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serving · GitHub Topics · GitHub

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in;ref_loc:Header&quot;}" > Sign in </a> </div> </div> <div class="HeaderMenu js-header-menu height-fit position-lg-relative d-lg-flex flex-column flex-auto top-0"> <div class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0"> <nav class="HeaderMenu-nav" aria-label="Global"> <ul class="d-lg-flex list-style-none"> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Product <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;github_copilot&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_copilot_link_product_navbar&quot;}" href="https://github.com/features/copilot"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_advanced_security_link_product_navbar&quot;}" href="https://github.com/security/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">GitHub Advanced 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" 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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 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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" 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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;github_advanced_security&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_advanced_security_link_enterprise_navbar&quot;}" href="https://github.com/security/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">GitHub 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 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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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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;NAVIGATION_BAR&quot;,&quot;click_target&quot;:&quot;EXPLORE&quot;,&quot;click_visual_representation&quot;:&quot;CLICK_VISUAL_REPRESENTATION_UNKNOWN&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:null,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a63e2bbf99fb389bacc54b8f49c503e1d27d230215e62b90674b6376e7e24d0" data-selected-links="/explore /explore/email /explore" href="/explore">Explore</a> <a class="js-selected-navigation-item selected d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;NAVIGATION_BAR&quot;,&quot;click_target&quot;:&quot;TOPICS&quot;,&quot;click_visual_representation&quot;:&quot;CLICK_VISUAL_REPRESENTATION_UNKNOWN&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:null,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f6825b9f309814d25ef503822eb59796c47e275f10db545bc2bbaad3915c3dda" aria-current="page" data-selected-links="topics_path /topics/serving /topics" href="/topics">Topics</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;NAVIGATION_BAR&quot;,&quot;click_target&quot;:&quot;TRENDING&quot;,&quot;click_visual_representation&quot;:&quot;CLICK_VISUAL_REPRESENTATION_UNKNOWN&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:null,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="905bca45f799580092b5ff692790f6c5862844e0909f455ba6b4d09fae5d0951" data-selected-links="/trending /trending/developers /trending/developers /trending /trending" href="/trending">Trending</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;NAVIGATION_BAR&quot;,&quot;click_target&quot;:&quot;COLLECTIONS&quot;,&quot;click_visual_representation&quot;:&quot;CLICK_VISUAL_REPRESENTATION_UNKNOWN&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:null,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1e6d4431b73f8672a871dd2944af8ecc1dd421468e44dc91f3b74d47cd62801b" data-selected-links="collections_path /collections/ /collections" href="/collections">Collections</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;NAVIGATION_BAR&quot;,&quot;click_target&quot;:&quot;EVENTS&quot;,&quot;click_visual_representation&quot;:&quot;CLICK_VISUAL_REPRESENTATION_UNKNOWN&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:null,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a7893993ab93ac75b8418133720c28d71f97ba502e3fc1bb5e2360b353948b68" data-selected-links="events_path /events?id= /events" href="/events">Events</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;NAVIGATION_BAR&quot;,&quot;click_target&quot;:&quot;GITHUB_SPONSORS&quot;,&quot;click_visual_representation&quot;:&quot;CLICK_VISUAL_REPRESENTATION_UNKNOWN&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:null,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ac81b61e761db3ec8d4e4bc5860537a14294ba0c0587dd0e4913a5c8bd8a0a4b" data-selected-links="sponsors_explore_index_path /sponsors/explore /sponsors/explore" href="/sponsors/explore">GitHub Sponsors</a> </div> </nav> </div> <div> <div class="container-lg p-responsive py-5"> <div class="gutter-md"> <div class="col-lg-9 col-md-8 d-flex flex-items-center mb-3 mb-sm-0"> <div class="d-flex flex-1"> <div class="border color-border-subtle color-bg-accent f4 color-fg-muted text-bold rounded flex-shrink-0 text-center mr-3" style="width: 48px; height: 48; line-height: 48px;" > # </div> <h1 class="h1"> serving </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="serving" data-topic-name="serving"> <!--Add Discover button--> <!--End Add Discover button--> <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.serving" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6ddd30a3516c7b181aec41747bc6d633bf16d7f82b19f3b77eb5f687cde3c7dc" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> </a></div> </topic-feeds-toast-trigger> </div> </div> </div> <div class="topic p-responsive container-lg"> <div class="d-md-flex gutter-md"> <div class="col-md-8 col-lg-9" data-hpc> <h2 class="h3 color-fg-muted"> Here are 114 public repositories matching this topic... </h2> <div class="d-sm-flex"> <details class="details-reset details-overlay mt-2 mr-3 select-menu"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Language:</i> <span data-menu-button>All</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Filter by language</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/serving" aria-checked="true"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> All <span>114</span> </span> </a> <a class="select-menu-item" role="menuitemradio" 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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;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:805302,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4e4afc4f4bd9e02553c079cb8e1caef4e9832749de1e77a988185568794ad786" title="Topic: rllib" href="/topics/rllib" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rllib</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5e1166ff3da94a94edf799fa74e3d077226f79994ea02910ddee6633bc022738" 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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="30a4d6f53fb47d80aa779cd1997a4a5383d6a5d570a32d989ab38e795950ed89" 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;:1913108,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e74f84c0993c1b9190a8dfed6b93d02a57748db932d4dbe90e40b4307a21b3c7" title="Topic: llm-serving" href="/topics/llm-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1983559,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a65129882d2624620453f3355ce8d15015895250890799781176c520f54dda7a" title="Topic: llm-inference" href="/topics/llm-inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-inference</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-04-08T05:39:55Z" class="no-wrap">Apr 8, 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;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c6a033225aff992982694e4c4c85ffd613e324a2a4576f7610cc4e82b5d0ebe6" 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;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-04-08T01:04:14Z" class="no-wrap">Apr 8, 