scientific-machine-learning · GitHub Topics

<!DOCTYPE html> <html lang="en" data-color-mode="auto" data-light-theme="light" data-dark-theme="dark" data-a11y-animated-images="system" data-a11y-link-underlines="true" > <head> <meta charset="utf-8"> <link rel="dns-prefetch" href="https://github.githubassets.com"> <link rel="dns-prefetch" href="https://avatars.githubusercontent.com"> <link rel="dns-prefetch" href="https://github-cloud.s3.amazonaws.com"> <link rel="dns-prefetch" href="https://user-images.githubusercontent.com/"> <link rel="preconnect" href="https://github.githubassets.com" crossorigin> <link rel="preconnect" href="https://avatars.githubusercontent.com"> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/light-3e154969b9f9.css" /><link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/dark-9c5b7a476542.css" /><link data-color-theme="dark_dimmed" crossorigin="anonymous" media="all" rel="stylesheet" data-href="https://github.githubassets.com/assets/dark_dimmed-afda8eb0fb33.css" /><link data-color-theme="dark_high_contrast" crossorigin="anonymous" media="all" rel="stylesheet" data-href="https://github.githubassets.com/assets/dark_high_contrast-2494e44ccdc5.css" /><link data-color-theme="dark_colorblind" crossorigin="anonymous" media="all" rel="stylesheet" data-href="https://github.githubassets.com/assets/dark_colorblind-56fff47acadc.css" /><link data-color-theme="light_colorblind" crossorigin="anonymous" media="all" rel="stylesheet" data-href="https://github.githubassets.com/assets/light_colorblind-71cd4cc132ec.css" /><link data-color-theme="light_high_contrast" crossorigin="anonymous" media="all" rel="stylesheet" data-href="https://github.githubassets.com/assets/light_high_contrast-fd5499848985.css" /><link data-color-theme="light_tritanopia" crossorigin="anonymous" media="all" rel="stylesheet" data-href="https://github.githubassets.com/assets/light_tritanopia-31d17ba3e139.css" /><link data-color-theme="dark_tritanopia" crossorigin="anonymous" media="all" rel="stylesheet" data-href="https://github.githubassets.com/assets/dark_tritanopia-68d6b2c79663.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-primitives-4cf0d59ab51a.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-af846850481e.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/global-8b10f05a77e6.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/github-2f6e722088eb.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/site-0293a3496b30.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/explore-742a7653565b.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/dashboard-f2b06748c385.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/discussions-adf1d1b8b95c.css" /> <script type="application/json" id="client-env">{"locale":"en","featureFlags":["copilot_new_references_ui","copilot_beta_features_opt_in","copilot_chat_static_thread_suggestions","copilot_conversational_ux_history_refs","copilot_implicit_context","copilot_smell_icebreaker_ux","experimentation_azure_variant_endpoint","failbot_handle_non_errors","geojson_azure_maps","ghost_pilot_confidence_truncation_25","ghost_pilot_confidence_truncation_40","hovercard_accessibility","issues_react_new_timeline","issues_react_avatar_refactor","issues_react_remove_placeholders","issues_react_blur_item_picker_on_close","marketing_pages_search_explore_provider","react_keyboard_shortcuts_dialog","remove_child_patch","sample_network_conn_type","site_metered_billing_update","issues_react_first_time_contribution_banner","ui_commands_respect_modals","lifecycle_label_name_updates"]}</script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/wp-runtime-0c166a63ca9a.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_dompurify_dist_purify_js-b73fdff77a4e.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_oddbird_popover-polyfill_dist_popover_js-aff936e590ed.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_arianotify-polyfill_ariaNotify-polyfill_js-node_modules_github_mi-247092-740e4ddd559d.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_failbot_failbot_ts-93b6a0551aa9.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/environment-cd35650c2e9c.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_primer_behaviors_dist_esm_index_mjs-4aa4b0e95669.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_selector-observer_dist_index_esm_js-f690fd9ae3d5.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_relative-time-element_dist_index_js-6d3967acd51c.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_combobox-nav_dist_index_js-node_modules_github_g-emoji-element_di-6ce195-53781cbc550f.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_auto-complete-element_dist_index_js-node_modules_github_catalyst_-6afc16-3cdfa69a0406.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_text-expander-element_dist_index_js-f5498b8d4e5d.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_filter-input-element_dist_index_js-node_modules_github_remote-inp-b5f1d7-492b5042c841.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_mini-throttle_dist_index_js-node_modules_stacktrace-parser_dist_s-1f651a-1e3d784c897c.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_file-attachment-element_dist_index_js-node_modules_primer_view-co-7671f1-dc6cac136d88.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/github-elements-71486356f507.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/element-registry-e3ab8405ef80.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_braintree_browser-detection_dist_browser-detection_js-node_modules_githu-bb80ec-634de60bacfa.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_lit-html_lit-html_js-ce7225a304c5.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_hydro-analytics-client_dist_analytics-client_js-node_modules_gith-f3aee1-e6893db9c19e.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_mini-throttle_dist_index_js-node_modules_morphdom_dist_morphdom-e-7c534c-f8a5485c982a.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_turbo_dist_turbo_es2017-esm_js-858e043fcf76.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_remote-form_dist_index_js-node_modules_delegated-events_dist_inde-893f9f-6cf3320416b8.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_scroll-anchoring_dist_scroll-anchoring_esm_js-node_modules_stacktrace-pa-a71630-6f3c4f0189d8.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_color-convert_index_js-0e07cc183eed.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_quote-selection_dist_index_js-node_modules_github_session-resume_-0b5e12-889cec8cf448.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_updatable-content_updatable-content_ts-eae9df0dd562.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_task-list_ts-app_assets_modules_github_sso_ts-ui_packages-900dde-18d1c91a7872.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_sticky-scroll-into-view_ts-7cbef09a422c.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_ajax-error_ts-app_assets_modules_github_behaviors_include-d0d0a6-0e9fa537dc4f.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_commenting_edit_ts-app_assets_modules_github_behaviors_ht-83c235-c89801ebbe15.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/behaviors-a6e4c4c86bfa.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_delegated-events_dist_index_js-node_modules_github_catalyst_lib_index_js-f6223d90c7ba.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/notifications-global-3366f6b6298e.js"></script> <title>scientific-machine-learning · GitHub Topics · GitHub</title> <meta name="route-pattern" content="/topics/:topic_name(.:format)" data-turbo-transient> <meta name="route-controller" content="topics" data-turbo-transient> <meta name="route-action" content="show" data-turbo-transient> <meta name="current-catalog-service-hash" content="82c569b93da5c18ed649ebd4c2c79437db4611a6a1373e805a3cb001c64130b7"> <meta name="request-id" content="E232:20FA7C:15982CB:182EF30:6747A761" data-pjax-transient="true"/><meta name="html-safe-nonce" content="f51793e3e3ec559d0f9d0cd48e6acf27e60a44ec116cfe466cce87145c12c05b" data-pjax-transient="true"/><meta name="visitor-payload" content="eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFMjMyOjIwRkE3QzoxNTk4MkNCOjE4MkVGMzA6Njc0N0E3NjEiLCJ2aXNpdG9yX2lkIjoiODAwNzgxODE4MTI0OTMxMjYwOSIsInJlZ2lvbl9lZGdlIjoic291dGhlYXN0YXNpYSIsInJlZ2lvbl9yZW5kZXIiOiJzb3V0aGVhc3Rhc2lhIn0=" data-pjax-transient="true"/><meta name="visitor-hmac" content="9f9eb4fe01e43e19d524ea1162faca1e2cb502f46cdd44607c15f325e9baaf7b" data-pjax-transient="true"/> <meta name="github-keyboard-shortcuts" content="copilot" data-turbo-transient="true" /> <meta name="selected-link" value="/topics/scientific-machine-learning" data-turbo-transient> <link rel="assets" href="https://github.githubassets.com/"> <meta name="google-site-verification" content="Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I"> <meta name="octolytics-url" content="https://collector.github.com/github/collect" /> <meta name="user-login" content=""> <meta name="viewport" content="width=device-width"> <meta name="description" content="GitHub is where people build software. More than 100 million people use GitHub to discover, fork, and contribute to over 420 million projects."> <link rel="search" type="application/opensearchdescription+xml" href="/opensearch.xml" title="GitHub"> <link rel="fluid-icon" href="https://github.com/fluidicon.png" title="GitHub"> <meta property="fb:app_id" content="1401488693436528"> <meta name="apple-itunes-app" content="app-id=1477376905, app-argument=https://github.com/topics/scientific-machine-learning" /> <meta property="og:url" content="https://github.com"> <meta property="og:site_name" content="GitHub"> <meta property="og:title" content="Build software better, together"> <meta property="og:description" content="GitHub is where people build software. More than 100 million people use GitHub to discover, fork, and contribute to over 420 million projects."> <meta property="og:image" content="https://github.githubassets.com/assets/github-logo-55c5b9a1fe52.png"> <meta property="og:image:type" content="image/png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="1200"> <meta property="og:image" content="https://github.githubassets.com/assets/github-mark-57519b92ca4e.png"> <meta property="og:image:type" content="image/png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="620"> <meta property="og:image" content="https://github.githubassets.com/assets/github-octocat-13c86b8b336d.png"> <meta property="og:image:type" content="image/png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="620"> <meta property="twitter:site" content="github"> <meta property="twitter:site:id" content="13334762"> <meta property="twitter:creator" content="github"> <meta property="twitter:creator:id" content="13334762"> <meta property="twitter:card" content="summary_large_image"> <meta property="twitter:title" content="GitHub"> <meta property="twitter:description" content="GitHub is where people build software. More than 100 million people use GitHub to discover, fork, and contribute to over 420 million projects."> <meta property="twitter:image" content="https://github.githubassets.com/assets/github-logo-55c5b9a1fe52.png"> <meta property="twitter:image:width" content="1200"> <meta property="twitter:image:height" content="1200"> <meta name="hostname" content="github.com"> <meta name="expected-hostname" content="github.com"> <meta http-equiv="x-pjax-version" content="418a06da7b51ee97aeb536cbde718d9d4e4ddeaf24da8a721d23a036378d2c56" data-turbo-track="reload"> <meta http-equiv="x-pjax-csp-version" content="463ee08ca3497fca0ad4eda59bb472c35eea254161aa1aec5f7ce12f247d2ecd" data-turbo-track="reload"> <meta http-equiv="x-pjax-css-version" content="3adbaefc258174e49a9472f62ba4ed262e7c0112f9e7266a3e927bd7b898716f" data-turbo-track="reload"> <meta http-equiv="x-pjax-js-version" content="b683bfe8ba503fb752a8a7e87a8162efe7eaf74732202ad69805baa0fa057db8" data-turbo-track="reload"> <meta name="turbo-cache-control" content="no-preview" data-turbo-transient=""> <meta name="turbo-body-classes" content="logged-out env-production page-responsive"> <meta name="browser-stats-url" content="https://api.github.com/_private/browser/stats"> <meta name="browser-errors-url" content="https://api.github.com/_private/browser/errors"> <link rel="mask-icon" href="https://github.githubassets.com/assets/pinned-octocat-093da3e6fa40.svg" color="#000000"> <link rel="alternate icon" class="js-site-favicon" type="image/png" href="https://github.githubassets.com/favicons/favicon.png"> <link rel="icon" class="js-site-favicon" type="image/svg+xml" href="https://github.githubassets.com/favicons/favicon.svg" data-base-href="https://github.githubassets.com/favicons/favicon"> <meta name="theme-color" content="#1e2327"> <meta name="color-scheme" content="light dark" /> <link rel="manifest" href="/manifest.json" crossOrigin="use-credentials"> </head> <body class="logged-out env-production page-responsive" style="word-wrap: break-word;"> <div data-turbo-body class="logged-out env-production page-responsive" style="word-wrap: break-word;"> <div class="position-relative header-wrapper js-header-wrapper "> <a href="#start-of-content" data-skip-target-assigned="false" class="px-2 py-4 color-bg-accent-emphasis color-fg-on-emphasis show-on-focus js-skip-to-content">Skip to content</a> <span data-view-component="true" class="progress-pjax-loader Progress position-fixed width-full"> <span style="width: 0%;" data-view-component="true" class="Progress-item progress-pjax-loader-bar left-0 top-0 color-bg-accent-emphasis"></span> </span> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/primer-react-765944243383.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/react-core-cd0a67881543.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/react-lib-7b7b5264f6c1.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/octicons-react-45c3a19dd792.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_tanstack_query-core_build_modern_queryClient_js-e40bb86d3e93.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_emotion_is-prop-valid_dist_emotion-is-prop-valid_esm_js-node_modules_emo-37e3d5-31653d7f2342.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_mini-throttle_dist_index_js-node_modules_stacktrace-parser_dist_s-e7dcdd-285fc29e9fa5.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_oddbird_popover-polyfill_dist_popover-fn_js-4896ddd4b7bb.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/keyboard-shortcuts-dialog-78b8b9792a5f.js"></script> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react.9fa170e9435ed4b922b9.module.css" /> <react-partial partial-name="keyboard-shortcuts-dialog" data-ssr="false" data-attempted-ssr="false" > <script type="application/json" data-target="react-partial.embeddedData">{"props":{"docsUrl":"https://docs.github.com/get-started/accessibility/keyboard-shortcuts"}}</script> <div data-target="react-partial.reactRoot"></div> </react-partial> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_remote-form_dist_index_js-node_modules_delegated-events_dist_inde-94fd67-cf3dd69d89eb.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/sessions-8fa3b694f335.js"></script> <header class="HeaderMktg header-logged-out js-details-container js-header Details f4 py-3" role="banner" data-is-top="true" data-color-mode=light data-light-theme=light data-dark-theme=dark> <h2 class="sr-only">Navigation Menu</h2> <button type="button" class="HeaderMktg-backdrop d-lg-none border-0 position-fixed top-0 left-0 width-full height-full js-details-target" aria-label="Toggle navigation"> <span class="d-none">Toggle navigation</span> </button> <div class="d-flex flex-column flex-lg-row flex-items-center px-3 px-md-4 px-lg-5 height-full position-relative z-1"> <div class="d-flex flex-justify-between flex-items-center width-full width-lg-auto"> <div class="flex-1"> <button aria-label="Toggle navigation" aria-expanded="false" type="button" data-view-component="true" class="js-details-target js-nav-padding-recalculate js-header-menu-toggle Button--link Button--medium Button d-lg-none color-fg-inherit p-1"> <span class="Button-content"> <span class="Button-label"><div class="HeaderMenu-toggle-bar rounded my-1"></div> <div class="HeaderMenu-toggle-bar rounded my-1"></div> <div class="HeaderMenu-toggle-bar rounded my-1"></div></span> </span> </button> </div> <a class="mr-lg-3 color-fg-inherit flex-order-2 js-prevent-focus-on-mobile-nav" href="/" aria-label="Homepage" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Logomark;ref_loc:Header"}"> <svg height="32" aria-hidden="true" viewBox="0 0 24 24" version="1.1" width="32" data-view-component="true" class="octicon octicon-mark-github"> <path d="M12.5.75C6.146.75 1 5.896 1 12.25c0 5.089 3.292 9.387 7.863 10.91.575.101.79-.244.79-.546 0-.273-.014-1.178-.014-2.142-2.889.532-3.636-.704-3.866-1.35-.13-.331-.69-1.352-1.18-1.625-.402-.216-.977-.748-.014-.762.906-.014 1.553.834 1.769 1.179 1.035 1.74 2.688 1.25 3.349.948.1-.747.402-1.25.733-1.538-2.559-.287-5.232-1.279-5.232-5.678 0-1.25.445-2.285 1.178-3.09-.115-.288-.517-1.467.115-3.048 0 0 .963-.302 3.163 1.179.92-.259 1.897-.388 2.875-.388.977 0 1.955.13 2.875.388 2.2-1.495 3.162-1.179 3.162-1.179.633 1.581.23 2.76.115 3.048.733.805 1.179 1.825 1.179 3.09 0 4.413-2.688 5.39-5.247 5.678.417.36.776 1.05.776 2.128 0 1.538-.014 2.774-.014 3.162 0 .302.216.662.79.547C20.709 21.637 24 17.324 24 12.25 24 5.896 18.854.75 12.5.75Z"></path> </svg> </a> <div class="flex-1 flex-order-2 text-right"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftopics%2Fscientific-machine-learning" class="HeaderMenu-link HeaderMenu-button d-inline-flex d-lg-none flex-order-1 f5 no-underline border color-border-default rounded-2 px-2 py-1 color-fg-inherit js-prevent-focus-on-mobile-nav" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f7156a33c3b21c92684a4fc61b34ed522006b0cd6a0ca3ee356a5d4e39badbba" data-analytics-event="{"category":"Marketing nav","action":"click to Sign in","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" > 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="{"location":"navbar","action":"github_copilot","context":"product","tag":"link","label":"github_copilot_link_product_navbar"}" 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="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .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">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="{"location":"navbar","action":"actions","context":"product","tag":"link","label":"actions_link_product_navbar"}" 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="{"location":"navbar","action":"codespaces","context":"product","tag":"link","label":"codespaces_link_product_navbar"}" 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="{"location":"navbar","action":"issues","context":"product","tag":"link","label":"issues_link_product_navbar"}" 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="{"location":"navbar","action":"code_review","context":"product","tag":"link","label":"code_review_link_product_navbar"}" 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 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"discussions","context":"product","tag":"link","label":"discussions_link_product_navbar"}" href="https://github.com/features/discussions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 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">Discussions</div> Collaborate outside of code </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"code_search","context":"product","tag":"link","label":"code_search_link_product_navbar"}" href="https://github.com/features/code-search"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-square color-fg-subtle mr-3"> <path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Search</div> Find more, search less </div> </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="product-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"all_features","context":"product","tag":"link","label":"all_features_link_product_navbar"}" href="https://github.com/features"> All features </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"documentation","context":"product","tag":"link","label":"documentation_link_product_navbar"}" href="https://docs.github.com"> Documentation <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"github_skills","context":"product","tag":"link","label":"github_skills_link_product_navbar"}" href="https://skills.github.com"> GitHub Skills <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"blog","context":"product","tag":"link","label":"blog_link_product_navbar"}" href="https://github.blog"> Blog <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 pb-lg-3 mb-3 mb-lg-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-company-size-heading">By company size</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-company-size-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"enterprises","context":"solutions","tag":"link","label":"enterprises_link_solutions_navbar"}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devsecops","context":"solutions","tag":"link","label":"devsecops_link_solutions_navbar"}" href="/solutions/use-case/devsecops"> DevSecOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"solutions","tag":"link","label":"devops_link_solutions_navbar"}" href="/solutions/use-case/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ci_cd","context":"solutions","tag":"link","label":"ci_cd_link_solutions_navbar"}" href="/solutions/use-case/ci-cd"> CI/CD </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_use_cases","context":"solutions","tag":"link","label":"view_all_use_cases_link_solutions_navbar"}" href="/solutions/use-case"> View all use cases </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-industry-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"healthcare","context":"solutions","tag":"link","label":"healthcare_link_solutions_navbar"}" href="/solutions/industry/healthcare"> Healthcare </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"financial_services","context":"solutions","tag":"link","label":"financial_services_link_solutions_navbar"}" href="/solutions/industry/financial-services"> Financial services </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"manufacturing","context":"solutions","tag":"link","label":"manufacturing_link_solutions_navbar"}" href="/solutions/industry/manufacturing"> Manufacturing </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"government","context":"solutions","tag":"link","label":"government_link_solutions_navbar"}" href="/solutions/industry/government"> Government </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_industries","context":"solutions","tag":"link","label":"view_all_industries_link_solutions_navbar"}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right HeaderMenu-trailing-link-icon"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 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="{"location":"navbar","action":"ai","context":"resources","tag":"link","label":"ai_link_resources_navbar"}" href="/resources/articles/ai"> AI </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"resources","tag":"link","label":"devops_link_resources_navbar"}" href="/resources/articles/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"security","context":"resources","tag":"link","label":"security_link_resources_navbar"}" href="/resources/articles/security"> Security </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"software_development","context":"resources","tag":"link","label":"software_development_link_resources_navbar"}" href="/resources/articles/software-development"> Software Development </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all","context":"resources","tag":"link","label":"view_all_link_resources_navbar"}" href="/resources/articles"> View all </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="resources-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"learning_pathways","context":"resources","tag":"link","label":"learning_pathways_link_resources_navbar"}" href="https://resources.github.com/learn/pathways"> Learning Pathways <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"white_papers_ebooks_webinars","context":"resources","tag":"link","label":"white_papers_ebooks_webinars_link_resources_navbar"}" href="https://resources.github.com"> White papers, Ebooks, Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Enterprise <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3"> <path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path> </svg> <div> <div class="color-fg-default h4">Enterprise platform</div> AI-powered developer platform </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="enterprise-available-add-ons-heading">Available add-ons</span> <ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"advanced_security","context":"enterprise","tag":"link","label":"advanced_security_link_enterprise_navbar"}" href="https://github.com/enterprise/advanced-security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">Advanced Security</div> Enterprise-grade security features </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"github_copilot","context":"enterprise","tag":"link","label":"github_copilot_link_enterprise_navbar"}" href="/features/copilot#enterprise"> <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> Enterprise-grade AI features </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"premium_support","context":"enterprise","tag":"link","label":"premium_support_link_enterprise_navbar"}" href="/premium-support"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 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 px-0 px-lg-2 py-3 py-lg-2 d-block d-lg-inline-block" data-analytics-event="{"location":"navbar","action":"pricing","context":"global","tag":"link","label":"pricing_link_global_navbar"}" href="https://github.com/pricing">Pricing</a> </li> </ul> </nav> <div class="d-flex flex-column flex-lg-row width-full flex-justify-end flex-lg-items-center text-center mt-3 mt-lg-0 text-lg-left ml-lg-3"> <qbsearch-input class="search-input" data-scope="" data-custom-scopes-path="/search/custom_scopes" data-delete-custom-scopes-csrf="7h2jLlMlu6RTF6Dc19Ui7TMkbPMLz0COh90GAKsjMkYFPLTyj72W0gHgbKDMC05UbmoSOzhIvqd7jxbJX9EmIw" data-max-custom-scopes="10" data-header-redesign-enabled="false" data-initial-value="" data-blackbird-suggestions-path="/search/suggestions" data-jump-to-suggestions-path="/_graphql/GetSuggestedNavigationDestinations" data-current-repository="" data-current-org="" data-current-owner="" data-logged-in="false" data-copilot-chat-enabled="false" data-nl-search-enabled="false" data-retain-scroll-position="true"> <div class="search-input-container search-with-dialog position-relative d-flex flex-row flex-items-center mr-4 rounded" data-action="click:qbsearch-input#searchInputContainerClicked" > <button type="button" class="header-search-button placeholder input-button form-control d-flex flex-1 flex-self-stretch flex-items-center no-wrap width-full py-0 pl-2 pr-0 text-left border-0 box-shadow-none" data-target="qbsearch-input.inputButton" aria-label="Search or jump to…" aria-haspopup="dialog" placeholder="Search or jump to..." data-hotkey=s,/ autocapitalize="off" data-analytics-event="{"location":"navbar","action":"searchbar","context":"global","tag":"input","label":"searchbar_input_global_navbar"}" data-action="click:qbsearch-input#handleExpand" > <div class="mr-2 color-fg-muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search"> <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path> </svg> </div> <span class="flex-1" data-target="qbsearch-input.inputButtonText">Search or jump to...</span> <div class="d-flex" data-target="qbsearch-input.hotkeyIndicator"> <svg xmlns="http://www.w3.org/2000/svg" width="22" height="20" aria-hidden="true" class="mr-1"><path fill="none" stroke="#979A9C" opacity=".4" d="M3.5.5h12c1.7 0 3 1.3 3 3v13c0 1.7-1.3 3-3 3h-12c-1.7 0-3-1.3-3-3v-13c0-1.7 1.3-3 3-3z"></path><path fill="#979A9C" d="M11.8 6L8 15.1h-.9L10.8 6h1z"></path></svg> </div> </button> <input type="hidden" name="type" class="js-site-search-type-field"> <div class="Overlay--hidden " data-modal-dialog-overlay> <modal-dialog data-action="close:qbsearch-input#handleClose cancel:qbsearch-input#handleClose" data-target="qbsearch-input.searchSuggestionsDialog" role="dialog" id="search-suggestions-dialog" aria-modal="true" aria-labelledby="search-suggestions-dialog-header" data-view-component="true" class="Overlay Overlay--width-large Overlay--height-auto"> <h1 id="search-suggestions-dialog-header" class="sr-only">Search code, repositories, users, issues, pull requests...</h1> <div class="Overlay-body Overlay-body--paddingNone"> <div data-view-component="true"> <div class="search-suggestions position-fixed width-full color-shadow-large border color-fg-default color-bg-default overflow-hidden d-flex flex-column query-builder-container" style="border-radius: 12px;" data-target="qbsearch-input.queryBuilderContainer" hidden > </option></form><form id="query-builder-test-form" action="" accept-charset="UTF-8" method="get"> <query-builder data-target="qbsearch-input.queryBuilder" id="query-builder-query-builder-test" data-filter-key=":" data-view-component="true" class="QueryBuilder search-query-builder"> <div class="FormControl FormControl--fullWidth"> <label id="query-builder-test-label" for="query-builder-test" class="FormControl-label sr-only"> Search </label> <div class="QueryBuilder-StyledInput width-fit " data-target="query-builder.styledInput" > <span id="query-builder-test-leadingvisual-wrap" class="FormControl-input-leadingVisualWrap QueryBuilder-leadingVisualWrap"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search FormControl-input-leadingVisual"> <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path> </svg> </span> <div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer"> <div aria-hidden="true" class="QueryBuilder-StyledInputContent" data-target="query-builder.styledInputContent" ></div> <div class="QueryBuilder-InputWrapper"> <div aria-hidden="true" class="QueryBuilder-Sizer" data-target="query-builder.sizer"></div> <input id="query-builder-test" name="query-builder-test" value="" autocomplete="off" type="text" role="combobox" spellcheck="false" aria-expanded="false" aria-describedby="validation-43c53248-e8e9-413a-8f63-0d2636be19e5" data-target="query-builder.input" data-action=" input:query-builder#inputChange blur:query-builder#inputBlur keydown:query-builder#inputKeydown focus:query-builder#inputFocus " data-view-component="true" class="FormControl-input QueryBuilder-Input FormControl-medium" /> </div> </div> <span class="sr-only" id="query-builder-test-clear">Clear</span> <button role="button" id="query-builder-test-clear-button" aria-labelledby="query-builder-test-clear query-builder-test-label" data-target="query-builder.clearButton" data-action=" click:query-builder#clear focus:query-builder#clearButtonFocus blur:query-builder#clearButtonBlur " variant="small" hidden="hidden" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium mr-1 px-2 py-0 d-flex flex-items-center rounded-1 color-fg-muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill Button-visual"> <path d="M2.343 13.657A8 8 0 1 1 13.658 2.343 8 8 0 0 1 2.343 13.657ZM6.03 4.97a.751.751 0 0 0-1.042.018.751.751 0 0 0-.018 1.042L6.94 8 4.97 9.97a.749.749 0 0 0 .326 1.275.749.749 0 0 0 .734-.215L8 9.06l1.97 1.97a.749.749 0 0 0 1.275-.326.749.749 0 0 0-.215-.734L9.06 8l1.97-1.97a.749.749 0 0 0-.326-1.275.749.749 0 0 0-.734.215L8 6.94Z"></path> </svg> </button> </div> <template id="search-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search"> <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path> </svg> </template> <template id="code-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code"> <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> </template> <template id="file-code-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-file-code"> <path d="M4 1.75C4 .784 4.784 0 5.75 0h5.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v8.586A1.75 1.75 0 0 1 14.25 15h-9a.75.75 0 0 1 0-1.5h9a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 10 4.25V1.5H5.75a.25.25 0 0 0-.25.25v2.5a.75.75 0 0 1-1.5 0Zm1.72 4.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734l1.47-1.47-1.47-1.47a.75.75 0 0 1 0-1.06ZM3.28 7.78 1.81 9.25l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Zm8.22-6.218V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path> </svg> </template> <template id="history-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-history"> <path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path> </svg> </template> <template id="repo-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo"> <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> </template> <template id="bookmark-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bookmark"> <path d="M3 2.75C3 1.784 3.784 1 4.75 1h6.5c.966 0 1.75.784 1.75 1.75v11.5a.75.75 0 0 1-1.227.579L8 11.722l-3.773 3.107A.751.751 0 0 1 3 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v9.91l3.023-2.489a.75.75 0 0 1 .954 0l3.023 2.49V2.75a.25.25 0 0 0-.25-.25Z"></path> </svg> </template> <template id="plus-circle-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-plus-circle"> <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 0Zm7.25-3.25v2.5h2.5a.75.75 0 0 1 0 1.5h-2.5v2.5a.75.75 0 0 1-1.5 0v-2.5h-2.5a.75.75 0 0 1 0-1.5h2.5v-2.5a.75.75 0 0 1 1.5 0Z"></path> </svg> </template> <template id="circle-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill"> <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path> </svg> </template> <template id="trash-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-trash"> <path d="M11 1.75V3h2.25a.75.75 0 0 1 0 1.5H2.75a.75.75 0 0 1 0-1.5H5V1.75C5 .784 5.784 0 6.75 0h2.5C10.216 0 11 .784 11 1.75ZM4.496 6.675l.66 6.6a.25.25 0 0 0 .249.225h5.19a.25.25 0 0 0 .249-.225l.66-6.6a.75.75 0 0 1 1.492.149l-.66 6.6A1.748 1.748 0 0 1 10.595 15h-5.19a1.75 1.75 0 0 1-1.741-1.575l-.66-6.6a.75.75 0 1 1 1.492-.15ZM6.5 1.75V3h3V1.75a.25.25 0 0 0-.25-.25h-2.5a.25.25 0 0 0-.25.25Z"></path> </svg> </template> <template id="team-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-people"> <path d="M2 5.5a3.5 3.5 0 1 1 5.898 2.549 5.508 5.508 0 0 1 3.034 4.084.75.75 0 1 1-1.482.235 4 4 0 0 0-7.9 0 .75.75 0 0 1-1.482-.236A5.507 5.507 0 0 1 3.102 8.05 3.493 3.493 0 0 1 2 5.5ZM11 4a3.001 3.001 0 0 1 2.22 5.018 5.01 5.01 0 0 1 2.56 3.012.749.749 0 0 1-.885.954.752.752 0 0 1-.549-.514 3.507 3.507 0 0 0-2.522-2.372.75.75 0 0 1-.574-.73v-.352a.75.75 0 0 1 .416-.672A1.5 1.5 0 0 0 11 5.5.75.75 0 0 1 11 4Zm-5.5-.5a2 2 0 1 0-.001 3.999A2 2 0 0 0 5.5 3.5Z"></path> </svg> </template> <template id="project-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-project"> <path d="M1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25V1.75C0 .784.784 0 1.75 0ZM1.5 1.75v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25ZM11.75 3a.75.75 0 0 1 .75.75v7.5a.75.75 0 0 1-1.5 0v-7.5a.75.75 0 0 1 .75-.75Zm-8.25.75a.75.75 0 0 1 1.5 0v5.5a.75.75 0 0 1-1.5 0ZM8 3a.75.75 0 0 1 .75.75v3.5a.75.75 0 0 1-1.5 0v-3.5A.75.75 0 0 1 8 3Z"></path> </svg> </template> <template id="pencil-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-pencil"> <path d="M11.013 1.427a1.75 1.75 0 0 1 2.474 0l1.086 1.086a1.75 1.75 0 0 1 0 2.474l-8.61 8.61c-.21.21-.47.364-.756.445l-3.251.93a.75.75 0 0 1-.927-.928l.929-3.25c.081-.286.235-.547.445-.758l8.61-8.61Zm.176 4.823L9.75 4.81l-6.286 6.287a.253.253 0 0 0-.064.108l-.558 1.953 1.953-.558a.253.253 0 0 0 .108-.064Zm1.238-3.763a.25.25 0 0 0-.354 0L10.811 3.75l1.439 1.44 1.263-1.263a.25.25 0 0 0 0-.354Z"></path> </svg> </template> <template id="copilot-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copilot"> <path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path> </svg> </template> <template id="copilot-error-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copilot-error"> <path d="M16 11.24c0 .112-.072.274-.21.467L13 9.688V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-.198 0-.388-.009-.571-.029L6.833 5.226a4.01 4.01 0 0 0 .17-.782c.117-.935-.037-1.395-.241-1.614-.193-.206-.637-.413-1.682-.297-.683.076-1.115.231-1.395.415l-1.257-.91c.579-.564 1.413-.877 2.485-.996 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095Zm-5.083-8.707c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Zm2.511 11.074c-1.393.776-3.272 1.428-5.43 1.428-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.18-.455-.241-.963-.252-1.475L.31 4.107A.747.747 0 0 1 0 3.509V3.49a.748.748 0 0 1 .625-.73c.156-.026.306.047.435.139l14.667 10.578a.592.592 0 0 1 .227.264.752.752 0 0 1 .046.249v.022a.75.75 0 0 1-1.19.596Zm-1.367-.991L5.635 7.964a5.128 5.128 0 0 1-.889.073c-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433 1.539 0 3.089-.505 4.063-.934Z"></path> </svg> </template> <template id="workflow-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-workflow"> <path d="M0 1.75C0 .784.784 0 1.75 0h3.5C6.216 0 7 .784 7 1.75v3.5A1.75 1.75 0 0 1 5.25 7H4v4a1 1 0 0 0 1 1h4v-1.25C9 9.784 9.784 9 10.75 9h3.5c.966 0 1.75.784 1.75 1.75v3.5A1.75 1.75 0 0 1 14.25 16h-3.5A1.75 1.75 0 0 1 9 14.25v-.75H5A2.5 2.5 0 0 1 2.5 11V7h-.75A1.75 1.75 0 0 1 0 5.25Zm1.75-.25a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Zm9 9a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Z"></path> </svg> </template> <template id="book-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book"> <path d="M0 1.75A.75.75 0 0 1 .75 1h4.253c1.227 0 2.317.59 3 1.501A3.743 3.743 0 0 1 11.006 1h4.245a.75.75 0 0 1 .75.75v10.5a.75.75 0 0 1-.75.75h-4.507a2.25 2.25 0 0 0-1.591.659l-.622.621a.75.75 0 0 1-1.06 0l-.622-.621A2.25 2.25 0 0 0 5.258 13H.75a.75.75 0 0 1-.75-.75Zm7.251 10.324.004-5.073-.002-2.253A2.25 2.25 0 0 0 5.003 2.5H1.5v9h3.757a3.75 3.75 0 0 1 1.994.574ZM8.755 4.75l-.004 7.322a3.752 3.752 0 0 1 1.992-.572H14.5v-9h-3.495a2.25 2.25 0 0 0-2.25 2.25Z"></path> </svg> </template> <template id="code-review-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-review"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 13H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 14.543V13H1.75A1.75 1.75 0 0 1 0 11.25v-8.5C0 1.784.784 1 1.75 1ZM1.5 2.75v8.5c0 .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-8.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm5.28 1.72a.75.75 0 0 1 0 1.06L5.31 7l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.75.75 0 0 1 1.06 0Zm2.44 0a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L10.69 7 9.22 5.53a.75.75 0 0 1 0-1.06Z"></path> </svg> </template> <template id="codespaces-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-codespaces"> <path d="M0 11.25c0-.966.784-1.75 1.75-1.75h12.5c.966 0 1.75.784 1.75 1.75v3A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm2-9.5C2 .784 2.784 0 3.75 0h8.5C13.216 0 14 .784 14 1.75v5a1.75 1.75 0 0 1-1.75 1.75h-8.5A1.75 1.75 0 0 1 2 6.75Zm1.75-.25a.25.25 0 0 0-.25.25v5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5a.25.25 0 0 0-.25-.25Zm-2 9.5a.25.25 0 0 0-.25.25v3c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-3a.25.25 0 0 0-.25-.25Z"></path><path d="M7 12.75a.75.75 0 0 1 .75-.75h4.5a.75.75 0 0 1 0 1.5h-4.5a.