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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 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0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">Security</div> Find and fix vulnerabilities </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;actions&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;actions_link_product_navbar&quot;}" href="https://github.com/features/actions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-workflow color-fg-subtle mr-3"> <path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 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" 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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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Our mission is to provide the tools, so that you can focus on what matters.</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b58644fb2685b571db9ce4466cc131f480222e63f76d6adc00e54c7de9d3babc" 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;:8976,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1342b408690ac214017c5d7918331f50b47ee04f6d686567fcd0e8d3dacb2558" title="Topic: web" href="/topics/web" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">web</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="456c4016870a306954ded423fa8d37a8a34479e8c9b073b94cbf6187a43acfec" 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 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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;:1776314,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2303f07f629a04ef94c9e0311b9056b294fd01968f0ea55764eaa60db994043b" title="Topic: stable-diffusion" href="/topics/stable-diffusion" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">stable-diffusion</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="2025-03-04T16:11:29Z" class="no-wrap">Mar 4, 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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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7580,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0926988359f4a46a71fae2cd1bb4242844340d2340581191c577f8f5a13c55c5" title="Topic: ui" href="/topics/ui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ui</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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;:22905,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e9b8575bd6ffa3d15decb21ba4645c197654dff59a5726934e259aa5fc328680" title="Topic: self-hosted" href="/topics/self-hosted" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">self-hosted</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a236dff114fd896c21317086b7e6ccef1fa7d74fe7bcb6336e94da4af3b682dc" 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;:1703574,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c50dd97bf4a48354d1f1ef92c4b272525e12f83926ca39a4114ff4abf59658e7" 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;:1807138,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="de81474f4faf1d4ecc9ad6b691e31c51afcc94632ea59318fbad48b7b6baae37" title="Topic: llms" href="/topics/llms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llms</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;:2041454,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2ea974a9a77c29dd6be3dba7f3757c350076fd6454e75c9f4c7f9086e87c351b" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2497079,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3dcca8d8b6fff25e10dbc703b030eea4d4cb2fbdaacd57d8f14e17347e108fcd" title="Topic: llm-ui" href="/topics/llm-ui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-ui</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;:2524660,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="dcd926aa29c3cf779752cacc3fe07d932ba9ed957331ecbc8ad761ece2e9d0a2" title="Topic: ollama-webui" href="/topics/ollama-webui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama-webui</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;:2559276,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d3520ce6cb2f07c46956a3664a36f28834a6a9db7964e276d7fbe5d6bbdbc775" title="Topic: llm-webui" href="/topics/llm-webui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-webui</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;:2667289,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cff6faaedc9d7cced9c85d65035389fa8b74ae12ac7789686d8813a7d25902f1" title="Topic: open-webui" href="/topics/open-webui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">open-webui</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="2025-03-21T19:33:52Z" 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: #f1e05a"></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;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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;:22835,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1bf2976d9a486c3dc841a4ca3f7d4faade4f7c3f3d04fbcf9c6d81c286a6563b" title="Topic: data-flow" href="/topics/data-flow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-flow</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;:61446,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcb1691c64b6674e4425cbbc3d02f0832c2e8e9d87268cd154669f38ea818b6f" title="Topic: ipaas" href="/topics/ipaas" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ipaas</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;:151079,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6abc9730a85a86a65371d4b3541e1e51d3503914a0a5cf369d6a2c733ec5a699" title="Topic: automated" href="/topics/automated" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automated</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;:1214131,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fe7ecbaf598b55fb9ec1b26418846c5bd5a093f2e8c08803ab8da5e3b5372a39" title="Topic: low-code-platform" href="/topics/low-code-platform" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">low-code-platform</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="2025-03-21T19:49:33Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3178c6"></span> <span 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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-643445235" href="/lobehub/lobe-chat/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;:643445235,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a5114212f9256cec5b54371f2ee539dbeae07b005974d0da843da4b59407408" data-turbo="false" data-view-component="true" class="tabnav-tab f6 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chat framework. Supports Multi AI Providers( OpenAI / Claude 3 / Gemini / Ollama / DeepSeek / Qwen), Knowledge Base (file upload / knowledge management / RAG ), Multi-Modals (Plugins/Artifacts) and Thinking. One-click FREE deployment of your private ChatGPT/ Claude / DeepSeek application.</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;:244,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="08ba6d7bda1747f8af972c40959baab4e4b7e09915de9987ee114fa12053c984" title="Topic: chat" href="/topics/chat" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chat</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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;:13199,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bb6ce30acf4445f934d15997b3c6c46c6e373e67373b302a59a14eb0faa1cb08" 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;:35131,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="93ba3c0e0cd72df9c1b269890674baccf8e9115d00d8ca7254a9873bea773d76" title="Topic: gemini" href="/topics/gemini" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gemini</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a236dff114fd896c21317086b7e6ccef1fa7d74fe7bcb6336e94da4af3b682dc" 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;:74230,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="88b98f06c885763c9d961b23dee049910df7395c93af790352d405d006312f05" title="Topic: artifacts" href="/topics/artifacts" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artifacts</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a60b8168fa6bdf38aa5175c141859fc7b4bd671019b5d006fd1efb80ffbc57ed" 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;:123985,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e890d4078b4bf5a4da14acd164f11e7e3aa5d04af25c8b71609f7a4fb629d578" title="Topic: knowledge-base" href="/topics/knowledge-base" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knowledge-base</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:422184,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="746004815dc9d7dd3e3887569e21bdd23d67621bfcb001b570ccd21f34db198a" title="Topic: claude" href="/topics/claude" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">claude</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;:1857396,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7a65f6c42317d9b99d7c16912d5bf6b76661df15e85d195c3ce354566ff3c395" 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;:2009598,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3ffe34df63d9f4636393504cda519e49e647f85b62d0ae31094632b83b2b0aa7" title="Topic: function-calling" href="/topics/function-calling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">function-calling</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;:2041454,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2ea974a9a77c29dd6be3dba7f3757c350076fd6454e75c9f4c7f9086e87c351b" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2594233,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ae949394ed3a140be6da1d7ca1c5e749c39b451cd54643629da1a52b30916fe5" title="Topic: deepseek" href="/topics/deepseek" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepseek</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:3201741,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="710242823797a934dbe8d78d698a40f99c5937c4f5dba2bb4adb06bd70fc00d3" title="Topic: deepseek-r1" href="/topics/deepseek-r1" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepseek-r1</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-22T00:28:39Z" 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: #3178c6"></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_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:575340621,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d6ffa5c497f2c0168b2cdda2ecdb151ae10bacc0451d253685b565fe3fda5a07" 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;:53,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a3ec1e6838265a88d60a22e0684570b889c64bbd3ecb98e0eb344c94fb2ec40" title="Topic: desktop-app" href="/topics/desktop-app" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">desktop-app</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;:198,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a60e292a5c7d8ee33ef41f32e698365c782ed61bd7f680dfc3342ce6ce0ee596" title="Topic: windows" href="/topics/windows" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">windows</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;:199,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="df029fec9985600ad3a1163844460142f520edfff835db376fa73b2637692b5f" title="Topic: macos" href="/topics/macos" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">macos</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;:200,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1ee00f4db6e7956a59bc97819c1d9591f2f0d71f371dc490ce0d043c2719bd9a" title="Topic: linux" href="/topics/linux" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">linux</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;:300,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d1fed1001bb99bb49f9a081d6874a404bb88023f7cfd900225d9bc048ed06522" title="Topic: rust" href="/topics/rust" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rust</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;:758,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7b451b526dc7f596ea8ca3b916ac8c17122da50d748892898ef26e3874fe608e" title="Topic: application" href="/topics/application" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">application</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;:769,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fc162a1fc3f2277dabcfd073eaa5164dff103c03a66981f2971d117dee70df29" title="Topic: app" href="/topics/app" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">app</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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;:9218,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0c8f656b7cbc92e5d138b054b1d62dfca1c3dbe97e735b7c24883871bedfcb19" title="Topic: webview" href="/topics/webview" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">webview</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a236dff114fd896c21317086b7e6ccef1fa7d74fe7bcb6336e94da4af3b682dc" 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;:110667,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a60b8168fa6bdf38aa5175c141859fc7b4bd671019b5d006fd1efb80ffbc57ed" 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;:417554,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8d90b7c46af1f2f204885f2156c159960b982503e446f3b6a7722c681d0dc231" title="Topic: notes-app" href="/topics/notes-app" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">notes-app</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;:564728,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5e72bcf0bdd645ec6aa8b232b286a9a40d76026061ba32c945d62a4b82bb3fb9" title="Topic: tauri" href="/topics/tauri" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tauri</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;:1312347,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="88694e1a9f7a48060130a06aadbdcfa0b9e74116a1332b25a92a340f56e872b0" title="Topic: gpt-3" href="/topics/gpt-3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt-3</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7a65f6c42317d9b99d7c16912d5bf6b76661df15e85d195c3ce354566ff3c395" 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="2024-08-29T17:58:11Z" class="no-wrap">Aug 29, 2024</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;:4467025,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="545ba7d4a5cdcd93b6c3412b19fcbdecbae183a73a6ca6adaff60d844800acc1" data-turbo="false" href="/AntonOsika" data-view-component="true" class="Link">AntonOsika</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;:634224458,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f5d55d101781115a1d6b2722589a914ba6fe20adb33f6a393f955e75be5e4dc5" data-turbo="false" href="/AntonOsika/gpt-engineer" data-view-component="true" class="Link text-bold wb-break-word">gpt-engineer</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FAntonOsika%2Fgpt-engineer" 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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Precursor to: <a href="https://lovable.dev" class="Link--inTextBlock" rel="nofollow">https://lovable.dev</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b58644fb2685b571db9ce4466cc131f480222e63f76d6adc00e54c7de9d3babc" 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;:44090,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a236dff114fd896c21317086b7e6ccef1fa7d74fe7bcb6336e94da4af3b682dc" 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;:74146,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c0d7e82d6891113ab282af4abcec8f602a70c33b2b6aee8de5fcb3ed7692f18f" title="Topic: code-generation" href="/topics/code-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">code-generation</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;:1068592,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a3f3f2430ebe568ae5b851ebab114d37caa7a942536d2f5e42b0c20afaf88f53" title="Topic: coding-assistant" href="/topics/coding-assistant" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">coding-assistant</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;:1331643,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c4ddea45eae6d17e60f08fffe4caa3aa1baac4534f97ac4fdd65447f007c929c" title="Topic: autonomous-agent" href="/topics/autonomous-agent" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autonomous-agent</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;:1516773,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ed8d0af04c519e587bf5969e4319a720608fb584d72555a53d1a30dda7be1bfe" title="Topic: gpt-4" href="/topics/gpt-4" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt-4</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;:2012416,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4ea0d54b3c8291d7330b643e54c3530928681e125b50f19abe5ed6247b601b72" title="Topic: gpt-engineer" href="/topics/gpt-engineer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt-engineer</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;:2469320,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f3d48dd0ddc120014f3630babf7e5fe00cc0f450b955e11dc54966a1ab642345" title="Topic: codebase-generation" href="/topics/codebase-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">codebase-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="2024-11-17T22:47:32Z" class="no-wrap">Nov 17, 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 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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;:130688011,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f9b8dbabb67e221c2178197ca908ff1b4065f2c0a883f111603f817a40098b8d" 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 