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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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a1471b4b4b74acb9b89d9eef7c4d73d550ecb7281d43df180ae48670d38743ef" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-04-08T06:20:45Z" class="no-wrap">Apr 8, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #b07219"></span> <span 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class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models</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;:290,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f602fe803f3095cd3ef992b415ba1f99a7a948a21a685d3cb1a902d0b0ac9610" 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;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a4b137a125874901076e4b7bcbaecf2f6390c367d23170b92decd48856a5624" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9504,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="84b985cf354cd75690150542a85547c6bae172d74ae461e54805ddcef24cba3f" title="Topic: deployment" href="/topics/deployment" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deployment</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:573442,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="18f54ef743d104c5dda794f4b96c205db28abf9844bd5201827d54e4c035a6c8" title="Topic: aiops" href="/topics/aiops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aiops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:655541,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="060e22f4f4da23da0b752b51d5cc3de1f53416c62087952b7ba978d200a00ed6" title="Topic: production-machine-learning" href="/topics/production-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">production-machine-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:755464,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="23198d80d90aca280c720cdfa8688dfb714206bbb8f3303b84a304b17582789b" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:978110,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0ef512a16f2aa6026e2b1c3d94727b92d72597766c34eff0fac6c18d61914587" title="Topic: machine-learning-operations" href="/topics/machine-learning-operations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning-operations</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="2025-04-07T23:34:08Z" class="no-wrap">Apr 7, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #e34c26"></span> <span itemprop="programmingLanguage">HTML</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;:28620609,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c622fc98195ae8660f8738123755e8b197f52b939e3a6e2400267d067d366a11" data-turbo="false" href="/ahkarami" data-view-component="true" class="Link">ahkarami</a> / <a data-hydro-click="{&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;:131979161,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="61a3163398f7ab401bba051293e893b522d1158156052627cbdaf4774f0829ad" data-turbo="false" href="/ahkarami/Deep-Learning-in-Production" data-view-component="true" class="Link text-bold wb-break-word">Deep-Learning-in-Production</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fahkarami%2FDeep-Learning-in-Production" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:131979161,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c25fd37cadf95f9b5883d9a06d314abf9851300fd99dc1f3739a49aaef335379" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn color-bg-default"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> <span id="repo-stars-counter-star" aria-label="4331 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="4,331" data-view-component="true" class="Counter js-social-count">4.3k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-131979161" aria-current="true" href="/ahkarami/Deep-Learning-in-Production" data-hydro-click="{&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;:131979161,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d5193461c2b5f5c960345ecead7f0e59b314fc288bd76a11492cc8086ed75c0a" 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 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9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-131979161" href="/ahkarami/Deep-Learning-in-Production/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;:131979161,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d87c8ff6a001aa7b4e35338c257566ad22717aa30c6b3c8fd969b7564702a7e0" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >In this repository, I will share some useful notes and references about deploying deep learning-based models in production.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="324a665a85b017cd714b4dcdb3be366fb7f6798cdc0dfb70eb4907b62061134d" title="Topic: react" href="/topics/react" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">react</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c6a033225aff992982694e4c4c85ffd613e324a2a4576f7610cc4e82b5d0ebe6" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:102,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="07d6307ea5a5f6ef77fd7904e455401f00a486b3c5d8539aa9acf69e685f5127" title="Topic: angularjs" href="/topics/angularjs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">angularjs</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:615,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ac31ee496a8b0f6f7ab66da635d18241e32071e676ed05bc5af7c7159a8a13d1" title="Topic: flask" href="/topics/flask" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">flask</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:658,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="28752c11038272579683d8dc0e3da44ccaede22082f9398c81bf367d0d0b0d78" title="Topic: c-plus-plus" href="/topics/c-plus-plus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">c-plus-plus</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7510,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="436f471d01d46b68529e25d512093877c73f716ee3d55704dbecbf7ee32a98cb" title="Topic: tutorial" href="/topics/tutorial" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tutorial</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7631,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f0434b593d1ca8a59aac4f8765a81b36cdafccd3b810306904eb5206ee5f9633" title="Topic: deep-neural-networks" href="/topics/deep-neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-neural-networks</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfbab2c2015736cac263ab01bd4b4f5f2a01546b384cd5fa223eceb0cf3eadbb" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9675,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="64e59f16116c1a91bac3f0edc435f450e4329d25566a0dbdc776b07bbd811137" title="Topic: mxnet" href="/topics/mxnet" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mxnet</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12943,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f9bc7f02c7df12c7cdd39bac966c41da3d4d1be6ca01af7943422d8e566fb1e4" title="Topic: rest-api" href="/topics/rest-api" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rest-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;:16888,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f47ab55dbfcb42d279bb812de4a9f087c9bb510f6ed6d6bfd4b1921dbdf5d506" title="Topic: production" href="/topics/production" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">production</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17705,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0258365d8fd4ed5765470ffc81b143fa2294029fa75793f07ad6b86df3c9acfa" title="Topic: keras" href="/topics/keras" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">keras</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a9a1a1d5bfe1cf78e94a40897214f90983f11301a599a81343b4bb0c96542d47" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:328711,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e584f37d96704f19e8011ed114c3882aa66454220f007d9fefa2a0c66eda3199" title="Topic: tensorflow-models" href="/topics/tensorflow-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorflow-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;:361348,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5ac87db4dec3e6756ea084353887586f9e22fd767d5dd881da46b179f0a57e09" title="Topic: tesnorflow" href="/topics/tesnorflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tesnorflow</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;:457800,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4a972a09107049931f7458fc246c6f457f82f4cfd21778d72c8138c4ee2a9764" title="Topic: caffe2" href="/topics/caffe2" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">caffe2</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:795748,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4fe44f6b9108a32b716987dede9079a078cc4d2e9c112b9dc17399fb1fbfb46d" title="Topic: serving-pytorch-models" href="/topics/serving-pytorch-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving-pytorch-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;:795749,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7fe95aeab1578add0e85ecd00a58974ffeaf1466846ca6fe651c876bfeba15b4" title="Topic: convert-pytorch-models" href="/topics/convert-pytorch-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">convert-pytorch-models</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="2024-11-09T07:57:41Z" class="no-wrap">Nov 9, 2024</relative-time> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="82d2fd920c5a91e7de1de54fd286e098db6602ff455eb24815191089fac2d060" title="Topic: docker" href="/topics/docker" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">docker</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a4b137a125874901076e4b7bcbaecf2f6390c367d23170b92decd48856a5624" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfbab2c2015736cac263ab01bd4b4f5f2a01546b384cd5fa223eceb0cf3eadbb" 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;:12743,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f6f10590812d8c35ff25cfbc3d5b524b12f15c02b2649646322d1f010554b3a4" title="Topic: gpu" href="/topics/gpu" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpu</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12779,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d366aaa3f430d64290bca23075cc55789527f1140bc59e4d7f2b168b41972eba" title="Topic: optimization" href="/topics/optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">optimization</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a9a1a1d5bfe1cf78e94a40897214f90983f11301a599a81343b4bb0c96542d47" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:755464,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="23198d80d90aca280c720cdfa8688dfb714206bbb8f3303b84a304b17582789b" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</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="2025-04-01T14:29:28Z" class="no-wrap">Apr 1, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #b07219"></span> <span itemprop="programmingLanguage">Java</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a 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Including Image, Video, Text and Audio 20+ main stream scenarios and 150+ SOTA models with end-to-end optimization, multi-platform and multi-framework support.</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;:67,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="45e3b1707d801528e936a64eb349cdcf2377de65b6def5b59354f0ad813c837b" title="Topic: android" href="/topics/android" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">android</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;:89117,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="35c27a4e5b69d46182a189fc1e6fa40f80fbcec3d9dff6dc2164cfee735880ef" title="Topic: object-detection" href="/topics/object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-detection</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;:396093,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b823d23de2c5ead93ceff682dd52964de0683d6dc6e5ac089687e76f62a9f2a3" title="Topic: tensorrt" href="/topics/tensorrt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorrt</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:588010,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9c45ebd6d3e497e3adbccbed2938d3b0bd2292f6ca337ca2c061752641778fa3" title="Topic: onnx" href="/topics/onnx" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">onnx</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:794531,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="daa29abdaf22aad3e5699314934b043e16e83560e2448e353ad2b4444ca3af73" title="Topic: openvino" href="/topics/openvino" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openvino</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1062648,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="58ac922f65e635b7637af8781d1bb3444d9cf3e1c68b22248d9c27c9c09c1add" title="Topic: onnxruntime" href="/topics/onnxruntime" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">onnxruntime</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1128857,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="acf9fb487978aaa8bf16b2837afbc3ef4758a2860d96fc2e0c23e5badf2f8dc5" title="Topic: graphcore" href="/topics/graphcore" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">graphcore</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1275144,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1c3b7051ceb181d3dae9d44db7c4ed8dd81196f9b9564ab2e0cb8c6d0494dc24" title="Topic: yolov5" href="/topics/yolov5" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov5</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1282534,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="222784d93a8d8d154703660e4f26fac56e331ada60edaec8528bcfb38369a9b9" title="Topic: kunlun" href="/topics/kunlun" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kunlun</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1326479,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="201dea022a6af0d25d158d0c2b6c5c2139710fbc1afa72f2bfbe3a6e2f8935d4" title="Topic: uie" href="/topics/uie" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">uie</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1640458,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="48570c131ea4c038539d55c44b347805346b5d53fdb5c4b1afa1d9aee8d6a844" title="Topic: picodet" href="/topics/picodet" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">picodet</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fc4dd5f8e7460f38d07f5b22c2094c123ee73671d670919a9997a10043670d94" 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> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1801414,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7a6d1a3c343db0ed5e609eb20c44fd0c91c1491ba2dad08a5da0271587389a56" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-02-24T02:00:37Z" class="no-wrap">Feb 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f34b7d"></span> <span itemprop="programmingLanguage">C++</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{&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;:58386951,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="545787163f0a96b7f1467f90988c5789c148bd9ed1a08b89b01596cf75a0c3be" data-turbo="false" href="/Lightning-AI" data-view-component="true" class="Link">Lightning-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;:242,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0aa00ee3c155bc6755d45126f3e285cdaf33edd73600e4c90ffca65270c46aaf" 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;:8976,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6195bd85138d9bec15625b975570ca8bc71c702d17b6e77bc44425f1dcc6c17d" 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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="120d846ceb76cfccaf1e0c0690d9f42d188f6e1c4f253a32cc7fec2faed4f49a" 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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfbab2c2015736cac263ab01bd4b4f5f2a01546b384cd5fa223eceb0cf3eadbb" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12943,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f9bc7f02c7df12c7cdd39bac966c41da3d4d1be6ca01af7943422d8e566fb1e4" title="Topic: rest-api" href="/topics/rest-api" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rest-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;:24132,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d87a573ad98374b465322aa0bcb780f3535f44c840e68af1999e78717f243984" 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;:45326,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9c2b83290f059e4c00723b520de3aa56d3828a739792c0252905f64d8a3e83ca" title="Topic: developer-tools" href="/topics/developer-tools" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">developer-tools</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:922110,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f5d1c05ba34df8c2f4a6552a30d1d72c1c8a67dd194d857de8d380cc0ad0c1ac" title="Topic: fastapi" href="/topics/fastapi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fastapi</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="2025-04-07T20:28:14Z" class="no-wrap">Apr 7, 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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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;:42984020,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fe9dfbd335963239fb5cf9e553ad6a1856ebc14fc79779836f7e9d209ae497b2" data-turbo="false" href="/georgia-tech-db" data-view-component="true" class="Link">georgia-tech-db</a> / <a data-hydro-click="{&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;:148087762,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f61ecb6c249dce3c94829cc8298edcf4641484115f397b7d5cb8b0e9feb16986" data-turbo="false" href="/georgia-tech-db/evadb" data-view-component="true" class="Link text-bold wb-break-word">evadb</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fgeorgia-tech-db%2Fevadb" 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;:273,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d5da22bb220e8ab80e6c1e6dd3fe17bfd319e88565c8d23af39ef7d0482c241d" 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;:8961,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e2fd1ca42c44825ff5f4f8d3efb9956a89e2d51113f4ef4f0920e57fac4274b9" 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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="120d846ceb76cfccaf1e0c0690d9f42d188f6e1c4f253a32cc7fec2faed4f49a" 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;:1951576,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="76d0f56ab52e5ba0dceb134b3eca16930e446ff07a10ff1df96c343903a470ea" title="Topic: gpt4all" href="/topics/gpt4all" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt4all</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1961899,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="106e69eb61a7b631681de7cee43c4713452e6adcd8b41a5f7877590ee47fb400" title="Topic: auto-gpt" href="/topics/auto-gpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">auto-gpt</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="2024-05-17T16:33:06Z" class="no-wrap">May 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;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a4b137a125874901076e4b7bcbaecf2f6390c367d23170b92decd48856a5624" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:8924,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="18f2b25871ec2e71de2273a2bbb337c8df75f733d4db31def34051faa481d95f" title="Topic: csv" href="/topics/csv" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">csv</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;:12734,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9bbf82c5d86aa9170a85bcb5172d2340179c7ffd7dc0642bb17e2257b835782a" title="Topic: tensorflow" href="/topics/tensorflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorflow</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7988abef67213c680f4a5165a9bf91c0c3dbb7851bbf996a6cf10e2899f13ade" title="Topic: inference" href="/topics/inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22313,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="449c78b44ac6214978034e674fda04f5d7a2fffb5c641677e79d5cad646b92a8" title="Topic: cnn" href="/topics/cnn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cnn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:39557,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f7ca65ce586cf84d028505695647219c08523a0afe2de607f9cb85d212e45b95" title="Topic: lstm" href="/topics/lstm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lstm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:72572,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="23a8b406ad413e7322a8be19e135a08fafbae776ff4316723426e67c2ac44215" title="Topic: tensorboard" href="/topics/tensorboard" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorboard</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:89127,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2cbcf979a79557d55f9be4bcc69b5f1cfe1ac6236e9a107d72363f5171e7417e" title="Topic: mlp" href="/topics/mlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlp</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:188270,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e9eb50ac697b2d4d71dddd11baf287823f286d58927c9ec93043003865c0ab8f" title="Topic: libsvm" href="/topics/libsvm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">libsvm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:237935,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f521d5e9c7287b39e477fc4dba1bdb33fba7f35cf47f0d22ed61bcd01271d458" title="Topic: tfrecords" href="/topics/tfrecords" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tfrecords</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:318218,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="29d7dd586e952eeaf8e62e3720a3880f8131be79248018a0a93a07851e1b74d0" title="Topic: wide-and-deep" href="/topics/wide-and-deep" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">wide-and-deep</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2023-07-05T20:27:20Z" class="no-wrap">Jul 5, 2023</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> 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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;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22125274,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="665b571549f8790d720e8d3b32cd03f65b83e64758c4d4a1c8f03d3a80934536" data-turbo="false" href="/ray-project" data-view-component="true" class="Link">ray-project</a> / <a 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data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A comprehensive guide to building RAG-based LLM applications for production.</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;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a4b137a125874901076e4b7bcbaecf2f6390c367d23170b92decd48856a5624" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:44090,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8db43a0ca647284b5c682218b65acd9a76f7afe12548d22839bae936799349a7" 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;:132895,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f29f19a9ced3e765fc40dba3d1c0ab72fc026781752b8ad1afcbb08e6f785e1b" title="Topic: ray" href="/topics/ray" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ray</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:510934,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2948259961090de2e414c0e5365fa119e256659a8995335a39777ba7c7555be2" 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;:1703369,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="32c2216bec7829be8ba62095f1d51c0c547c09d8318afe5bb586490b55f86a57" title="Topic: anyscale" href="/topics/anyscale" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anyscale</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b32fa138b1b262edaaeb44f903700cc4ef44f7bf73348903e23b8a3a7dfc938a" 