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> </template> <template id="comment-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment"> <path d="M1 2.75C1 1.784 1.784 1 2.75 1h10.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 13.25 12H9.06l-2.573 2.573A1.458 1.458 0 0 1 4 13.543V12H2.75A1.75 1.75 0 0 1 1 10.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h4.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> </template> <template id="comment-discussion-icon"> <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"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> </template> <template id="organization-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-organization"> <path d="M1.75 16A1.75 1.75 0 0 1 0 14.25V1.75C0 .784.784 0 1.75 0h8.5C11.216 0 12 .784 12 1.75v12.5c0 .085-.006.168-.018.25h2.268a.25.25 0 0 0 .25-.25V8.285a.25.25 0 0 0-.111-.208l-1.055-.703a.749.749 0 1 1 .832-1.248l1.055.703c.487.325.779.871.779 1.456v5.965A1.75 1.75 0 0 1 14.25 16h-3.5a.766.766 0 0 1-.197-.026c-.099.017-.2.026-.303.026h-3a.75.75 0 0 1-.75-.75V14h-1v1.25a.75.75 0 0 1-.75.75Zm-.25-1.75c0 .138.112.25.25.25H4v-1.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 .75.75v1.25h2.25a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM3.75 6h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5ZM3 3.75A.75.75 0 0 1 3.75 3h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 3.75Zm4 3A.75.75 0 0 1 7.75 6h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 7 6.75ZM7.75 3h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5ZM3 9.75A.75.75 0 0 1 3.75 9h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 9.75ZM7.75 9h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path> </svg> </template> <template id="rocket-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-rocket"> <path d="M14.064 0h.186C15.216 0 16 .784 16 1.75v.186a8.752 8.752 0 0 1-2.564 6.186l-.458.459c-.314.314-.641.616-.979.904v3.207c0 .608-.315 1.172-.833 1.49l-2.774 1.707a.749.749 0 0 1-1.11-.418l-.954-3.102a1.214 1.214 0 0 1-.145-.125L3.754 9.816a1.218 1.218 0 0 1-.124-.145L.528 8.717a.749.749 0 0 1-.418-1.11l1.71-2.774A1.748 1.748 0 0 1 3.31 4h3.204c.288-.338.59-.665.904-.979l.459-.458A8.749 8.749 0 0 1 14.064 0ZM8.938 3.623h-.002l-.458.458c-.76.76-1.437 1.598-2.02 2.5l-1.5 2.317 2.143 2.143 2.317-1.5c.902-.583 1.74-1.26 2.499-2.02l.459-.458a7.25 7.25 0 0 0 2.123-5.127V1.75a.25.25 0 0 0-.25-.25h-.186a7.249 7.249 0 0 0-5.125 2.123ZM3.56 14.56c-.732.732-2.334 1.045-3.005 1.148a.234.234 0 0 1-.201-.064.234.234 0 0 1-.064-.201c.103-.671.416-2.273 1.15-3.003a1.502 1.502 0 1 1 2.12 2.12Zm6.94-3.935c-.088.06-.177.118-.266.175l-2.35 1.521.548 1.783 1.949-1.2a.25.25 0 0 0 .119-.213ZM3.678 8.116 5.2 5.766c.058-.09.117-.178.176-.266H3.309a.25.25 0 0 0-.213.119l-1.2 1.95ZM12 5a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> </template> <template id="shield-check-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-shield-check"> <path d="m8.533.133 5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path> </svg> </template> <template id="heart-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> </template> <template id="server-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-server"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v4c0 .372-.116.717-.314 1 .198.283.314.628.314 1v4a1.75 1.75 0 0 1-1.75 1.75H1.75A1.75 1.75 0 0 1 0 12.75v-4c0-.358.109-.707.314-1a1.739 1.739 0 0 1-.314-1v-4C0 1.784.784 1 1.75 1ZM1.5 2.75v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm.25 5.75a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25ZM7 4.75A.75.75 0 0 1 7.75 4h4.5a.75.75 0 0 1 0 1.5h-4.5A.75.75 0 0 1 7 4.75ZM7.75 10h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM3 4.75A.75.75 0 0 1 3.75 4h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 4.75ZM3.75 10h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path> </svg> </template> <template id="globe-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-globe"> <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM5.78 8.75a9.64 9.64 0 0 0 1.363 4.177c.255.426.542.832.857 1.215.245-.296.551-.705.857-1.215A9.64 9.64 0 0 0 10.22 8.75Zm4.44-1.5a9.64 9.64 0 0 0-1.363-4.177c-.307-.51-.612-.919-.857-1.215a9.927 9.927 0 0 0-.857 1.215A9.64 9.64 0 0 0 5.78 7.25Zm-5.944 1.5H1.543a6.507 6.507 0 0 0 4.666 5.5c-.123-.181-.24-.365-.352-.552-.715-1.192-1.437-2.874-1.581-4.948Zm-2.733-1.5h2.733c.144-2.074.866-3.756 1.58-4.948.12-.197.237-.381.353-.552a6.507 6.507 0 0 0-4.666 5.5Zm10.181 1.5c-.144 2.074-.866 3.756-1.58 4.948-.12.197-.237.381-.353.552a6.507 6.507 0 0 0 4.666-5.5Zm2.733-1.5a6.507 6.507 0 0 0-4.666-5.5c.123.181.24.365.353.552.714 1.192 1.436 2.874 1.58 4.948Z"></path> </svg> </template> <template id="issue-opened-icon"> <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"> <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> </template> <template id="device-mobile-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-mobile"> <path d="M3.75 0h8.5C13.216 0 14 .784 14 1.75v12.5A1.75 1.75 0 0 1 12.25 16h-8.5A1.75 1.75 0 0 1 2 14.25V1.75C2 .784 2.784 0 3.75 0ZM3.5 1.75v12.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM8 13a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path> </svg> </template> <template id="package-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-package"> <path d="m8.878.392 5.25 3.045c.54.314.872.89.872 1.514v6.098a1.75 1.75 0 0 1-.872 1.514l-5.25 3.045a1.75 1.75 0 0 1-1.756 0l-5.25-3.045A1.75 1.75 0 0 1 1 11.049V4.951c0-.624.332-1.201.872-1.514L7.122.392a1.75 1.75 0 0 1 1.756 0ZM7.875 1.69l-4.63 2.685L8 7.133l4.755-2.758-4.63-2.685a.248.248 0 0 0-.25 0ZM2.5 5.677v5.372c0 .09.047.171.125.216l4.625 2.683V8.432Zm6.25 8.271 4.625-2.683a.25.25 0 0 0 .125-.216V5.677L8.75 8.432Z"></path> </svg> </template> <template id="credit-card-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-credit-card"> <path d="M10.75 9a.75.75 0 0 0 0 1.5h1.5a.75.75 0 0 0 0-1.5h-1.5Z"></path><path d="M0 3.75C0 2.784.784 2 1.75 2h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 14H1.75A1.75 1.75 0 0 1 0 12.25ZM14.5 6.5h-13v5.75c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25Zm0-2.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25V5h13Z"></path> </svg> </template> <template id="play-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-play"> <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 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path> </svg> </template> <template id="gift-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-gift"> <path d="M2 2.75A2.75 2.75 0 0 1 4.75 0c.983 0 1.873.42 2.57 1.232.268.318.497.668.68 1.042.183-.375.411-.725.68-1.044C9.376.42 10.266 0 11.25 0a2.75 2.75 0 0 1 2.45 4h.55c.966 0 1.75.784 1.75 1.75v2c0 .698-.409 1.301-1 1.582v4.918A1.75 1.75 0 0 1 13.25 16H2.75A1.75 1.75 0 0 1 1 14.25V9.332C.409 9.05 0 8.448 0 7.75v-2C0 4.784.784 4 1.75 4h.55c-.192-.375-.3-.8-.3-1.25ZM7.25 9.5H2.5v4.75c0 .138.112.25.25.25h4.5Zm1.5 0v5h4.5a.25.25 0 0 0 .25-.25V9.5Zm0-4V8h5.5a.25.25 0 0 0 .25-.25v-2a.25.25 0 0 0-.25-.25Zm-7 0a.25.25 0 0 0-.25.25v2c0 .138.112.25.25.25h5.5V5.5h-5.5Zm3-4a1.25 1.25 0 0 0 0 2.5h2.309c-.233-.818-.542-1.401-.878-1.793-.43-.502-.915-.707-1.431-.707ZM8.941 4h2.309a1.25 1.25 0 0 0 0-2.5c-.516 0-1 .205-1.43.707-.337.392-.646.975-.879 1.793Z"></path> </svg> </template> <template id="code-square-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-square"> <path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L10.69 8 9.22 6.53a.75.75 0 0 1 0-1.06ZM6.78 6.53 5.31 8l1.47 1.47a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path> </svg> </template> <template id="device-desktop-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-desktop"> <path d="M14.25 1c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 14.25 12h-3.727c.099 1.041.52 1.872 1.292 2.757A.752.752 0 0 1 11.25 16h-6.5a.75.75 0 0 1-.565-1.243c.772-.885 1.192-1.716 1.292-2.757H1.75A1.75 1.75 0 0 1 0 10.25v-7.5C0 1.784.784 1 1.75 1ZM1.75 2.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25ZM9.018 12H6.982a5.72 5.72 0 0 1-.765 2.5h3.566a5.72 5.72 0 0 1-.765-2.5Z"></path> </svg> </template> <div class="position-relative"> <ul role="listbox" class="ActionListWrap QueryBuilder-ListWrap" aria-label="Suggestions" data-action=" combobox-commit:query-builder#comboboxCommit mousedown:query-builder#resultsMousedown " data-target="query-builder.resultsList" data-persist-list=false id="query-builder-test-results" ></ul> </div> <div class="FormControl-inlineValidation" id="validation-43c53248-e8e9-413a-8f63-0d2636be19e5" hidden="hidden"> <span class="FormControl-inlineValidation--visual"> <svg aria-hidden="true" height="12" viewBox="0 0 12 12" version="1.1" width="12" data-view-component="true" class="octicon octicon-alert-fill"> <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path> </svg> </span> <span></span> </div> </div> <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div> </query-builder></form> <div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt"> <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2"> Search syntax tips </a> <div class="d-flex flex-1"></div> </div> </div> </div> </div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> </option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="W/SAb63jQVUFf909RljBwxPK95TUPuQ0saKqEyfJoYy/i3k1mm3RB8TXqhPFEN6NotjG83iQOeszMxEaK8l20g==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="custom-scopes-dialog-title"> <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> </option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="HQd+SU7w6UCPRp/L2ohpe0kRSmdzZ8fOBYox8YdAMhcz3vLgH9nPqK3e6mnfmJbEKUpvdsvk4aGPp4q4RTbO3w==" /> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <input type="hidden" id="custom_scope_id" name="custom_scope_id" data-target="custom-scopes.customScopesIdField"> <div class="form-group"> <label for="custom_scope_name">Name</label> <auto-check src="/search/custom_scopes/check_name" required> <input type="text" name="custom_scope_name" id="custom_scope_name" data-target="custom-scopes.customScopesNameField" class="form-control" autocomplete="off" placeholder="github-ruby" required maxlength="50"> <input type="hidden" data-csrf="true" value="pCIUOx+D4ptr5kt+/L+CefBWQJfJFwwLt9L2VIz/QBadUh1AmYIHtzpXCJlqARG8DUuqaOtM4qvlfpgU5zWEbg==" /> </auto-check> </div> <div class="form-group"> <label for="custom_scope_query">Query</label> <input type="text" name="custom_scope_query" id="custom_scope_query" data-target="custom-scopes.customScopesQueryField" class="form-control" autocomplete="off" placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" required maxlength="500"> </div> <p class="text-small color-fg-muted"> To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. </p> </form> </div> <div data-target="custom-scopes.manageCustomScopesForm"> <div data-target="custom-scopes.list"></div> </div> </div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search </button> </div> </dialog></dialog-helper> </custom-scopes> </div> </qbsearch-input> <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftopics%2Fscientific-machine-learning" class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded rounded-lg-0 px-2 py-1" style="margin-left: 12px;" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f7156a33c3b21c92684a4fc61b34ed522006b0cd6a0ca3ee356a5d4e39badbba" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" > Sign in </a> </div> <a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2Ftopics%2Fscientific-machine-learning&source=header" class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f7156a33c3b21c92684a4fc61b34ed522006b0cd6a0ca3ee356a5d4e39badbba" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/scientific-machine-learning;ref_cta:Sign up;ref_loc:header logged out"}" > Sign up </a> <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button> </div> </div> </div> </div> </header> <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <button id="icon-button-14888440-2f14-46cc-a68f-7b5cd9ea4ef3" aria-labelledby="tooltip-ea0168c7-a9c2-4557-b51a-70daed781191" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button><tool-tip id="tooltip-ea0168c7-a9c2-4557-b51a-70daed781191" for="icon-button-14888440-2f14-46cc-a68f-7b5cd9ea4ef3" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip> </div> </div> <div id="start-of-content" class="show-on-focus"></div> <div id="js-flash-container" class="flash-container" data-turbo-replace> <template class="js-flash-template"> <div class="flash flash-full {{ className }}"> <div > <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled > <main> <div class="site-subnav color-bg-default site-subnav-sticky js-sticky" > <nav class="container-lg mx-auto p-responsive" role="navigation" aria-label="Explore navigation"> <div class="d-flex flex-wrap flex-items-center flex-justify-center flex-md-justify-start text-center text-md-left"> <a class="js-selected-navigation-item d-inline-block subnav-primary f5 py-0 py-md-3 mt-2 mt-md-0 mr-0 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EXPLORE","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cf98a55ce0c17732672ab5ea4b821e74738cf0ab99b6787824ef52b426319c9d" data-selected-links="/explore /explore/email /explore" href="/explore">Explore</a> <a class="js-selected-navigation-item selected d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TOPICS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3437088454bbf6b954c12d42b665851f9cb2d7bf9b1c9b17c6a43614585380b1" aria-current="page" data-selected-links="topics_path /topics/scientific-machine-learning /topics" href="/topics">Topics</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TRENDING","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="6145cceb92086dabdc553b0cb22342032bb2c42374136429936f7de92e09f360" data-selected-links="/trending /trending/developers /trending/developers /trending /trending" href="/trending">Trending</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"COLLECTIONS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1f85f60af5a4975de572f90341730b116b23bfba52575b3c4c93930aa3168059" data-selected-links="collections_path /collections/ /collections" href="/collections">Collections</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EVENTS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b5947bbea87d047d27c0295b07a630bc8177dd240de57cf63a44a54d624a587a" data-selected-links="events_path /events?id= /events" href="/events">Events</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"GITHUB_SPONSORS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4ce1fddeaa116c03acce992df0c24bdf942420a70a9d37da68366d835365eccd" 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"> scientific-machine-learning </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="scientific-machine-learning" data-topic-name="scientific-machine-learning"> <div data-view-component="true" class="d-block"> <a href="/login?return_to=%2Ftopic.scientific-machine-learning" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":null,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d4d6f13ff4c78083e40ea54795ff9ae4e61171bf4417dca89aaf9b41fa9737e9" 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 207 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/scientific-machine-learning" 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>207</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=julia" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Julia <span>104</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=python" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Python <span>40</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=jupyter+notebook" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Jupyter Notebook <span>32</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=html" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> HTML <span>8</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=css" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> CSS <span>4</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=javascript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> JavaScript <span>3</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=tex" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> TeX <span>3</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=c%2B%2B" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> C++ <span>2</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=fortran" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Fortran <span>1</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/scientific-machine-learning?l=java" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Java <span>1</span> </span> </a> </div> </details-menu> </details> <details class="details-reset details-overlay select-menu mt-2"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Sort:</i> <span data-menu-button >Most stars</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Sort options</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" aria-checked="true" href="/topics/scientific-machine-learning?o=desc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/scientific-machine-learning?o=asc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/scientific-machine-learning?o=desc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/scientific-machine-learning?o=asc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/scientific-machine-learning?o=desc&s=updated"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Recently updated </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/scientific-machine-learning?o=asc&s=updated"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Least recently updated </span> </a> </div> </details-menu> </details> </div> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":58516043,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="705b56508c6aec2dd16eb06048a9a6aa5441781f4eef419acc11332bf30b6134" data-turbo="false" href="/SciML/DifferentialEquations.jl" data-view-component="true" class="Link text-bold wb-break-word"> DifferentialEquations.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FDifferentialEquations.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":58516043,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="12ad8f85ac94c6676915365297bbaacfd03d4d609f558189f13304029189ebfa" 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="2875 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="2,875" data-view-component="true" class="Counter js-social-count">2.9k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-58516043" aria-current="true" href="/SciML/DifferentialEquations.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":58516043,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="0d10a1c574d9c7774529d1f5797cf9ab4eaed74edd60511672b86ce78d6297d5" 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-58516043" href="/SciML/DifferentialEquations.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":58516043,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2e612c08ff7308f8f332d401c7ae242455d5c66d050b52f77edd3778679f3331" 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-58516043" href="/SciML/DifferentialEquations.