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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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a9d8bb78ca7319ce5ebd101a299721b6a2b30b94fe451dedaceeb8d9d6547055" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="86e519e958226d4c6c6fe2f2bc2ad1320a0c655e584dff15ae9f0941a2740aba" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="146b2c164daee395406d491762c31f55334e13ca3902850cb1942dc6e869d364" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a156a60b72bbef8b9e1cb11eec7074e87babaa39c7a7e7949a47eea4b18e8e9a" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="376496847811a566e32bdb9ecad71ded3b06debf7fd227977d9505ad51b2e3d0" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="58d1325ec2bba7ed1d7c8aaf270c583f1fced3c9928a84ea765276ac8465ff61" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="399349aa9e020c696521fd597da28d7e0aa94910368049a3910190e64e736a7f" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9df281d0525dff2e3281654e3399a30004b942bc4ae2f316e5d266e398322e2c" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f05b17deda3964a88e62a9fc652e4b24e0e1ca75aa8167e0d0cf6ac23f6dcfed" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9595f8de19897ab4e691ebb20e36481f015ca182342c4e386db6cedd67c262df" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="535e0ea3f39bb01b2641688d0f270483672d6151b28be7aa32e073034fd245d2" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e08337f88ca3ddb665df8808b727668d2e9b544f8f14ce9db81ecbfcf70c23ce" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="252002ee6053df66484875b3ceac339404725f2e8037de3ae772c91c0f7037a8" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8901ea53c0194d27a21d3a7000f97afa16d70f1cd56fe27e6c4df13a7935d988" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1ebf7ca24f9ff80b6464b8407ae746ffc5a31fb18eae27c47f9a11f40272050a" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="420f56b81beb650cc6009a71525addc71369d5bd80d1f565958edbc7fdea61a0" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8ca88efed31966e16a059e1c05097f881c82b35cbe24c4945d1252e52fbb945b" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5d6c013aa1081c269ab07d579121c304ba7b2da1a7917d67a2c50c860d82f2a9" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3c9e9339f64b709fbc16b32db449113db42f44e8de300fa289d697a4401b14f3" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8c1f0cddb5cdffa2b06ff20456da43209948603b659d1dc55398a804c774c89f" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f1d7b5919bc5572f9e148b6102e7b942ce7a1899484e2e81ec3dfe007e1812f2" 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"> <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;:1267200,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2445ffcffde50fbddc295248c07c51752658a4d21f639dfd744544039759f2ec" data-turbo="false" href="/hacksider" data-view-component="true" class="Link">hacksider</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;:695864515,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b87ab4630976ead242769277eca664d7c0822d20239f202b8a251c92dfcf9f69" data-turbo="false" href="/hacksider/Deep-Live-Cam" data-view-component="true" class="Link text-bold wb-break-word">Deep-Live-Cam</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fhacksider%2FDeep-Live-Cam" 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="44987 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="44,987" data-view-component="true" class="Counter js-social-count">45k</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-695864515" aria-current="true" href="/hacksider/Deep-Live-Cam" data-hydro-click="{&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;:695864515,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f44245530e715ec7f993e4f20903c68b3ac09d8cd2c606b9860264b7c3759891" 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 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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-695864515" href="/hacksider/Deep-Live-Cam/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;:695864515,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="18ee21946d4d2564cd8d3a17ca0c3786f81a9b17f8471f5fa0e8826e584dd084" 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 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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;:695864515,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="919b0190deddff55569a859c92bd25936a8283913befed31cf74e093f3ca3a9d" 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" >real time face swap and one-click video deepfake with only a single image</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;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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;:16937,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c9dba6fd3b5254447a8d291acfbb22250976a88cedb7813e4aef5d8ba837b10c" title="Topic: realtime" href="/topics/realtime" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">realtime</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e279a5852055dd1ed0cfbf53a6130996fdf5128466cf5f42eb8d9825a82c4dfe" 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;:35538,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8e1cf71415b76e900f970929710257c8981fc5ef4071986e6bc86e335ef4fa0e" title="Topic: faceswap" href="/topics/faceswap" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">faceswap</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;:43348,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9aa1fe589698e53ed0218314915cede0de28d3ae5fc56e59962aa4e436cbb200" title="Topic: gan" href="/topics/gan" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gan</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;:84561,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="34613413b55a5919b841ebe9d767c438583f5e5207d9a682946148eeec0f713e" title="Topic: webcam" href="/topics/webcam" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">webcam</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;:582283,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ae97bbecd8c85d09f26f528e539bb3bff1de631e6a89b0c6eec60943c345310c" title="Topic: webcamera" href="/topics/webcamera" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">webcamera</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;:805355,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f5a754368d4b3f74ec4c0d109f35fdf0ff862695a951cd17c13c4cd262dfb4ac" title="Topic: deepfake" href="/topics/deepfake" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepfake</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;:1242243,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="62e7b2c13e1eb5f6c23c839df533297404649f6b85b68ff10b467cbb8bdf4920" title="Topic: deep-fake" href="/topics/deep-fake" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-fake</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;:1709161,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="01cb5efd5370437ef4172a9b2b12f37da5779c57ebfacd62b5f2cef78d296d55" title="Topic: ai-face" href="/topics/ai-face" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-face</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;:1861173,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1c92ef187ac66605dbd1d99b96ef3261858a30db5bddc7dafe723b5d65f020cc" title="Topic: video-deepfake" href="/topics/video-deepfake" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">video-deepfake</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;:2511007,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a96ace850ca808753a775c69543d1067438596ef09a0f7d6a468fb4261054192" title="Topic: realtime-deepfake" href="/topics/realtime-deepfake" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">realtime-deepfake</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;:2511008,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="caa805aa479205475d3d1f973e8e4473bc30bfcdb64eb6e82cfb98b6d0dd4f84" title="Topic: deepfake-webcam" href="/topics/deepfake-webcam" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepfake-webcam</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;:2511009,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b8b586c8dde33c6e4e8c654df0edc8af02ecac2176aa63e187a8bd5ec66d7ac8" title="Topic: realtime-face-changer" href="/topics/realtime-face-changer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">realtime-face-changer</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;:2511010,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c7ea72ac9d538b1991a6c04e5a3c64408a4bc8a1c6451e786cc98dac6087da19" title="Topic: fake-webcam" href="/topics/fake-webcam" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fake-webcam</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;:2519891,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="95e3555a8d5308477611c1a43a7d056b8db43c5cb6e180999dd60172e80f6c72" title="Topic: ai-webcam" href="/topics/ai-webcam" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-webcam</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;:2519892,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8e377ac079d8f5aa6501e3720321bb210d8053f4d8b6509b819d67c85098688b" title="Topic: ai-deep-fake" href="/topics/ai-deep-fake" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-deep-fake</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;:2969683,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="58bf1613d5f37fcdc7ee2cc6bf4f26a679943a7c289ff3f10c03b368cc56d149" title="Topic: real-time-deepfake" href="/topics/real-time-deepfake" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">real-time-deepfake</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="2025-03-18T21:30:33Z" class="no-wrap">Mar 18, 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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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:273,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8215d719be85cd57d37b931178c0868a0108c8ab7b70c6a0e53671b62234a682" title="Topic: agent" href="/topics/agent" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agent</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a7016c47eb5d35e9ee21e81f77e6474744d156a94e238c6b45400c1cd1d03dd4" title="Topic: transformers" href="/topics/transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformers</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;:111023,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="badedeb1b1602ec982d0767c587918ac51c355deb606d34fe4632dad3ce981a4" title="Topic: lora" href="/topics/lora" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lora</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;:151594,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="39d068b77e412c225d1069157967672dee22b14220a0e315220e3713138cbfaa" title="Topic: quantization" href="/topics/quantization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">quantization</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e320cee510a9b5b138831d4d4ba5c3bd94748ffe0defa94fc725a94c650f8bfa" 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;:360171,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="acc0ddfb6c8769922973de6e25dc6de6d83bdabbc5125fb9a85d6a045333c827" title="Topic: mistral" href="/topics/mistral" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mistral</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;:510934,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cc00f9e19f60f0a32d794027cdcaefe2717f0852735553580ace9af8c02c15d7" title="Topic: fine-tuning" href="/topics/fine-tuning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fine-tuning</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;:578303,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfe59cce4bc38211d472702d689de456cfb34e380a61743b6eb6f61be83d9876" title="Topic: peft" href="/topics/peft" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">peft</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="29625c9d4abe3c727e6ef0ec1e3dbf6d7ef23f17851ebd840669c6cdbdfadd08" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c50dd97bf4a48354d1f1ef92c4b272525e12f83926ca39a4114ff4abf59658e7" 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;:1866250,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9e60e09fe84ed26e53b70ba6d610a1e973ae9e94d9461a8e0db8833ea6b82fe6" title="Topic: rlhf" href="/topics/rlhf" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rlhf</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;:1885110,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="033d7be3bb181d2061a739f568217b67af8c2eb0ebec826a947c1bc360c871d7" title="Topic: instruction-tuning" href="/topics/instruction-tuning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">instruction-tuning</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;:1936262,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="57eee96f1c66fb688a0a125aaddb4e01d197e0e47d1ab8827c654622205dccdb" title="Topic: chatglm" href="/topics/chatglm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatglm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1993842,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8cd4f109c92aad5ed5b78571e14925e7e25755adebdc9c115a30ace6c2d1bcc8" title="Topic: qlora" href="/topics/qlora" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">qlora</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;:2833135,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1f7bb005205639c4b240c1a6fe377bcdc35927b0621a634460ddbc2f52498f50" title="Topic: llama3" href="/topics/llama3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama3</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="2025-03-21T02:56:48Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> 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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;:669879380,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="00bb2c2c50df95133eae09d309e634545a12b6dcf6e42998c53792a08e2df75d" 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;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b58644fb2685b571db9ce4466cc131f480222e63f76d6adc00e54c7de9d3babc" 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;:110667,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a60b8168fa6bdf38aa5175c141859fc7b4bd671019b5d006fd1efb80ffbc57ed" title="Topic: gpt" href="/topics/gpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt</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;:1698442,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="29625c9d4abe3c727e6ef0ec1e3dbf6d7ef23f17851ebd840669c6cdbdfadd08" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c50dd97bf4a48354d1f1ef92c4b272525e12f83926ca39a4114ff4abf59658e7" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7a65f6c42317d9b99d7c16912d5bf6b76661df15e85d195c3ce354566ff3c395" 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="2025-03-21T16:29:51Z" 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 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</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;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="456c4016870a306954ded423fa8d37a8a34479e8c9b073b94cbf6187a43acfec" 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 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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;:21466,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="473bd1d5834a24d16235a22aac34f56d98cfc3ecd70410923f663b100c903dc1" title="Topic: inference" href="/topics/inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference</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;:470637,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ed7be5c17676522fa8f4eb71bf99a4265b32e1aace9d2ac317e0ab648c20e2b3" title="Topic: model-parallelism" href="/topics/model-parallelism" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-parallelism</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;:1013883,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="81542870d378dc8dcb603db509299bae4a7ff1691f8f3d747c3e015e9c3da35c" title="Topic: pipeline-parallelism" href="/topics/pipeline-parallelism" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pipeline-parallelism</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;:1616946,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="97f7b81cfd2d0b16e581bad5fe5fabc10d23bec06ba3431ee7ca054cc6cb06f3" title="Topic: foundation-models" href="/topics/foundation-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">foundation-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;:1732451,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f0e9f22effa00b0f89fc7217a41e51600c5ac59ea9d216017d0fe69a466ea72c" title="Topic: heterogeneous-training" href="/topics/heterogeneous-training" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">heterogeneous-training</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="2025-03-21T10:31:01Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span 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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;:26783295,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="64ecbf3b69dd5b75de7dfa936363c860e4f1202878c6c156a383f959277f1737" 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;:281,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="23bbf63d52c5867fb85f409ea421dc9b6bd7d4c85b963cbe0ad720b1b21fb5e6" title="Topic: docker" href="/topics/docker" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">docker</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;:282,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c6949761ae0925c618e846ad1c689a32133ac4497be4ec0186f37130d06b9b65" title="Topic: nginx" href="/topics/nginx" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nginx</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;:290,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0f39a4bd7b5928edb3c6c295f80b1bc825ea7ce94aa935e218585295b9698ccc" title="Topic: kubernetes" href="/topics/kubernetes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kubernetes</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;:890,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="74e802d87c8d75c36e5d48227488bddfaa08d7567b4128f55404c0c39324ada2" title="Topic: devops" href="/topics/devops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">devops</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;:7520,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="665fb7e608a6d89e68630c269dc4b47ec44d512616de2a8ddee39ba9d24029b7" title="Topic: microservices" href="/topics/microservices" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">microservices</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</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;:9643,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2725efadb0111c64df8b90b4eca0e3479bf13e792d1fa0778b1ea58a3b554462" title="Topic: serverless" href="/topics/serverless" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serverless</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:10239,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1478be2f293c125c4ee46c1d593d4f51f120e55f5cc1a1fea36a9a959dfd4ca6" title="Topic: consul" href="/topics/consul" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">consul</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;:12732,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="79da562a2754a9af18e8adcefddaf77bd1a10d01a4cad21743a136ca52aa8d6a" title="Topic: api-management" href="/topics/api-management" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">api-management</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;:12824,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="53cafda1cd573a7428982f7cd8e08e8edd835b65c80fc3a234077fd261ce78e7" title="Topic: api-gateway" href="/topics/api-gateway" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">api-gateway</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;:21181,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7880b022d8f49457ff5db50ff63f8f7104a749072fdb116a863aa6a9db949e0a" title="Topic: luajit" href="/topics/luajit" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">luajit</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;:23587,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6c296f8db65868f6bbb521780b7598ddb049b8cc6505749287d0230e65223435" title="Topic: reverse-proxy" href="/topics/reverse-proxy" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">reverse-proxy</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e279a5852055dd1ed0cfbf53a6130996fdf5128466cf5f42eb8d9825a82c4dfe" 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;:39063,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7d3e6062867a367bbedf4fb7427922e0fbb9102c7541ece371b100eb11b26463" title="Topic: kong" href="/topics/kong" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kong</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;:61465,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="df9cf0ca94c00818efbdee515579fba538fa751a369e786624ad1707fa871d22" title="Topic: apis" href="/topics/apis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">apis</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9739d6c71916f136252c1f9ba6b0d2447a15847de4cffac3f832ffb6768257cc" 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;:150114,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d09050e64862f6c38f511b0a9d2fefd41faf6573eb70fab641a0b1527af25fd9" title="Topic: kubernetes-ingress" href="/topics/kubernetes-ingress" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kubernetes-ingress</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;:459433,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a526c11f55cb08ea13f4ddb8e6a687b47afe2c9a743d6d010a758b94ce978d4f" title="Topic: kubernetes-ingress-controller" href="/topics/kubernetes-ingress-controller" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kubernetes-ingress-controller</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;:2550491,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ba6d3d542ff352781c40166e7b5dfec229b9d0ea81f9059997a1f1906407c010" title="Topic: ai-gateway" href="/topics/ai-gateway" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-gateway</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="2025-03-21T14:53:39Z" 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: #000080"></span> <span itemprop="programmingLanguage">Lua</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;:54801242,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="337a078213d8f6eca35b25199fc65efdbbd13761943fbc658df3855845c99496" data-turbo="false" href="/ClickHouse" data-view-component="true" class="Link">ClickHouse</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;:60246359,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b04ef4629eb27f21fff02d374c403b98f5606d6362291050fbcb93e410d8457d" data-turbo="false" href="/ClickHouse/ClickHouse" data-view-component="true" class="Link text-bold wb-break-word">ClickHouse</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FClickHouse%2FClickHouse" 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="39661 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="39,661" data-view-component="true" class="Counter