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;:2038195,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9c35941992f7bdde80c17dcb83be2bdf028951eafc7c5c1c15bb7776f4d7418d" title="Topic: llama2" href="/topics/llama2" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama2</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="2024-08-02T00:27:10Z" class="no-wrap">Aug 2, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #DA5B0B"></span> <span itemprop="programmingLanguage">Jupyter Notebook</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:74181072,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="47edbd69ea918d0bbcc867ecaa13fefe9281cc9b62ce8ae4e721b39888dae239" data-turbo="false" href="/Delta-ML" data-view-component="true" class="Link">Delta-ML</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:189184276,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="af281f5dbf4727de08df4f2c6c054b6ae664f9a1a83d16d23e5e71adc77be3df" data-turbo="false" href="/Delta-ML/delta" data-view-component="true" class="Link text-bold wb-break-word">delta</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FDelta-ML%2Fdelta" 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="1589 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="1,589" data-view-component="true" class="Counter js-social-count">1.6k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-189184276" aria-current="true" href="/Delta-ML/delta" data-hydro-click="{&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;:189184276,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9a61863b6280010af781328c4525a4a250a1c9377410252d7cb15c36b2030ea4" 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 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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-189184276" href="/Delta-ML/delta/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;:189184276,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="769a99de09f41456d8416d8d07fac34e6ad48fa5c80c1dbc57de9f47ed5621e7" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >DELTA is a deep learning based natural language and speech processing platform. LF AI &amp; DATA Projects: <a href="https://lfaidata.foundation/projects/delta/" class="Link--inTextBlock" rel="nofollow">https://lfaidata.foundation/projects/delta/</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;:167,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ea4fe38610d9d097c700213b96a06a67b2c98318af47186f8cb797e38a13eb43" title="Topic: nlp" href="/topics/nlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nlp</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2217,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fc119aeec1480c8fee42671937f4a6744cfb02585c85491db09c79798bff433e" title="Topic: front-end" href="/topics/front-end" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">front-end</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9178,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="141e3bdeb207775a1fe718eaa7bc51502d693040264d39f12dea30f71bb2e787" title="Topic: ops" href="/topics/ops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfbab2c2015736cac263ab01bd4b4f5f2a01546b384cd5fa223eceb0cf3eadbb" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12348,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="94876ecf54cbe35a50e69a294aa81837e42f3783cedd30379810b3dffd85ea7b" title="Topic: text-classification" href="/topics/text-classification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-classification</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12734,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9bbf82c5d86aa9170a85bcb5172d2340179c7ffd7dc0642bb17e2257b835782a" title="Topic: tensorflow" href="/topics/tensorflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorflow</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17270,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6501c6dba9f87c264c449920ea5b0ee6cc7e4e66c41906efb16ed2b499c0672e" title="Topic: nlu" href="/topics/nlu" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nlu</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:20965,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="054e71a3a85a5bcc5a4b461693e153f111ee05f1fc5ccfa8697820f267662795" title="Topic: speech" href="/topics/speech" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">speech</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7988abef67213c680f4a5165a9bf91c0c3dbb7851bbf996a6cf10e2899f13ade" title="Topic: inference" href="/topics/inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21834,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="525c26fb38b598cbcd7628ad73b88fdc501f430f45c45078401e7a8d29a08e47" title="Topic: text-generation" href="/topics/text-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-generation</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:43544,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f972daa4cd6ee8e5d87500e9ab21473cb411712f72f502f0d008f34a93d7cb7e" title="Topic: speech-recognition" href="/topics/speech-recognition" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">speech-recognition</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:65285,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="51771c8dfa34a9356e8b21e7dfc7a254da53b09cf150a2685dc5210afb75c764" title="Topic: seq2seq" href="/topics/seq2seq" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">seq2seq</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:95360,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b3e36c7ab5f33064ddf0d8c9ea48465a3c2325b613ed832a10569a08262cf638" title="Topic: sequence-to-sequence" href="/topics/sequence-to-sequence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sequence-to-sequence</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:196321,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="117d9dd544f173b8d3411606c0fb4543d129043522e4ec8490e7e18985fc4589" title="Topic: speaker-verification" href="/topics/speaker-verification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">speaker-verification</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:300854,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="07b2328b5c9520f203d22acbf94ed9ee883dc82fefb416ef475c5ea14f82fe50" title="Topic: asr" href="/topics/asr" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">asr</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:372734,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="18355669ee81490390a9438702c658cb969b54b282f8be5bddfcc603a763a39e" title="Topic: tensorflow-serving" href="/topics/tensorflow-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorflow-serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:380836,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5b24a2fd304ff8e7cbbe376fefbe7a565b0d8f5c8c342b97a1dfb691781fcf5c" title="Topic: emotion-recognition" href="/topics/emotion-recognition" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">emotion-recognition</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:404621,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a72158fe5d5e46921f42f8d1a11136226cd5e74a0721a69112491def44b7e9dc" title="Topic: custom-ops" href="/topics/custom-ops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">custom-ops</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:684764,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="646a6dc9440db4c156be2f0d822e1b1da8ee26b1179cb4765efa6dd8033eafaf" title="Topic: tensorflow-lite" href="/topics/tensorflow-lite" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorflow-lite</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="2025-03-12T22:11:18Z" class="no-wrap">Mar 12, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{&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;:91237812,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d3fbbd453e01d76652fa6ebcd7a96d7e004b4be1b787c2fa19db3abba82511b3" data-turbo="false" href="/dingodb" data-view-component="true" class="Link">dingodb</a> / <a