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":58516043,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b0b33edab088203d2ddc9822e6b2f393d6ea69513c5759daa65c567d82d35bae" 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" >Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9fe58395b094cb5d91ca527076fd2f08b4dcb7ea6d3315bad22fe18cecbb2fdd" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7525,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8633404ea896c8ab52f6690436339ded86070d6161b61f0a58f112d88ed5d136" title="Topic: r" href="/topics/r" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> r </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73012,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1abdc0093a18ed9d69c7f14f743b4307b22767b69f471d90a7b0eaa7aa22c75d" title="Topic: dde" href="/topics/dde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73856,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fe2eacc53658cfb5480b2cf67cc8a62936e7dc8f0a30dea501a326118fc0e59e" title="Topic: scientific" href="/topics/scientific" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89213,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="0d8823ccb3417f142b8071cad28db74a81d228a1106f540631f39ee48a51fd8d" title="Topic: dynamical-systems" href="/topics/dynamical-systems" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dynamical-systems </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154306,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a2ff8e6c26bcccc256161c857e2cbed74a5571c687f9065e5cca8a962acd1745" title="Topic: dae" href="/topics/dae" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dae </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":160299,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3f5e227b3b1cb879866e892b1a37efea69de624fcd42b8e8fb006eb68cccaf53" title="Topic: spde" href="/topics/spde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> spde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173372,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9382afd4d5b5daad6eca382b92c403959d4edc076d9db7725ae30a84c85a418c" title="Topic: stochastic-differential-equations" href="/topics/stochastic-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stochastic-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173386,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="717275c19fbf4dd1be4829407680f886a304da6fd33269176f6837cf9d59a70e" title="Topic: delay-differential-equations" href="/topics/delay-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> delay-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":224828,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="079a2730ea0bdea26c997d42a9d3c368cbe141ad69fbc63be767c28df38fa13c" title="Topic: numerical" href="/topics/numerical" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> numerical </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":282424,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e3337e652aec585eb65368efa946fb579ebb8755437ebbf6a50206954acd815b" title="Topic: stochastic-processes" href="/topics/stochastic-processes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stochastic-processes </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":347891,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="de345021afead14fc4cdcddfff940221ebab3f2a07a18f743d83d0f2f086dc20" title="Topic: differential-algebraic-equations" href="/topics/differential-algebraic-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-algebraic-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037716,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a8ae3a8b60c16f4dcc9d86767c37585253f0dd80c59838ffcdadc75c8b8f786" title="Topic: neural-differential-equations" href="/topics/neural-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-06T07:12:51Z" class="no-wrap">Nov 6, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":7468301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="afcf3b0d0c363e838c66e2d37c411e1da44ce28e405d8f012e2b82a47c363ca6" data-turbo="false" href="/lululxvi" data-view-component="true" class="Link"> lululxvi </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":169674091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b8117d949008e2a3b59099f1b29227ae0f90a6d255adef62566493738d148bc0" data-turbo="false" href="/lululxvi/deepxde" data-view-component="true" class="Link text-bold wb-break-word"> deepxde </a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Flululxvi%2Fdeepxde" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":169674091,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2c2c8f31d3658e05a63503912c21dc89c81d4c94e6aabb11fc092bec82dc96bf" 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="2779 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="2,779" data-view-component="true" class="Counter js-social-count">2.8k</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-169674091" aria-current="true" href="/lululxvi/deepxde" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":169674091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cfc59d7a9d1540e16dc2b2680e62e08577639e4f12f9c78ecddb498b5fcd9260" 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-169674091" href="/lululxvi/deepxde/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":169674091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7a8a1ea1c1f3b3c291cec4e23e804a6360b41540742fa981657876860d6d342b" 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-169674091" href="/lululxvi/deepxde/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":169674091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3ef2bfac777543eda6f18c881c4437261f0384a70e2314fce12636947e8cd657" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-169674091" href="/lululxvi/deepxde/discussions" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":169674091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9258e934d00b95118faf65c8f103f6eab100dd3159be2d345d6e9366fc227623" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A library for scientific machine learning and physics-informed learning</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="acbf6a6a18d8680ab4e0b5ee20d0dc802ff21fac423bd1f67ce220a4fb90ccbb" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9627,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="c29eeec338bd3a6a826a569d804390b8b6caf13cee8d5089959aa1730fd48f20" title="Topic: neural-network" href="/topics/neural-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-network </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12734,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="efe3cc83ef2dbeb4add5ea6ecd1bc5a20362d85a785b196d724a55cc2d21f811" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="38cbb0bd86450d2385b480d5f9fe3cb630901580732f22d1f01cce5821bc3226" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":59743,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="eb5058ee0fdd5de68d829271a1663aaf3f6a1b08073d0656aa254bbf6fc577ce" title="Topic: operator" href="/topics/operator" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> operator </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154304,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a7e5d2450bb11d32bd7c39add9c9f3c14cce43953922928b14b7b91012dedbe8" title="Topic: pde" href="/topics/pde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":313845,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3801132a5b73daa297089722499be6691865e44e63f037551ba778022efabcab" title="Topic: paddle" href="/topics/paddle" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> paddle </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":479418,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b1c93a2d9046f383c202bfcc48ab72d6f372c87c94f09860fd24ee62e526e544" title="Topic: pinn" href="/topics/pinn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pinn </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":664745,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f9bd83a170a30d1107dbbda8af4061efbe502b25f7f6d63e0dc61d7f6f8fd014" title="Topic: jax" href="/topics/jax" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> jax </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1254270,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e5a7129bd379cbb091c512a744d7103d061e4532c59f7bedcfed865b03615e75" title="Topic: multi-fidelity-data" href="/topics/multi-fidelity-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> multi-fidelity-data </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1311937,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a33fe71e343c343f9033d4cfe8d000bff5bb79a3e5ee939201eb017c082956f9" title="Topic: physics-informed-learning" href="/topics/physics-informed-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> physics-informed-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1668687,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3e576bcc6c8c5f4277ac9edde8107606445eb94f37832c9d882a0abed2fdf460" title="Topic: deeponet" href="/topics/deeponet" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deeponet </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="2024-11-26T01:16:16Z" class="no-wrap">Nov 26, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":205191601,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="0390011782702103d3783f8016729a76a2e0d57c854a73e45f0f098f2509ae40" data-turbo="false" href="/SciML/SciMLBook" data-view-component="true" class="Link text-bold wb-break-word"> SciMLBook </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FSciMLBook" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":205191601,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="be9bca197cde3cf25178fe8450659d070c8e2e26ed87ab144ac614d2d3230ff9" 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="1858 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="1,858" data-view-component="true" class="Counter js-social-count">1.9k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-205191601" aria-current="true" href="/SciML/SciMLBook" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":205191601,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="c6790f548083dc5e70a69054124142f4afea54b255d0c3a2d23fe3388454ef31" 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-205191601" href="/SciML/SciMLBook/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":205191601,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="be80f5a8457d3efaf26ce023d653c10088f043712ace35f28bfd388a24f19b05" 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-205191601" href="/SciML/SciMLBook/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":205191601,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="60c6f1e118166550cb55162b0e5bd349b27c31e655018d2bbfc86a3364df8e43" 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" >Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2076,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="53a4c449c11fa0c60f1c7cfb67d8a8761629fe9bdc716519dc20355273c10ddd" title="Topic: performance-engineering" href="/topics/performance-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> performance-engineering </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23887,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7f61cda11c9941faf091513e93cf64fbc3eb375b22e2d77ade703a3862f1dfdd" title="Topic: parallelism" href="/topics/parallelism" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> parallelism </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44842,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="36b8c6b3e069de5b25d470518370ea9b8bec3db1e0ef899e11430d3a03b4bca5" title="Topic: neural-networks" href="/topics/neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-networks </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":105838,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="48f3d33539aa8fcdb850c5f23032a5fd04a28e98f2c490949217603b6bdb4284" title="Topic: gpu-computing" href="/topics/gpu-computing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> gpu-computing </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":118721,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="c4449147cf23861ebc79b33656c43583fca81d4a97ae3bfa364f479b0f1379f7" title="Topic: numerical-methods" href="/topics/numerical-methods" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> numerical-methods </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":188161,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="68e3aaa1e0b3c30935f0cd4804035c25473374647c022c61d2f3561c550c5b3d" title="Topic: lecture-notes" href="/topics/lecture-notes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> lecture-notes </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037711,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="adb4f97b6eaf7be91538d0489d4d3decd6eab45b02b2c2ec0478a562ccd36cc1" title="Topic: neural-sde" href="/topics/neural-sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1136998,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cae2f883bbd14aab44b6fa79dab3bad0fb80acb74239d77939477bd8d51c8964" title="Topic: stiff-equations" href="/topics/stiff-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stiff-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1136999,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="124bd1767b1471c22a8932ba57519771f72ec85444f914c8c841bea6a45458ff" title="Topic: scientific-simulators" href="/topics/scientific-simulators" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-simulators </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-10-01T11:49:51Z" class="no-wrap">Oct 1, 2024</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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":123055424,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2ac71ab3234dc59f8f3c193a6987d5126d114b3fcb6e2ad630ef08115b102104" data-turbo="false" href="/SciML/ModelingToolkit.jl" data-view-component="true" class="Link text-bold wb-break-word"> ModelingToolkit.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FModelingToolkit.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":123055424,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="15eb48d9d471cc0fe3454635bda53a18ee3920c952fb3dd6b3dce22942e966c2" 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="1434 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="1,434" data-view-component="true" class="Counter js-social-count">1.4k</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-123055424" aria-current="true" href="/SciML/ModelingToolkit.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":123055424,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="df8bb1e388c8885436b14c81546c780b730336206a8ecfa8711435067c77b6de" 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-123055424" href="/SciML/ModelingToolkit.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":123055424,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="eddd29f9f2c7c96d4236fe212012d5defc13afc2d02596ce0f424eed59d1102b" 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-123055424" href="/SciML/ModelingToolkit.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":123055424,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="caac697e2cdd30d1919b2a95836ef6bbe0916a3e18e8a9480b120cc1a34c3bca" 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" >An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9838,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b7e2e463a9f874d13e724a093f351551f31fecc31b5a9e2d40163f407dceccd9" title="Topic: computer-algebra" href="/topics/computer-algebra" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> computer-algebra </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12779,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="25036755d3a659e2d85b416cf86bf4a69840fe6eb0088137caaa2d3cc9175dea" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":39186,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1fff69cd219e590bb06ac3db495bf1ca7fe43f75f995ca7b29b25fc04da56de4" title="Topic: symbolic" href="/topics/symbolic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> symbolic </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73012,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1abdc0093a18ed9d69c7f14f743b4307b22767b69f471d90a7b0eaa7aa22c75d" title="Topic: dde" href="/topics/dde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":118713,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2608b8c7e3e1a38e17f7d27993c416cbc88122b1ff40f49c8be48a58397a4c78" title="Topic: ordinary-differential-equations" href="/topics/ordinary-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ordinary-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154304,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a7e5d2450bb11d32bd7c39add9c9f3c14cce43953922928b14b7b91012dedbe8" title="Topic: pde" href="/topics/pde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154306,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a2ff8e6c26bcccc256161c857e2cbed74a5571c687f9065e5cca8a962acd1745" title="Topic: dae" href="/topics/dae" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dae </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173372,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9382afd4d5b5daad6eca382b92c403959d4edc076d9db7725ae30a84c85a418c" title="Topic: stochastic-differential-equations" href="/topics/stochastic-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stochastic-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173386,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="717275c19fbf4dd1be4829407680f886a304da6fd33269176f6837cf9d59a70e" title="Topic: delay-differential-equations" href="/topics/delay-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> delay-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":223180,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2757a99be5202b1ae705f05f3fe5eba6a1e5ab0a3004842adb9c294ecdf1c1cf" title="Topic: symbolic-computation" href="/topics/symbolic-computation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> symbolic-computation </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":231674,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f5f04af9ff0ce41c608a913f0abbe225b60dc4d62bee079c2dccee7d34257ea5" title="Topic: nonlinear-programming" href="/topics/nonlinear-programming" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> nonlinear-programming </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":642234,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cd139c6e4e457a6a47b1224939119bd76551415aaac4b9ac2b673053f7dc7077" title="Topic: equation-based" href="/topics/equation-based" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> equation-based </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1306741,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="776f029885bcfac2065413d7429348c83648a8b6311b48577056c01bdefb9311" title="Topic: symbolic-numerics" href="/topics/symbolic-numerics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> symbolic-numerics </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1716824,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3a109879b7b7c2606ad7ec94a303a3aa83d16c81e6f3a5c0db5ec2f350affd4e" title="Topic: acausal" href="/topics/acausal" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> acausal </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="2024-11-27T18:55:18Z" class="no-wrap">Nov 27, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":84996091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="705a851dcbdac520740180d4d089ce33f6cd804f2551f1eda86f8bceb11c2d4c" data-turbo="false" href="/SciML/NeuralPDE.jl" data-view-component="true" class="Link text-bold wb-break-word"> NeuralPDE.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FNeuralPDE.