js-social-count">39.7k</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-60246359" aria-current="true" href="/ClickHouse/ClickHouse" data-hydro-click="{&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;:60246359,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7213ded5a235be9997f1d84779ec70ffb70195b3d5a1e72d42cad280241d1fbb" 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 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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;:60246359,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bb2f9a92c067a60378f4fb7580ad2515b5fbe90ae2630436e5bf3c462115574d" 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" >ClickHouse® is a real-time analytics database management system</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;:300,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d1fed1001bb99bb49f9a081d6874a404bb88023f7cfd900225d9bc048ed06522" title="Topic: rust" href="/topics/rust" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rust</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;:7595,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8788d4d947ee1bd2ce031e911fe34cc40462f485273c278d7d72b3d672eeb4b9" title="Topic: embedded" href="/topics/embedded" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedded</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;:8929,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cdda034ba666d237e18a816ad96ced0e3562735f8d1aea06f79e71e79e5b0ee6" title="Topic: sql" href="/topics/sql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sql</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="58d1325ec2bba7ed1d7c8aaf270c583f1fced3c9928a84ea765276ac8465ff61" 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;:9009,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="406b58d656c017a2f74cf945ba6187a823520e0052659e9b8c3bcc05eabd7c18" title="Topic: big-data" href="/topics/big-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">big-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;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a162542b92045ee595dd8ee60499f80f3d6d7c252b1308a7034958f00316298" 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;:9796,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="56fd226476073221bdf4116f25a57ab90769c923b0322dad47a386da8633694d" title="Topic: analytics" href="/topics/analytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">analytics</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ef4e9683c4b8e6f5d5bce74f9325a6b43c2f3620d67c68bc6537d379355086b6" 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;:12952,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="04e2ed38e9bb5f1abee19457b06f1ccad4e51b430312a3700d4d4eb40ad02280" title="Topic: clickhouse" href="/topics/clickhouse" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clickhouse</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:16992,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="999ebcf9308aab37790be59dd359b7ba43952e432bfac6b09292a414f4d97118" title="Topic: dbms" href="/topics/dbms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dbms</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;:22905,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e9b8575bd6ffa3d15decb21ba4645c197654dff59a5726934e259aa5fc328680" title="Topic: self-hosted" href="/topics/self-hosted" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">self-hosted</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e6f490b1bc18cd76d2426a8a998b7d530317a0f8ead573dec5e408ade522c5f0" 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;:59791,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3f882359837c155f2cbc6c53babfc7a7d0612c59e1d2ddc28f4871fdbc177825" title="Topic: olap" href="/topics/olap" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">olap</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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9739d6c71916f136252c1f9ba6b0d2447a15847de4cffac3f832ffb6768257cc" 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 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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;:196454,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="776cc24de0abc15ce0e9352483d386c6f83319c45439212db7f3a6fa8174099d" 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;:1258482,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9d73e8164e0293e4a597faceda19e53580fa8ecb916861569e1e53f818a77f4a" title="Topic: lakehouse" href="/topics/lakehouse" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lakehouse</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="2025-03-21T23:33:48Z" 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> 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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;:80064875,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="de9a8a4dd7516763066a6f228dcaba8a58b6db767449f14f73d92f87da390563" data-turbo="false" href="/OpenBB-finance" data-view-component="true" class="Link">OpenBB-finance</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;:323048702,&quot;originating_url&quot;:&quot;https://github.com/topics/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cfc197f38664c0e7701eb571400e54d9d721cbf9f707cfa16e00aae603b6cedc" data-turbo="false" href="/OpenBB-finance/OpenBB" data-view-component="true" class="Link text-bold wb-break-word">OpenBB</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FOpenBB-finance%2FOpenBB" 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/ai&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b58644fb2685b571db9ce4466cc131f480222e63f76d6adc00e54c7de9d3babc" 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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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 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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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