hidden> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> You can’t perform that action at this time. </div> <template id="site-details-dialog"> <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open> <summary role="button" aria-label="Close dialog"></summary> <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal"> <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div class="octocat-spinner my-6 js-details-dialog-spinner"></div> </details-dialog> </details> </template> <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> </body> </html>

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