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":84996091,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b7b7f41c737a5fb2b13307fcdf9fda1e063e1b1be47dd0615ce1078d426ae635" 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="996 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="996" data-view-component="true" class="Counter js-social-count">996</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-84996091" aria-current="true" href="/SciML/NeuralPDE.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":84996091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3d98d042bc87dafe87bdb3c892a17910b3b45dc5c715584339505c1829ca0ffa" 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-84996091" href="/SciML/NeuralPDE.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":84996091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a0afbcf9055bc23c57b053c26f914ab94f587969328f30f834bbaefc410e681d" 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-84996091" href="/SciML/NeuralPDE.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":84996091,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="48df7b94d1ab989e5695fe897b53e7a715f3e17c174d8ba185ea8699c43d517e" 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" >Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="0ad2287bb14f631ff252536d14c4490b7697226f84c7e727255a56465b5c4ce7" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9627,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="c29eeec338bd3a6a826a569d804390b8b6caf13cee8d5089959aa1730fd48f20" title="Topic: neural-network" href="/topics/neural-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-network </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44842,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="36b8c6b3e069de5b25d470518370ea9b8bec3db1e0ef899e11430d3a03b4bca5" title="Topic: neural-networks" href="/topics/neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-networks </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74620,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="62d620faf3ea8f8e828437eaf492c5fae8a571e9b6c129fd36022b5a11e79684" title="Topic: partial-differential-equations" href="/topics/partial-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> partial-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":118713,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2608b8c7e3e1a38e17f7d27993c416cbc88122b1ff40f49c8be48a58397a4c78" title="Topic: ordinary-differential-equations" href="/topics/ordinary-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ordinary-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154304,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a7e5d2450bb11d32bd7c39add9c9f3c14cce43953922928b14b7b91012dedbe8" title="Topic: pde" href="/topics/pde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":479418,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b1c93a2d9046f383c202bfcc48ab72d6f372c87c94f09860fd24ee62e526e544" title="Topic: pinn" href="/topics/pinn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pinn </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037716,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a8ae3a8b60c16f4dcc9d86767c37585253f0dd80c59838ffcdadc75c8b8f786" title="Topic: neural-differential-equations" href="/topics/neural-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1067998,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="55de615d9e1462515ec9a75e9ad3bff62c0b7532686002ded91fd889d59f13ad" title="Topic: scientific-ml" href="/topics/scientific-ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-ml </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1067999,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cc3bbd790cbe227858e9c806bbcc9d21b8f3021e74e03d24c1b2bfa6004cf55f" title="Topic: scientific-ai" href="/topics/scientific-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-ai </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-18T16:46:33Z" class="no-wrap">Nov 18, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":163191791,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="6981e8939f623d378a3a6d33b108c53034e235374ab4ab1dd1d1d05a6278383a" data-turbo="false" href="/SciML/DiffEqFlux.jl" data-view-component="true" class="Link text-bold wb-break-word"> DiffEqFlux.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FDiffEqFlux.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":163191791,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7d1c9f724897def94c499abf4524c48eab6573c1b2b1246223bdf1da78d8711a" 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="871 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="871" data-view-component="true" class="Counter js-social-count">871</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-163191791" aria-current="true" href="/SciML/DiffEqFlux.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":163191791,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4aeb9e6b10cfb13a963e212e0b7241d60e2cb6e7c08a0012e127385a8ba07905" 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-163191791" href="/SciML/DiffEqFlux.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":163191791,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="25b691d4986e0f2410dd5bbb303381fb53b00c59364edf22dbe976a03feef555" 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-163191791" href="/SciML/DiffEqFlux.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":163191791,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="73a9d761a23823f5ee4ae401fb392a8003d1ee3dbb325cb9d57ed9e9ed4f713c" 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" >Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44842,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="36b8c6b3e069de5b25d470518370ea9b8bec3db1e0ef899e11430d3a03b4bca5" title="Topic: neural-networks" href="/topics/neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-networks </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74620,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="62d620faf3ea8f8e828437eaf492c5fae8a571e9b6c129fd36022b5a11e79684" title="Topic: partial-differential-equations" href="/topics/partial-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> partial-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":118713,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2608b8c7e3e1a38e17f7d27993c416cbc88122b1ff40f49c8be48a58397a4c78" title="Topic: ordinary-differential-equations" href="/topics/ordinary-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ordinary-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173372,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9382afd4d5b5daad6eca382b92c403959d4edc076d9db7725ae30a84c85a418c" title="Topic: stochastic-differential-equations" href="/topics/stochastic-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stochastic-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173386,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="717275c19fbf4dd1be4829407680f886a304da6fd33269176f6837cf9d59a70e" title="Topic: delay-differential-equations" href="/topics/delay-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> delay-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":479418,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b1c93a2d9046f383c202bfcc48ab72d6f372c87c94f09860fd24ee62e526e544" title="Topic: pinn" href="/topics/pinn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pinn </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037711,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="adb4f97b6eaf7be91538d0489d4d3decd6eab45b02b2c2ec0478a562ccd36cc1" title="Topic: neural-sde" href="/topics/neural-sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037714,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="12068b68b648fe96cf4c3167ae35809e64d5d27148046a03331cd02c124399af" title="Topic: neural-pde" href="/topics/neural-pde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-pde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037715,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="18e0855c74b5879529e7fac09729ce2ef5c861b92197df8ab8d06f113af551db" title="Topic: neural-dde" href="/topics/neural-dde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-dde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037716,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a8ae3a8b60c16f4dcc9d86767c37585253f0dd80c59838ffcdadc75c8b8f786" title="Topic: neural-differential-equations" href="/topics/neural-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037718,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9e001dc25c0a2e7d216760ab4e9137bb00a9d9bd1451aa06770cc166bc1bbe4a" title="Topic: stiff-ode" href="/topics/stiff-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stiff-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1067998,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="55de615d9e1462515ec9a75e9ad3bff62c0b7532686002ded91fd889d59f13ad" title="Topic: scientific-ml" href="/topics/scientific-ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-ml </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1067999,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cc3bbd790cbe227858e9c806bbcc9d21b8f3021e74e03d24c1b2bfa6004cf55f" title="Topic: scientific-ai" href="/topics/scientific-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-ai </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1068006,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d5f08b06873f5cd06fd39317675556566e01389ebffd6ff8c7c6572bf72e1c3f" title="Topic: neural-jump-diffusions" href="/topics/neural-jump-diffusions" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-jump-diffusions </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1068007,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e934ea7a46563e06110ccd9f1c2ffdf14eb5c4d24374280b3c6a7ce0651a07a7" title="Topic: neural-sdes" href="/topics/neural-sdes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-sdes </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1311937,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a33fe71e343c343f9033d4cfe8d000bff5bb79a3e5ee939201eb017c082956f9" title="Topic: physics-informed-learning" href="/topics/physics-informed-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> physics-informed-learning </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="2024-11-18T06:58:27Z" class="no-wrap">Nov 18, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":261690722,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="961721c2c1567bb0c2747b05e3ec822ec12879f8b55488a10d63652c9c5f1a1c" data-turbo="false" href="/SciML/Optimization.jl" data-view-component="true" class="Link text-bold wb-break-word"> Optimization.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FOptimization.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":261690722,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ad5ef452dba86bd14ba62cc608f711602e97471429dcf52bfc3119ce80377b44" 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="728 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="728" data-view-component="true" class="Counter js-social-count">728</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-261690722" aria-current="true" href="/SciML/Optimization.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":261690722,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="15ca58249fa7aeb515c69230d52317eb683d1dcd23842bc848c099e8589f3fe4" 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-261690722" href="/SciML/Optimization.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":261690722,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3950966d03928eeb9b7a9ad925846458aaf53499d9b03376bc53c41480b0cec6" 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-261690722" href="/SciML/Optimization.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":261690722,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="da82ce051242439da875d9deecd4bfe00b62dbd1bce6a567afbac351a611b0ef" 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" >Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable interface.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12779,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="25036755d3a659e2d85b416cf86bf4a69840fe6eb0088137caaa2d3cc9175dea" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14117,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b10dc1bba7a04b22550d1ffb62bcfd4f9bb1872d348de5cb9207172d859e86ae" title="Topic: automatic-differentiation" href="/topics/automatic-differentiation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> automatic-differentiation </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74510,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ae7bca7b843611ab19f1ed5e1022d57310dcfa2645b23734f670c3c70c08775c" title="Topic: global-optimization" href="/topics/global-optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> global-optimization </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d9a695ec86648c84498d7c753db21f841ed7addc0836e0117b70c89dbd7d6bce" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> hacktoberfest </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":217939,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="62a6585e8eeb4804da35e992897d5c7c26b2c8d5d41196bd70f83ff895477577" title="Topic: nonlinear-optimization" href="/topics/nonlinear-optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> nonlinear-optimization </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":260650,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="10d7d12f09ddcf248b55b271de3fb575be2f5254bc226ba4696746d91ba8ecd0" title="Topic: convex-optimization" href="/topics/convex-optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> convex-optimization </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":369917,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="151f293cada03ebed5830dd6136ab0597c2309552cb3901d86e917bd56d065f2" title="Topic: algorithmic-differentiation" href="/topics/algorithmic-differentiation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> algorithmic-differentiation </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":405737,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="42a9dcd9a44e6201462261171caa71c861adb77fb04f35e3e7554c8a8cc19753" title="Topic: mixed-integer-programming" href="/topics/mixed-integer-programming" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> mixed-integer-programming </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1022461,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="6787290fa7684d421d9b2a1540ec708c718bdf0be5f09d90159cd5adaa145715" title="Topic: derivative-free-optimization" href="/topics/derivative-free-optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> derivative-free-optimization </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1312890,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7b07738522c1ec81af9194b9ba7ff11fb656a97b5fdfb58220000ae2165789b4" title="Topic: local-optimization" href="/topics/local-optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> local-optimization </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="2024-11-19T20:28:28Z" class="no-wrap">Nov 19, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":72398867,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a752aa14ab6b3ec2073d0a9d616afef4a22d6512c0d16a6528c204300880884c" data-turbo="false" href="/SciML/SciMLTutorials.jl" data-view-component="true" class="Link text-bold wb-break-word"> SciMLTutorials.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FSciMLTutorials.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":72398867,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="60d4fc83612b1f96c1db8267a959ed621c64809c7e851c99033c806eb17cc0e9" 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="720 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="720" data-view-component="true" class="Counter js-social-count">720</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-72398867" aria-current="true" href="/SciML/SciMLTutorials.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":72398867,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1230dd5a1199a3574f371c4e739727ee0414648111b026d852629c42c1d1cf0e" 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-72398867" href="/SciML/SciMLTutorials.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":72398867,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="edd038790af16eca863ee8ca5253ba5005b0516ac338e841cc006a0896b8e6e6" 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-72398867" href="/SciML/SciMLTutorials.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":72398867,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="80efdafc66b6c41da8d7268e673214ffd0bdb394ee8419ac1b2aeca3e0948ced" 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" >Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9fe58395b094cb5d91ca527076fd2f08b4dcb7ea6d3315bad22fe18cecbb2fdd" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7525,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8633404ea896c8ab52f6690436339ded86070d6161b61f0a58f112d88ed5d136" title="Topic: r" href="/topics/r" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> r </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73012,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1abdc0093a18ed9d69c7f14f743b4307b22767b69f471d90a7b0eaa7aa22c75d" title="Topic: dde" href="/topics/dde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74620,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="62d620faf3ea8f8e828437eaf492c5fae8a571e9b6c129fd36022b5a11e79684" title="Topic: partial-differential-equations" href="/topics/partial-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> partial-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":118713,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2608b8c7e3e1a38e17f7d27993c416cbc88122b1ff40f49c8be48a58397a4c78" title="Topic: ordinary-differential-equations" href="/topics/ordinary-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ordinary-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154304,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a7e5d2450bb11d32bd7c39add9c9f3c14cce43953922928b14b7b91012dedbe8" title="Topic: pde" href="/topics/pde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154306,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a2ff8e6c26bcccc256161c857e2cbed74a5571c687f9065e5cca8a962acd1745" title="Topic: dae" href="/topics/dae" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dae </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173372,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9382afd4d5b5daad6eca382b92c403959d4edc076d9db7725ae30a84c85a418c" title="Topic: stochastic-differential-equations" href="/topics/stochastic-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stochastic-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d9a695ec86648c84498d7c753db21f841ed7addc0836e0117b70c89dbd7d6bce" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> hacktoberfest </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037716,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a8ae3a8b60c16f4dcc9d86767c37585253f0dd80c59838ffcdadc75c8b8f786" title="Topic: neural-differential-equations" href="/topics/neural-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-04-29T14:31:37Z" class="no-wrap">Apr 29, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #563d7c"></span> <span itemprop="programmingLanguage">CSS</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":71651195,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="539b42b766ade4a2a7c65ae1d8b3f09b8c61ccaa4685de52bb845348c8f872af" data-turbo="false" href="/SciML/OrdinaryDiffEq.jl" data-view-component="true" class="Link text-bold wb-break-word"> OrdinaryDiffEq.