data-hydro-click="{&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;:416959991,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f2e4ed3284fd0e56cb52fb50e63b6ec0629566777629c14a3811faa9c8c5e2ff" data-turbo="false" href="/dingodb/dingo" data-view-component="true" class="Link text-bold wb-break-word">dingo</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fdingodb%2Fdingo" 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;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:416959991,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c63afc620d36967d487343e9491a809799377661f0e6d038ec632d6f3934adc9" 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;:110582,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1dd67bebbd922e103e1b3130d738d339dfa14d7b1ee84e9198e008c489ec31e5" title="Topic: structured-data" href="/topics/structured-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">structured-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;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:537370,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="65f48bbf1d44c32787a3b2dd2baf73e794fc7bfef9db1bb4e2ed6d60117f4872" title="Topic: unstructured-data" href="/topics/unstructured-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unstructured-data</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:995328,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cda8c82774a2d9ef30e125b65bf060961ecc442e1cf20088c2c899db5e262a91" title="Topic: unified-sql" href="/topics/unified-sql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unified-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;:1131663,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f9f70ac666d66c59c267fc5c23364ff9ca3974585a3300f4adcbc84a787c4958" 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;:1280530,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b08ca27f9c881b7c34fa48554788d75c47a1f9b3054363794f18095361c9e421" title="Topic: mysql-compatibility" href="/topics/mysql-compatibility" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mysql-compatibility</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1874377,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="73e106d61db6b576a3faa6073fce3553935f3c747b19f6c1c7a06ea7743d2ac5" title="Topic: embedding-search" href="/topics/embedding-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-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;:1938375,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="75035f9c57c4be949f7fffb47bf2231997f14f47945281a97595cbb8c0c671f3" title="Topic: embedding-store" href="/topics/embedding-store" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-store</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1990076,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3ea6809f8e3a988a1c407e5de2d65491703be0a52aecef7e507383936929cbf4" title="Topic: key-value-distributed-store" href="/topics/key-value-distributed-store" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">key-value-distributed-store</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1997628,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6c4e564a87c71403a409475941958a995266b98ee76bc1789cfa870cb2b14a03" title="Topic: vector-ocean" href="/topics/vector-ocean" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-ocean</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2048745,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8810b2c9b955f2539985fa2fd73bf130fb9519b9af7acbb77d8c8154967d901a" title="Topic: real-time-semantic-search" href="/topics/real-time-semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">real-time-semantic-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="2025-04-08T04:11:59Z" class="no-wrap">Apr 8, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #b07219"></span> <span itemprop="programmingLanguage">Java</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{&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;:23534030,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1d439b6611cdaaf0dc5236bbde11cde75a9577388495cb1a8b8b7f4b2c55e9df" data-turbo="false" href="/PaddlePaddle" data-view-component="true" class="Link">PaddlePaddle</a> / <a data-hydro-click="{&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;:178685945,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ba04883b59e77dfbec49c150d290ba0938aeddbb962bd5a035ea00745f1fa0ed" data-turbo="false" href="/PaddlePaddle/Serving" data-view-component="true" class="Link text-bold wb-break-word">Serving</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FPaddlePaddle%2FServing" 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="904 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="904" data-view-component="true" class="Counter js-social-count">904</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-178685945" aria-current="true" href="/PaddlePaddle/Serving" data-hydro-click="{&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;:178685945,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="17adeefa8a2574a2ccb22c3321fda4fd7b3e2541d713a6d9db2ad2fe52c45680" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-178685945" href="/PaddlePaddle/Serving/issues" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_ISSUES&quot;,&quot;click_visual_representation&quot;:&quot;ISSUES_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:178685945,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="70636e93fc0aaa906ed7cf3f274db47ba221482920ec527ab6533159950c3bc2" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-178685945" href="/PaddlePaddle/Serving/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;:178685945,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7f488e042c0e29e104549d40e57efcc97fba0a8d7a7387fe40b3c9d2e2b54dc2" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A flexible, high-performance carrier for machine learning models(『飞桨』服务化部署框架)</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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c6a033225aff992982694e4c4c85ffd613e324a2a4576f7610cc4e82b5d0ebe6" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:281,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="82d2fd920c5a91e7de1de54fd286e098db6602ff455eb24815191089fac2d060" 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;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfbab2c2015736cac263ab01bd4b4f5f2a01546b384cd5fa223eceb0cf3eadbb" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9684,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2aa1eafe7ccc3e3a3bda260dc8597052b01b8c0b0d89bb9985f9afc0d39052d6" title="Topic: pipeline" href="/topics/pipeline" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pipeline</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12743,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f6f10590812d8c35ff25cfbc3d5b524b12f15c02b2649646322d1f010554b3a4" title="Topic: gpu" href="/topics/gpu" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpu</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22189,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="97f0a420662d3b7e97cb936c638d4594bc18fc35b6c944114e8cd2adbef57562" title="Topic: prediction" href="/topics/prediction" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prediction</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:123575,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6da4cc4d9bb48f1d8fc402f948e11bc87d768f22df5098c209f2cd11919942cf" title="Topic: micro-service" href="/topics/micro-service" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">micro-service</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;:211053,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4d18a293cb744624f86cdfcbf77c87b14be9f78490dba2219640c9bb2ce53156" title="Topic: dag" href="/topics/dag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dag</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;:353778,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cc055f61b2aefa6dbce67d0458b3968bce003b889c05a63a57648121fee8cce9" title="Topic: microservice-toolkit" href="/topics/microservice-toolkit" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">microservice-toolkit</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;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:611020,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0e6cd0bf832de1a3e4b694c8e2923f0065363c81d8b3d87fed74816aa777e3c4" title="Topic: online-service" href="/topics/online-service" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">online-service</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1325214,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b70a3e673dc24439a2ebf9267db8946d89387b18291a189a794ad3743f33f582" title="Topic: paddle-serving" href="/topics/paddle-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">paddle-serving</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-05-06T16:33:08Z" class="no-wrap">May 6, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f34b7d"></span> <span 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:473,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4de0d42b6041314cbcdc7de3987107139b34200e66be0bf2e5984949a0458384" title="Topic: http" href="/topics/http" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">http</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:564,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6af1bb1dfcb2716a6901f27b8fd33877bc98f00ae11659b7908ad65fb57e844a" title="Topic: client" href="/topics/client" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">client</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a4b137a125874901076e4b7bcbaecf2f6390c367d23170b92decd48856a5624" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfbab2c2015736cac263ab01bd4b4f5f2a01546b384cd5fa223eceb0cf3eadbb" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12734,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9bbf82c5d86aa9170a85bcb5172d2340179c7ffd7dc0642bb17e2257b835782a" title="Topic: tensorflow" href="/topics/tensorflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorflow</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:328711,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e584f37d96704f19e8011ed114c3882aa66454220f007d9fefa2a0c66eda3199" title="Topic: tensorflow-models" href="/topics/tensorflow-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorflow-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;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:678523,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="407b8f069868a0887291419ff138fc36ca556e6d33af4f14be396ac7ae46ad26" title="Topic: savedmodel" href="/topics/savedmodel" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">savedmodel</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="2025-03-20T19:08:18Z" 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: #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;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:150458335,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8e2ac3b4d5e3deccdd05f40ac09f339f42f8f273546b8e557856cab3b0d0dd21" 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;:290,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f602fe803f3095cd3ef992b415ba1f99a7a948a21a685d3cb1a902d0b0ac9610" 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;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a4b137a125874901076e4b7bcbaecf2f6390c367d23170b92decd48856a5624" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:4901,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6873cb7bd53d36fd53fee126d83acc6f8a0acaa3237e99b48a402029632c47ab" title="Topic: cloud" href="/topics/cloud" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cloud</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="120d846ceb76cfccaf1e0c0690d9f42d188f6e1c4f253a32cc7fec2faed4f49a" 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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfbab2c2015736cac263ab01bd4b4f5f2a01546b384cd5fa223eceb0cf3eadbb" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21466,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7988abef67213c680f4a5165a9bf91c0c3dbb7851bbf996a6cf10e2899f13ade" title="Topic: inference" href="/topics/inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:27669,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="48a26ecb592161c180f5cce742dd6c1d0f2357c039576d588c542fcb5a7b6608" title="Topic: edge" href="/topics/edge" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">edge</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:211053,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4d18a293cb744624f86cdfcbf77c87b14be9f78490dba2219640c9bb2ce53156" title="Topic: dag" href="/topics/dag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dag</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:451494,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a75541dd886681ed07f3b2bc4317011a90280056cb9f3204cf366371b1b9c4fb" title="Topic: model-serving" href="/topics/model-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-serving</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;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:477769513,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1417b626a61185097b89abcbdb0151651db75ba0ee63ada6cd9d47a70fc1954d" 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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Simplest model inference server ever.</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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c6a033225aff992982694e4c4c85ffd613e324a2a4576f7610cc4e82b5d0ebe6" 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;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a9a1a1d5bfe1cf78e94a40897214f90983f11301a599a81343b4bb0c96542d47" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:24132,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d87a573ad98374b465322aa0bcb780f3535f44c840e68af1999e78717f243984" 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;:233358,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8ea3fd3ce21a3d0feaae1aae952ba837120ce8d9659eba7ac89c593b866ac5ae" title="Topic: inference-server" href="/topics/inference-server" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference-server</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:248626,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="20124009da6388421a661401715e36c6e98540ae2b10a30f7addcb4e1ccbe9e6" title="Topic: predict" href="/topics/predict" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">predict</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:435984,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6f89edc0ff702583ed7d2a533443ec8edd362a4f58c6d786d34a60b56b5e3fed" title="Topic: paddlepaddle" href="/topics/paddlepaddle" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">paddlepaddle</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:451492,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7c3eb202e81a79f61707b67cfbec63e116506352bbdccc12184e3e27db10194b" title="Topic: model-deployment" href="/topics/model-deployment" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-deployment</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:451494,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a75541dd886681ed07f3b2bc4317011a90280056cb9f3204cf366371b1b9c4fb" title="Topic: model-serving" href="/topics/model-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:981305,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9bb03fdc3938a6e7f0e1dbb0d7049ab5eb64449c2baafc0e633611b6f2b231d5" title="Topic: huggingface" href="/topics/huggingface" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">huggingface</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1107717,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="586f7b69f38a08631d7084ecfadeb52caad1eff973e8967c82daedc6f3ab1ccd" title="Topic: modelserver" href="/topics/modelserver" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">modelserver</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2023-02-14T22:50:48Z" class="no-wrap">Feb 14, 2023</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border 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;:94288805,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="96372dcb059bd01c62be999965f5839d74e80387a32ac13b3897c540f2e5e15e" data-turbo="false" href="/meta-soul" data-view-component="true" class="Link">meta-soul</a> / <a data-hydro-click="{&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;:473506511,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f84a40600733c92c8224f4a69c084fcad663c13efc14ae0476bbb501d6ae99cd" data-turbo="false" href="/meta-soul/MetaSpore" data-view-component="true" class="Link text-bold wb-break-word">MetaSpore</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmeta-soul%2FMetaSpore" 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;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:473506511,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cd499c6ab5cf0575089e8ecd4c2299633cf2e7b9919cfe1ec49f6b29a63d994b" 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;:178,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="82bd590bb58b14c66772a40810b307bd807c7e10670ab4debe7aa1cad54b242e" title="Topic: training" href="/topics/training" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">training</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;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/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="120d846ceb76cfccaf1e0c0690d9f42d188f6e1c4f253a32cc7fec2faed4f49a" 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;:75122,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="31766f1dcd1c612f66f042349c2c16e94981ace8d37d4578eff062cd41172324" title="Topic: machinelearning" href="/topics/machinelearning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machinelearning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84905,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bfd4cac02b80666e3c989f137b4aa82b5fb5bf26a4cdf766195e0d8958fe693e" title="Topic: deeplearning" href="/topics/deeplearning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deeplearning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:173154,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="57aa3011909096fcc2d6a3b7e065f2e57627edbc4f4219749ae1bfa1fec56dc9" title="Topic: abtesting" href="/topics/abtesting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">abtesting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-09-02T03:49:57Z" class="no-wrap">Sep 2, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> 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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;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:18207755,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e719bad166d68a59722658702c143912025f5675c3f4410d246babbca942c28d" data-turbo="false" href="/zzsza" data-view-component="true" class="Link">zzsza</a> / <a data-hydro-click="{&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;:400999836,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="283b1bfb4cf4cc970fd60ac768be49133dc211208cb18046e29d5890115ac19d" data-turbo="false" href="/zzsza/Boostcamp-AI-Tech-Product-Serving" data-view-component="true" class="Link text-bold wb-break-word">Boostcamp-AI-Tech-Product-Serving</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fzzsza%2FBoostcamp-AI-Tech-Product-Serving" rel="nofollow" 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2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> <span id="repo-stars-counter-star" aria-label="455 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="455" data-view-component="true" class="Counter js-social-count">455</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-400999836" aria-current="true" href="/zzsza/Boostcamp-AI-Tech-Product-Serving" data-hydro-click="{&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;:400999836,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1fb8f10491c7b5b23eeaf753713930fd4c8a5aeebf0c737efbf8c11a0a33a6f5" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-400999836" href="/zzsza/Boostcamp-AI-Tech-Product-Serving/issues" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_ISSUES&quot;,&quot;click_visual_representation&quot;:&quot;ISSUES_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:400999836,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fb6c1cdc7b12acfeafe111cfd5cec4b22fd1af764bd1e541ba1adb754029214e" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path 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width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >부스트캠프 AI Tech - Product Serving 자료 </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;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:755464,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="23198d80d90aca280c720cdfa8688dfb714206bbb8f3303b84a304b17582789b" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-02-18T11:34:02Z" class="no-wrap">Feb 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 itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{&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;:24544827,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8d511b68d957b9eb5bab34ec682b688d35e7ff650c64a2a4baab7714693ca177" data-turbo="false" href="/polyaxon" data-view-component="true" class="Link">polyaxon</a> / <a data-hydro-click="{&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;:58882601,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c2d77632e8008919e9b9d95775cb30dc321a4c68eb21d25967452886c7e14b6b" data-turbo="false" href="/polyaxon/haupt" data-view-component="true" class="Link text-bold wb-break-word">haupt</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fpolyaxon%2Fhaupt" 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;:339139,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7cadfd3e1084a150f8eb6f9fac071ded44df426dd417a4611dc5d4f585a27ea1" title="Topic: data-profiling" href="/topics/data-profiling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-profiling</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:478014,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b826cb4656ee2583d60c45a01d4fb408de8be2bb082d99f7f246dd6ff99fb9a4" title="Topic: serving" href="/topics/serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serving</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:755464,&quot;originating_url&quot;:&quot;https://github.com/topics/serving&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="23198d80d90aca280c720cdfa8688dfb714206bbb8f3303b84a304b17582789b" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</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="2025-04-07T21:21:26Z" class="no-wrap">Apr 7, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <!-- '"` --><!-- </textarea></xmp> --></option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/serving" accept-charset="UTF-8" method="get"> <input name="page" type="hidden" value="2"> <button type="submit" class="ajax-pagination-btn btn color-border-default f6 mt-0 width-full" data-disable-with="Loading more..." > Load more&hellip; </button> </form> </div> <div class="col-md-4 col-lg-3"> <div class="mb-6"> <h2 class="h4 mb-2"> Improve this page </h2> <p class="color-fg-muted"> Add a description, image, and links to the <span class="text-bold">serving</span> topic page so that developers can more easily learn about it. </p> <p> <a href="https://github.com/github/explore/tree/master/CONTRIBUTING.md?source=add-description-serving" data-ga-click="Explore, add description, text:add description" > Curate this topic <svg aria-hidden="true" height="16" viewBox="0 0 16 16" 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