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FOrdinaryDiffEq.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":71651195,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9f87dd9b4429c750fd0383290e7f0f6e42eebc0a68779f6f48ad26a4e861d947" 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="563 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="563" data-view-component="true" class="Counter js-social-count">563</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-71651195" aria-current="true" href="/SciML/OrdinaryDiffEq.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":71651195,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ce3f05bd4e9a123f6ff0deaebf74b164bf1901129e48856791627b7b30481bf6" 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-71651195" href="/SciML/OrdinaryDiffEq.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":71651195,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="20ec0e300b0ec0f79845fb886cf5006a1ff14035e5fe6c87c8887d5ae6a9718c" 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-71651195" href="/SciML/OrdinaryDiffEq.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":71651195,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="448456d8d029c8f23019ac2ff6d82ff501bf8fb0b096d48fa4ed4402262e0836" 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" >High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13020,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="aa6dfb8038cbdb2916e2ae3b626cd0cebef7b5d037d954eab7c132491218e9bd" title="Topic: high-performance" href="/topics/high-performance" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> high-performance </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":118713,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2608b8c7e3e1a38e17f7d27993c416cbc88122b1ff40f49c8be48a58397a4c78" title="Topic: ordinary-differential-equations" href="/topics/ordinary-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ordinary-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":119111,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f9380f216f88d26be2ec2a16991ae47be0abab7e94379bedc4404161513eeae6" title="Topic: adaptive" href="/topics/adaptive" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> adaptive </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173381,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="648ea876ff0261b94ca56fc792cc6e7fde74fee1563a6b165186a877c2c36962" title="Topic: event-handling" href="/topics/event-handling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> event-handling </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d9a695ec86648c84498d7c753db21f841ed7addc0836e0117b70c89dbd7d6bce" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> hacktoberfest </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-26T04:03:46Z" class="no-wrap">Nov 26, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":130501860,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="662924bed7522f8123477c69ac27177cf191ed9a23e613b1275d1765dc58da46" data-turbo="false" href="/SciML/diffeqpy" data-view-component="true" class="Link text-bold wb-break-word"> diffeqpy </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2Fdiffeqpy" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":130501860,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="07df99ffe6564f4e9c0b3baa83b3cf9dfc28f93cf1673a133e4f0688ba425234" 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="543 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="543" data-view-component="true" class="Counter js-social-count">543</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-130501860" aria-current="true" href="/SciML/diffeqpy" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":130501860,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="223e535851e8117ba6ffd83827345798f27c8220f233dcd2f7ece34632b818e8" 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-130501860" href="/SciML/diffeqpy/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":130501860,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="158f41e1b9244710cd53e5199b3a75f9864d5dc8a88d2635892daf8411c5ae7d" 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-130501860" href="/SciML/diffeqpy/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":130501860,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1f39be2f2f5637c5cace0c9e93cbc64785709591a662c4eae3b7ca6cfb3e0d92" 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" >Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73012,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1abdc0093a18ed9d69c7f14f743b4307b22767b69f471d90a7b0eaa7aa22c75d" title="Topic: dde" href="/topics/dde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":118713,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2608b8c7e3e1a38e17f7d27993c416cbc88122b1ff40f49c8be48a58397a4c78" title="Topic: ordinary-differential-equations" href="/topics/ordinary-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ordinary-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":138554,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="bb8ab27cc8a3389908de27c52147ec0a49e1cd5dba1e3f0da0c9cf9fa654e6bc" title="Topic: numba" href="/topics/numba" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> numba </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154306,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a2ff8e6c26bcccc256161c857e2cbed74a5571c687f9065e5cca8a962acd1745" title="Topic: dae" href="/topics/dae" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dae </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173372,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9382afd4d5b5daad6eca382b92c403959d4edc076d9db7725ae30a84c85a418c" title="Topic: stochastic-differential-equations" href="/topics/stochastic-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stochastic-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173386,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="717275c19fbf4dd1be4829407680f886a304da6fd33269176f6837cf9d59a70e" title="Topic: delay-differential-equations" href="/topics/delay-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> delay-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":347891,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="de345021afead14fc4cdcddfff940221ebab3f2a07a18f743d83d0f2f086dc20" title="Topic: differential-algebraic-equations" href="/topics/differential-algebraic-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-algebraic-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":514547,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="143b60811e4cdf4bcb0aafaf5f8f521e82924069d6f26699a79f4d539ad7b5eb" title="Topic: sdes" href="/topics/sdes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sdes </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-21T12:53:00Z" class="no-wrap">Nov 21, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":81075897,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="24c30b22e35b2ef3cefbd951b1f85d0aa6ae4094009ad006f738165229ea1b97" data-turbo="false" href="/SciML/Catalyst.jl" data-view-component="true" class="Link text-bold wb-break-word"> Catalyst.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FCatalyst.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":81075897,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3e1e12c1ad3e49c14e2ab89fca152212ef22e783e4162418d6400facc9161185" 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="464 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="464" data-view-component="true" class="Counter js-social-count">464</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-81075897" aria-current="true" href="/SciML/Catalyst.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":81075897,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3522675d238b6465248af10f19067eb6f8d98700b397d5d977f123c6de2aca36" 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-81075897" href="/SciML/Catalyst.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":81075897,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7ea2385dbfda39252a3419619c7771406e8e8095e67c910c575d444a44acc108" 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-81075897" href="/SciML/Catalyst.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":81075897,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ae6ebf47980d01b3db28a6894dcc35bd3137d9e9861284744ec344741d4795eb" 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" >Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12117,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="456b048e256a8f554b27e0341321623e9edc01956f50d58390cfed21939831d8" title="Topic: simulation" href="/topics/simulation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> simulation </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12712,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8fc62de751731e70365bf49409f4b4600acab0ffa5a2d8cdfdc5c1678b33206b" title="Topic: biology" href="/topics/biology" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> biology </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12838,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1c675dc184a705670bb22caf7226012adbbe570d2de8833a35be968f91331a08" title="Topic: dsl" href="/topics/dsl" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dsl </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17053,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="bfd4429ee7d3ee23e0e072f645f0ce8bd54af7ea8df2f07d1e19f65d48663e9e" title="Topic: systems-biology" href="/topics/systems-biology" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> systems-biology </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84540,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ad9b3653151d951de67148133b893634544dc9e9577cd5fc39725b841b901f4e" title="Topic: reaction-network" href="/topics/reaction-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> reaction-network </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":386831,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a227d181bd61804c1797c6b02dcecc2dfa75241c2b6370f76cda7ba5fb872803" title="Topic: chemical-reactions" href="/topics/chemical-reactions" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> chemical-reactions </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":501377,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b83d71488bdc91b269d961d369ba2b5adea6e07a2c9dd6f14e3408ac09396ca8" title="Topic: gillespie-algorithm" href="/topics/gillespie-algorithm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> gillespie-algorithm </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":767745,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="54bec969d01e0999557b6aa37ab93727a84f5c123d29d103f82da7a8e097273d" title="Topic: systems-biology-simulation" href="/topics/systems-biology-simulation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> systems-biology-simulation </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":989850,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="010703e0b381ab5f901d6fca266f8cae87d4053b9cf2265432298114b88535dc" title="Topic: rate-laws" href="/topics/rate-laws" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> rate-laws </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-27T16:40:01Z" class="no-wrap">Nov 27, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":212827023,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f4c5d5c4441f9f131025a7d92ef8d28fbefd1e8ef748a1dcd90470d551512b03" data-turbo="false" href="/SciML/DataDrivenDiffEq.jl" data-view-component="true" class="Link text-bold wb-break-word"> DataDrivenDiffEq.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FDataDrivenDiffEq.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":212827023,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7fd72190d6289bf03f6294dbccf24219cfc3b1d3e77da5bfa67105bc9267e870" 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="408 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="408" data-view-component="true" class="Counter js-social-count">408</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-212827023" aria-current="true" href="/SciML/DataDrivenDiffEq.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":212827023,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="6a93e93f9b8eb73142375b439cd9ad4ea71d0fc351bfe5518103520a69037ce8" 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-212827023" href="/SciML/DataDrivenDiffEq.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":212827023,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4d404b088b29a0198732aa2b9f1307cad56a204d5927c96aa268de0eac2edafa" 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-212827023" href="/SciML/DataDrivenDiffEq.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":212827023,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="5e03790b662b83f3c3d573d6995dc67be7ff58817174422148a4f0ced6a0e549" 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" >Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-18T23:22:25Z" class="no-wrap">Nov 18, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":35534743,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d7673dc195948ffcbef08b99d3b6b7086144f627f47797262eb46a4c0c228201" data-turbo="false" href="/JuDFTteam" data-view-component="true" class="Link"> JuDFTteam </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":651692511,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="77aed66ff1369612940a7e00446f85b584cd681802093556c52e8113672b7766" data-turbo="false" href="/JuDFTteam/best-of-atomistic-machine-learning" data-view-component="true" class="Link text-bold wb-break-word"> best-of-atomistic-machine-learning </a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FJuDFTteam%2Fbest-of-atomistic-machine-learning" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":651692511,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="dcd4d48b227f0c2104e4c2d015dc6d278ee4ff18ca3d504b4dc4048bd97fc487" 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="402 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="402" data-view-component="true" class="Counter js-social-count">402</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-651692511" aria-current="true" href="/JuDFTteam/best-of-atomistic-machine-learning" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":651692511,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="255a9d0f5c170f4d3bc17bdf041a3c881eebec38dc55e1737ea289858528fd1d" 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-651692511" href="/JuDFTteam/best-of-atomistic-machine-learning/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":651692511,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="dde90d1c8fb7255ebc05b1687be3f6654896c4903a94494a588b7583a1c0207d" 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-651692511" href="/JuDFTteam/best-of-atomistic-machine-learning/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":651692511,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8f99c190a74d6a8006505722191bafb474c40fe5e5baf16fbcc181f136eac505" 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 ranked list of awesome atomistic machine learning projects ⚛️🧬💎.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20973,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="46b55c5ca7a0618f6e2a2bce713410075caff749c8b858cd40c0e92049a3ff3a" title="Topic: molecular-dynamics" href="/topics/molecular-dynamics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> molecular-dynamics </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34649,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="19aa0fd3e9280ad4709ce9f691ca2304f0c3cd2535ed1b2902cab5de50979670" title="Topic: density-functional-theory" href="/topics/density-functional-theory" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> density-functional-theory </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":35329,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="6af5eccc8dc15f676f836602c2995439e48ce3aba5711c6e43a19e9f6a5e1b78" title="Topic: computational-chemistry" href="/topics/computational-chemistry" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> computational-chemistry </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":43948,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9230b34e13310acd33fe9e6f44e77393f066a917e97fa0fd9b8494ba5b126f04" title="Topic: scientific-computing" href="/topics/scientific-computing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-computing </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60805,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="113c8d46526f5b297ed727e672bb4f9c48aa3b926f7ce38d2e4b1156eabeda8d" title="Topic: drug-discovery" href="/topics/drug-discovery" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> drug-discovery </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60806,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e9d241dfeda259ac48cf80ef0f6bceda73f04f663c03f764aae2225daaba0293" title="Topic: quantum-chemistry" href="/topics/quantum-chemistry" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> quantum-chemistry </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":72967,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4edd9b8ba2529f57ab7382e02e1494b31cee7cb0156f03d687d55a933f26de34" title="Topic: awesome-list" href="/topics/awesome-list" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> awesome-list </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":133159,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e5d5779858ddb88eea8f2fd9f777effad3492bf592234216467ecb976a3c5439" title="Topic: materials-informatics" href="/topics/materials-informatics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> materials-informatics </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":171840,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8e9a2bff9709824c529f202d3384194caa0ded3deb1bd3fa14cc31c8219683ad" title="Topic: condensed-matter" href="/topics/condensed-matter" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> condensed-matter </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":387249,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ea2e3d148c5f8ba3578a06f963f5e5c8cb39a4808cb6ab9908b29dbcd76d40f3" title="Topic: electronic-structure" href="/topics/electronic-structure" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> electronic-structure </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":714068,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e583e57540a451797b6a264c580ca97c7a1084f67ef54920522ec6399e481009" title="Topic: surrogate-models" href="/topics/surrogate-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> surrogate-models </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":754717,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b1b52352ca7f5a3fea5936f7149333a0f173417e7fe79426edcea5d0fd68e97e" title="Topic: atomistic-machine-learning" href="/topics/atomistic-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> atomistic-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":846431,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cf499c2e73ae0a37ee5845ef7f4d3c3e5a725e3848d880b6cff215f1babf781c" title="Topic: interatomic-potentials" href="/topics/interatomic-potentials" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> interatomic-potentials </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1338604,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b6891d9809c2458520c79ec479352986a42d440e7c45e3b7e95c5be5aabfb4c0" title="Topic: materials-discovery" href="/topics/materials-discovery" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> materials-discovery </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1373024,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="0036d18a6ddacea959d13249c0937128faf459c81eec09b89e9779c34669f937" title="Topic: computational-materials-science" href="/topics/computational-materials-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> computational-materials-science </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1424949,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="6c6c0ae45ccafaebf7493e7e6453c9395c632255940e7539eb04ff234d75c916" title="Topic: best-of-list" href="/topics/best-of-list" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> best-of-list </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1649132,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ee2ab2eb79fbab21992851938f96808f75ff4aa0ae7d52f4a59cd4050b6e74d8" title="Topic: ai4science" href="/topics/ai4science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ai4science </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="2024-11-25T11:53:39Z" class="no-wrap">Nov 25, 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 class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":185659299,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f332fa81fd4b95708fec22ad6267ff143813b97b7753405d3439f41f8615d011" data-turbo="false" href="/SciML/Surrogates.jl" data-view-component="true" class="Link text-bold wb-break-word"> Surrogates.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FSurrogates.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":185659299,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1db2730bb5310fe0899d9f3a424b4be82a80211544a995ff848911f6b5a862b4" 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="336 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="336" data-view-component="true" class="Counter js-social-count">336</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-185659299" aria-current="true" href="/SciML/Surrogates.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":185659299,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b0e01786cba0c7d2c29aa75dbcd5994be3157ad1ffa20fc6df84582c004308dd" 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-185659299" href="/SciML/Surrogates.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":185659299,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e7198df116bebd9815a593d0e161603750358be93ebc329e86d18a9ec666d11b" 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-185659299" href="/SciML/Surrogates.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":185659299,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a400e4a3accf491a7d030503f7cebc0a2bee1a499950193ccfdfdf05fc3e8e6a" 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" >Surrogate modeling and optimization for scientific machine learning (SciML)</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12779,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="25036755d3a659e2d85b416cf86bf4a69840fe6eb0088137caaa2d3cc9175dea" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14117,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b10dc1bba7a04b22550d1ffb62bcfd4f9bb1872d348de5cb9207172d859e86ae" title="Topic: automatic-differentiation" href="/topics/automatic-differentiation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> automatic-differentiation </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45168,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="bc89d8ca5e1e244ff9dae1b42191f3f9ca9efa723d29c4c9613aa058c482fdf1" title="Topic: high-performance-computing" href="/topics/high-performance-computing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> high-performance-computing </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":406812,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="88874c475293755446143b0879b28251faa12965f3820f7352b690af5a8e6d99" title="Topic: surrogate" href="/topics/surrogate" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> surrogate </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":714068,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e583e57540a451797b6a264c580ca97c7a1084f67ef54920522ec6399e481009" title="Topic: surrogate-models" href="/topics/surrogate-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> surrogate-models </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":809714,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d8b3d01f917ae6b8c06a972a34cb90f446f1149751c8a6b37b4cde1c533a504a" title="Topic: surrogate-based-optimization" href="/topics/surrogate-based-optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> surrogate-based-optimization </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":980181,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e5b6925cba1fcab50445f8309ce8da7f3db7a6ad0526f6eb38d88d714292081d" title="Topic: surrogates" href="/topics/surrogates" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> surrogates </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-18T06:56:49Z" class="no-wrap">Nov 18, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":72665210,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="11f4f52a69b583227ed2f6861194435acef5f1c84d8fb8a235a9d2fec72c6aaf" data-turbo="false" href="/SciML/SciMLSensitivity.jl" data-view-component="true" class="Link text-bold wb-break-word"> SciMLSensitivity.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FSciMLSensitivity.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":72665210,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7e8f0e30952d9b4fca52af830fdc0389f6b8553df600b4d159bb813bc17853f2" 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="333 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="333" data-view-component="true" class="Counter js-social-count">333</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-72665210" aria-current="true" href="/SciML/SciMLSensitivity.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":72665210,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="5048a5988b7c3e2b8b57222eb3333194bfa21c3d416bfd7540adbbdc8f83a794" 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-72665210" href="/SciML/SciMLSensitivity.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":72665210,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="747b47c080c43812ed4b1be3d7f029f31c497962909eaa088f3b90bdde85ff67" 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-72665210" href="/SciML/SciMLSensitivity.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":72665210,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a40044861dc0c16348a27de05593024c27e5c73a8949f8532deca2cd786b6840" 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 component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73012,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1abdc0093a18ed9d69c7f14f743b4307b22767b69f471d90a7b0eaa7aa22c75d" title="Topic: dde" href="/topics/dde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154306,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a2ff8e6c26bcccc256161c857e2cbed74a5571c687f9065e5cca8a962acd1745" title="Topic: dae" href="/topics/dae" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dae </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173412,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b73079425479292ae16f3ab8081e1ecb1436fd7d5d4e55144214d35142e08854" title="Topic: sensitivity-analysis" href="/topics/sensitivity-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sensitivity-analysis </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d9a695ec86648c84498d7c753db21f841ed7addc0836e0117b70c89dbd7d6bce" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> hacktoberfest </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":314700,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3b5df39a89bc82ec1413531f5c472f937626a6c458e0a009dec6c2abc96403e3" title="Topic: adjoint" href="/topics/adjoint" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> adjoint </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":658117,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="305046113158ca9a73a03b84738d5bfdc70022b55fa7ccc55795b0ed10319960" title="Topic: backpropogation" href="/topics/backpropogation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> backpropogation </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037711,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="adb4f97b6eaf7be91538d0489d4d3decd6eab45b02b2c2ec0478a562ccd36cc1" title="Topic: neural-sde" href="/topics/neural-sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-19T01:08:08Z" class="no-wrap">Nov 19, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":71509444,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="61030d2daf11da707905d102f7a7a9a8f5208f3b950c70c5f787de88d0abdc36" data-turbo="false" href="/SciML/DiffEqBase.jl" data-view-component="true" class="Link text-bold wb-break-word"> DiffEqBase.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FDiffEqBase.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":71509444,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8bd68679e0968bf89fb2286fd131d06bf3aedfb67b25cc0a04fc99a64265f83c" 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="320 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="320" data-view-component="true" class="Counter js-social-count">320</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-71509444" aria-current="true" href="/SciML/DiffEqBase.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":71509444,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="dcfdf3dd7f08fe58e4ed72b17e892ed77dfe4dbeb7cd28350acf79cc6be14e57" 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-71509444" href="/SciML/DiffEqBase.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":71509444,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9f0e7f8583d94554b7fce70de83bbfc1cd071adde9e63f15cd6d030e1835cfb4" 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-71509444" href="/SciML/DiffEqBase.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":71509444,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b531439d4eaee6f3e411097900142241cf6f5821574537db69f90ed486be4e4a" 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" >The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73012,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1abdc0093a18ed9d69c7f14f743b4307b22767b69f471d90a7b0eaa7aa22c75d" title="Topic: dde" href="/topics/dde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74620,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="62d620faf3ea8f8e828437eaf492c5fae8a571e9b6c129fd36022b5a11e79684" title="Topic: partial-differential-equations" href="/topics/partial-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> partial-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":118713,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2608b8c7e3e1a38e17f7d27993c416cbc88122b1ff40f49c8be48a58397a4c78" title="Topic: ordinary-differential-equations" href="/topics/ordinary-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ordinary-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154304,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a7e5d2450bb11d32bd7c39add9c9f3c14cce43953922928b14b7b91012dedbe8" title="Topic: pde" href="/topics/pde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154306,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a2ff8e6c26bcccc256161c857e2cbed74a5571c687f9065e5cca8a962acd1745" title="Topic: dae" href="/topics/dae" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dae </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173372,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9382afd4d5b5daad6eca382b92c403959d4edc076d9db7725ae30a84c85a418c" title="Topic: stochastic-differential-equations" href="/topics/stochastic-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> stochastic-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":173386,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="717275c19fbf4dd1be4829407680f886a304da6fd33269176f6837cf9d59a70e" title="Topic: delay-differential-equations" href="/topics/delay-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> delay-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d9a695ec86648c84498d7c753db21f841ed7addc0836e0117b70c89dbd7d6bce" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> hacktoberfest </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":347891,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="de345021afead14fc4cdcddfff940221ebab3f2a07a18f743d83d0f2f086dc20" title="Topic: differential-algebraic-equations" href="/topics/differential-algebraic-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-algebraic-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037716,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a8ae3a8b60c16f4dcc9d86767c37585253f0dd80c59838ffcdadc75c8b8f786" title="Topic: neural-differential-equations" href="/topics/neural-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-11-18T10:20:11Z" class="no-wrap">Nov 18, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":72398177,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7f25f6a7918a2246f4d6bfef610077d73bf027d7aa90c5266ad8ae8895229d9a" data-turbo="false" href="/SciML/SciMLBenchmarks.jl" data-view-component="true" class="Link text-bold wb-break-word"> SciMLBenchmarks.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FSciMLBenchmarks.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":72398177,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e4665281af461b2d8619c5ad937106c3fb46bea37586c8a666e92a0cff3f4c1a" 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="319 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="319" data-view-component="true" class="Counter js-social-count">319</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-72398177" aria-current="true" href="/SciML/SciMLBenchmarks.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":72398177,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="c9ceaf0a05914c2c3753c1c9e7c12ffa63e54c3359aef994be342b091563ac90" 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-72398177" href="/SciML/SciMLBenchmarks.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":72398177,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e472e7abab1e758e7451c9b7f764e723117101c1062ab755fba7b328eb13a57e" 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-72398177" href="/SciML/SciMLBenchmarks.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":72398177,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fecb4c9d17f3494bdc21a1aedaf1cb81af32befcd39fcaf446a1b2a3febe02c9" 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" >Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="9fe58395b094cb5d91ca527076fd2f08b4dcb7ea6d3315bad22fe18cecbb2fdd" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2149,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="32903305da84ea11c11970c075879e15067b0b97b9148aa9a14cc43b27907e3e" title="Topic: benchmark" href="/topics/benchmark" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> benchmark </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ea31f78b2579c622eb8d719699efffa8364af60bd9c8ac679717b11f4fd9197d" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13437,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="337aa0eed13f05ed076bb46ed28f6c243b9c2b60cf86972c2eaae5765247d29e" title="Topic: matlab" href="/topics/matlab" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> matlab </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="38cbb0bd86450d2385b480d5f9fe3cb630901580732f22d1f01cce5821bc3226" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74620,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="62d620faf3ea8f8e828437eaf492c5fae8a571e9b6c129fd36022b5a11e79684" title="Topic: partial-differential-equations" href="/topics/partial-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> partial-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154304,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a7e5d2450bb11d32bd7c39add9c9f3c14cce43953922928b14b7b91012dedbe8" title="Topic: pde" href="/topics/pde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154306,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a2ff8e6c26bcccc256161c857e2cbed74a5571c687f9065e5cca8a962acd1745" title="Topic: dae" href="/topics/dae" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dae </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":664745,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f9bd83a170a30d1107dbbda8af4061efbe502b25f7f6d63e0dc61d7f6f8fd014" title="Topic: jax" href="/topics/jax" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> jax </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1068003,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="63bdfa157217eddbc5453938369f91ac90e42605bdc54a227d804a04be37198d" title="Topic: nerual-differential-equations" href="/topics/nerual-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> nerual-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1833754,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8768993037241d36fe8101d109157ab3a789eb19fc386682df083cc0c3e96ec5" title="Topic: ai-for-science" href="/topics/ai-for-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ai-for-science </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="2024-11-25T00:30:07Z" class="no-wrap">Nov 25, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #e16737"></span> <span itemprop="programmingLanguage">MATLAB</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":47117905,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="6ffa109642471c354aeacfdc5a6c7f98e0ab42fbc9fd7cecacd786d67f6d80d8" data-turbo="false" href="/mitmath" data-view-component="true" class="Link"> mitmath </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":231978583,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7f4bc1bc1b15996f8251163293db1b84b40c9a0b14794e9991361c047d103b4c" data-turbo="false" href="/mitmath/18S096SciML" data-view-component="true" class="Link text-bold wb-break-word"> 18S096SciML </a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmitmath%2F18S096SciML" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":231978583,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="5156cecb5e4eba4227a697402145f60aced1466d51aa1b15a7aa5c88520e12b6" 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="306 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="306" data-view-component="true" class="Counter js-social-count">306</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-231978583" aria-current="true" href="/mitmath/18S096SciML" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":231978583,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="96c5bd3cccfb350476c2bfc5daab61ee2e6d5731e5bb2c15aa42a91781dd0ace" 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-231978583" href="/mitmath/18S096SciML/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":231978583,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="7aa3ed2a9f216e081f5f79245c5744eb32c821ab475e34cd875d9b9a00da51c5" 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-231978583" href="/mitmath/18S096SciML/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":231978583,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fa16c2d8ec03c2cd0f065175a2613c347e5857c571115309c9ecc284a8e0d57b" 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" >18.S096 - Applications of Scientific Machine Learning</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44842,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="36b8c6b3e069de5b25d470518370ea9b8bec3db1e0ef899e11430d3a03b4bca5" title="Topic: neural-networks" href="/topics/neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-networks </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74620,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="62d620faf3ea8f8e828437eaf492c5fae8a571e9b6c129fd36022b5a11e79684" title="Topic: partial-differential-equations" href="/topics/partial-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> partial-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":188161,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="68e3aaa1e0b3c30935f0cd4804035c25473374647c022c61d2f3561c550c5b3d" title="Topic: lecture-notes" href="/topics/lecture-notes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> lecture-notes </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2022-04-26T09:20:28Z" class="no-wrap">Apr 26, 2022</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"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":254661993,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="6cad895cda8ffbc11b37f07639c054d5a2408b900b70a16d5d805a0ef8cb2c45" data-turbo="false" style="max-height:275px" href="/SciML/ComponentArrays.jl" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"> <img loading="lazy" src="https://repository-images.githubusercontent.com/254661993/509df200-a9e7-11eb-8858-fc568979a615" alt="ComponentArrays.jl" class="d-block width-full" > </a> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":254661993,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a6ac75d0267fb4f87e536662749b7b550465da965c9f95e9616bf626d6d0bf97" data-turbo="false" href="/SciML/ComponentArrays.jl" data-view-component="true" class="Link text-bold wb-break-word"> ComponentArrays.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FComponentArrays.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":254661993,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b2bf55b19857459e3426cc2697d5baf0dd10503cb949e37b43eb97644de791af" 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="294 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="294" data-view-component="true" class="Counter js-social-count">294</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-254661993" aria-current="true" href="/SciML/ComponentArrays.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":254661993,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="afd98844dc909f6686e2e9fa66e95c27f2b524f8b6f8a708e1035800cb3b772c" 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-254661993" href="/SciML/ComponentArrays.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":254661993,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="73c612c39c1351fd735d460f38ec6c94db2441b73516d3e846571b57f43cb443" 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-254661993" href="/SciML/ComponentArrays.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":254661993,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1ee930d758107ad12b81920b82d6e9466355f371488233d10abafdc0365222df" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-254661993" href="/SciML/ComponentArrays.jl/discussions" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":254661993,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ee24cc3bceda6ba82d6c69727c5cdd97856330610bdcbc3697a2185847740667" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Arrays with arbitrarily nested named components.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="0ad2287bb14f631ff252536d14c4490b7697226f84c7e727255a56465b5c4ce7" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12117,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="456b048e256a8f554b27e0341321623e9edc01956f50d58390cfed21939831d8" title="Topic: simulation" href="/topics/simulation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> simulation </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12779,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="25036755d3a659e2d85b416cf86bf4a69840fe6eb0088137caaa2d3cc9175dea" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13101,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2147345b797deb82e87802c5bdfb75efbe48a75e96ce63cc8a24734d44d83828" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13511,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="998841b2665c4f6470af9fcdd96aeea55a382798abe69d440c33199372844521" title="Topic: modeling" href="/topics/modeling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> modeling </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13769,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="dd28f3dccab6e4ebaa3e632636c98940955936f077362cc0ca3c2f2b350dbd00" title="Topic: array" href="/topics/array" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> array </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":39432,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ec4437289c1a7c5a488d39e6799785f02a854865fc6f8fc044c65deaa755f831" title="Topic: controls" href="/topics/controls" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> controls </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44842,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="36b8c6b3e069de5b25d470518370ea9b8bec3db1e0ef899e11430d3a03b4bca5" title="Topic: neural-networks" href="/topics/neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-networks </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60303,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2aedebf384b136b31bb33ebbae672d5042c3d06520b959df201a8c36a9ac0726" title="Topic: arrays" href="/topics/arrays" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> arrays </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89213,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="0d8823ccb3417f142b8071cad28db74a81d228a1106f540631f39ee48a51fd8d" title="Topic: dynamical-systems" href="/topics/dynamical-systems" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dynamical-systems </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":94224,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cb8556985e7f48d720cd626c225cc009111f2b3fcee7f8fa31b29d85bc13fcdc" title="Topic: control-systems" href="/topics/control-systems" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> control-systems </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":111093,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="cbeb885be9ee555a4f383eb61782f683327207d3a752c3406ad6e2ec919e5a7d" title="Topic: modeling-language" href="/topics/modeling-language" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> modeling-language </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":317657,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="af71137b2cad6c9981284505a81b6df11de404f24b41db57a6859193da442d09" title="Topic: simulation-modeling" href="/topics/simulation-modeling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> simulation-modeling </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":838929,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="09418dba6c60a3ad01d7f1fd1d9b4a25f9a35558e6d06334ab6e695eb97682ae" title="Topic: named-tuples" href="/topics/named-tuples" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> named-tuples </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":917443,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="ee6a605cb6b2f544e8d438327dcbdc3bd7570e3983af10fafcd4ad8214cecde2" title="Topic: controls-and-dynamics" href="/topics/controls-and-dynamics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> controls-and-dynamics </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </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="2024-11-21T01:39:46Z" class="no-wrap">Nov 21, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":21238080,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d2db3eef85ca999724ea71a7cd3a0299e3b3ea8ad2c8a5925417da90754c7dcb" data-turbo="false" href="/SciML" data-view-component="true" class="Link"> SciML </a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":193565525,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8cf44d914dcfdada6c4fa6232f450314269e0f657fc56e9f48796c3ac47a392c" data-turbo="false" href="/SciML/DiffEqGPU.jl" data-view-component="true" class="Link text-bold wb-break-word"> DiffEqGPU.jl </a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/SciML" aria-label="Sponsor @SciML" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"SciML","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="17610bcf33134723cd2bd8aa1a834cfe551247b3b8dd1bee4e6b908a5cfbbebe" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FSciML%2FDiffEqGPU.jl" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":193565525,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="99a30dc8e33148a5bf27333c8d91219948694d8a009ddf8f5859823ca55b653a" 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="284 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="284" data-view-component="true" class="Counter js-social-count">284</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-193565525" aria-current="true" href="/SciML/DiffEqGPU.jl" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":193565525,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="c24922bbcaf104d5963845c3ab5410dade3f0641aa07aeefb73b57e6326cb046" 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-193565525" href="/SciML/DiffEqGPU.jl/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":193565525,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="75e864b7515f16062e32447db0d3b32335fe77b50fa13807cfed5467ff3d0c7f" 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-193565525" href="/SciML/DiffEqGPU.jl/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":193565525,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e3b8c0bb072e2ea7a4f2521c9633ad4c3ee8d78709b7f732f77efb3e7749d96e" 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" >GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12743,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="3c2b91066248be2f90add1272256f42ce0c9a3bd01ed016b1f2d39cdc983d243" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27932,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="2b6ad93fa7732cee3c05a9c764760fc55883ae21a6f64bab74bae9b13a110239" title="Topic: ode" href="/topics/ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73012,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="1abdc0093a18ed9d69c7f14f743b4307b22767b69f471d90a7b0eaa7aa22c75d" title="Topic: dde" href="/topics/dde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95821,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a288962ff206ff66c71c88a694bb1ec52dbdb403a38733cb3307f36a8b8deea" title="Topic: differential-equations" href="/topics/differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154297,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="fd736ac37616947d5fd920079f6ca1619594be74270b93de125b3f5f878aabb4" title="Topic: differentialequations" href="/topics/differentialequations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> differentialequations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154301,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="f17e1abd744a97398c97c02e9812c7d51a71cce8d635da2f0db3fba42283a3ba" title="Topic: sde" href="/topics/sde" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sde </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":154306,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="a2ff8e6c26bcccc256161c857e2cbed74a5571c687f9065e5cca8a962acd1745" title="Topic: dae" href="/topics/dae" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> dae </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":938396,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="8b79456425764d83f2478da603d0162c2395ad17e0c7fe95aa9dcbc58d655819" title="Topic: neural-ode" href="/topics/neural-ode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-ode </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1006397,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="d76e4cdd0dc6b0bc2488fb8bfcd4508149450325d0e3ae454e751a8565e11114" title="Topic: scientific-machine-learning" href="/topics/scientific-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific-machine-learning </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1037716,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="4a8ae3a8b60c16f4dcc9d86767c37585253f0dd80c59838ffcdadc75c8b8f786" title="Topic: neural-differential-equations" href="/topics/neural-differential-equations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-differential-equations </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1068015,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="b1e46560a4656e73226bc1c61bd9fde3ab07317b64e083952220967d4f350049" title="Topic: gpu-parallelism" href="/topics/gpu-parallelism" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> gpu-parallelism </a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1149586,"originating_url":"https://github.com/topics/scientific-machine-learning","user_id":null}}" data-hydro-click-hmac="e6fdc5b65ca232c567d2b3dcd11f4343e95dfdb0fd801be23c26c8f279e335a2" title="Topic: sciml" href="/topics/sciml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> sciml </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="2024-08-09T00:26:10Z" class="no-wrap">Aug 9, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span itemprop="programmingLanguage">Julia</span> </span> </li> </ul> </div> </div> </article> </option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/scientific-machine-learning" accept-charset="UTF-8" method="get"> <input name="page" type="hidden" value="2"> <button type="submit" class="ajax-pagination-btn btn color-border-default f6 mt-0 width-full" data-disable-with="Loading more…" > Load more… </button> </form> </div> <div class="col-md-4 col-lg-3"> <div class="mb-6"> <h2 class="h4 mb-2"> Improve this page </h2> <p class="color-fg-muted"> Add a description, image, and links to the <span class="text-bold">scientific-machine-learning</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-scientific-machine-learning" data-ga-click="Explore, add description, text:add description" > Curate this topic <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 ml-1"> <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> </p> </div> <div class="mb-6"> <h2 class="h4 mb-2"> Add this topic to your repo </h2> <p class="color-fg-muted"> To associate your repository with the <span class="text-bold">scientific-machine-learning</span> topic, visit your repo's landing page and select "manage topics." </p> <p> <a href="https://docs.github.com/en/articles/classifying-your-repository-with-topics"> Learn more <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 ml-1"> <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> </p> </div> </div> </div> </div> </div> </main> </div> <footer class="footer pt-8 pb-6 f6 color-fg-muted p-responsive" role="contentinfo" > <h2 class='sr-only'>Footer</h2> <div class="d-flex flex-justify-center flex-items-center flex-column-reverse flex-lg-row flex-wrap flex-lg-nowrap"> <div class="d-flex flex-items-center flex-shrink-0 mx-2"> <a aria-label="Homepage" title="GitHub" class="footer-octicon mr-2" href="https://github.com"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-mark-github"> <path d="M12.5.75C6.146.75 1 5.896 1 12.25c0 5.089 3.292 9.387 7.863 10.91.575.101.79-.244.79-.546 0-.273-.014-1.178-.014-2.142-2.889.532-3.636-.704-3.866-1.35-.13-.331-.69-1.352-1.18-1.625-.402-.216-.977-.748-.014-.762.906-.014 1.553.834 1.769 1.179 1.035 1.74 2.688 1.25 3.349.948.1-.747.402-1.25.733-1.538-2.559-.287-5.232-1.279-5.232-5.678 0-1.25.445-2.285 1.178-3.09-.115-.288-.517-1.467.115-3.048 0 0 .963-.302 3.163 1.179.92-.259 1.897-.388 2.875-.388.977 0 1.955.13 2.875.388 2.2-1.495 3.162-1.179 3.162-1.179.633 1.581.23 2.76.115 3.048.733.805 1.179 1.825 1.179 3.09 0 4.413-2.688 5.39-5.247 5.678.417.36.776 1.05.776 2.128 0 1.538-.014 2.774-.014 3.162 0 .302.216.662.79.547C20.709 21.637 24 17.324 24 12.25 24 5.896 18.854.75 12.5.75Z"></path> </svg> </a> <span> © 2024 GitHub, Inc. </span> </div> <nav aria-label="Footer"> <h3 class="sr-only" id="sr-footer-heading">Footer navigation</h3> <ul class="list-style-none d-flex flex-justify-center flex-wrap mb-2 mb-lg-0" aria-labelledby="sr-footer-heading"> <li class="mx-2"> <a data-analytics-event="{"category":"Footer","action":"go to Terms","label":"text:terms"}" href="https://docs.github.com/site-policy/github-terms/github-terms-of-service" data-view-component="true" class="Link--secondary Link">Terms</a> </li> <li class="mx-2"> <a data-analytics-event="{"category":"Footer","action":"go to privacy","label":"text:privacy"}" href="https://docs.github.com/site-policy/privacy-policies/github-privacy-statement" data-view-component="true" class="Link--secondary Link">Privacy</a> </li> <li class="mx-2"> <a data-analytics-event="{"category":"Footer","action":"go to security","label":"text:security"}" href="https://github.com/security" data-view-component="true" class="Link--secondary Link">Security</a> </li> <li class="mx-2"> <a data-analytics-event="{"category":"Footer","action":"go to status","label":"text:status"}" href="https://www.githubstatus.com/" data-view-component="true" class="Link--secondary Link">Status</a> </li> <li class="mx-2"> <a data-analytics-event="{"category":"Footer","action":"go to docs","label":"text:docs"}" href="https://docs.github.com/" data-view-component="true" class="Link--secondary Link">Docs</a> </li> <li class="mx-2"> <a data-analytics-event="{"category":"Footer","action":"go to contact","label":"text:contact"}" href="https://support.github.com?tags=dotcom-footer" data-view-component="true" class="Link--secondary Link">Contact</a> </li> <li class="mx-2" > <cookie-consent-link> <button type="button" class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent" data-action="click:cookie-consent-link#showConsentManagement" data-analytics-event="{"location":"footer","action":"cookies","context":"subfooter","tag":"link","label":"cookies_link_subfooter_footer"}" > Manage cookies </button> </cookie-consent-link> </li> <li class="mx-2"> <cookie-consent-link> <button type="button" class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent" data-action="click:cookie-consent-link#showConsentManagement" data-analytics-event="{"location":"footer","action":"dont_share_info","context":"subfooter","tag":"link","label":"dont_share_info_link_subfooter_footer"}" > Do not share my personal information </button> </cookie-consent-link> </li> </ul> </nav> </div> </footer> <ghcc-consent id="ghcc" class="position-fixed bottom-0 left-0" style="z-index: 999999" data-initial-cookie-consent-allowed="" data-cookie-consent-required="false"></ghcc-consent> <div id="ajax-error-message" class="ajax-error-message flash flash-error" hidden> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> You can’t perform that action at this time. </div> <template id="site-details-dialog"> <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open> <summary role="button" aria-label="Close dialog"></summary> <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal"> <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div class="octocat-spinner my-6 js-details-dialog-spinner"></div> </details-dialog> </details> </template> <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> </body> </html>

CINXE.COM

scientific-machine-learning · GitHub Topics · GitHub