CINXE.COM

<!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-e41ff91f8baa.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/github-d3b66f11d613.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/repository-1e3bbbee6b91.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/code-a0610fd00b47.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_cache_fix_workaround","issues_react_blur_item_picker_on_close","marketing_pages_search_explore_provider","remove_child_patch","sample_network_conn_type","site_metered_billing_update","issues_react_first_time_contribution_banner","jk_navigation_in_list_view","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-118ecaabd77e.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-a46544e9ee5e.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-93287f4de493.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> <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_github_catalyst_lib_inde-dbbea9-9b97703a4e6a.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/code-menu-3118a76a2829.js"></script> <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_emotion_is-prop-valid_dist_emotion-is-prop-valid_esm_js-node_modules_emo-62da9f-54c0c921f04b.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/vendors-node_modules_lodash-es__Stack_js-node_modules_lodash-es__Uint8Array_js-node_modules_l-4faaa6-13a0602a5edf.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_lodash-es__baseIsEqual_js-8929eb9718d5.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-9002b0-8e5e346f0cbe.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_aria-live_aria-live_ts-ui_packages_promise-with-resolvers-polyfill_promise-with-r-014121-e1792bd5a31e.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_paths_index_ts-193243317670.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_ref-selector_RefSelector_tsx-7a75d9f22fe9.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_code-view-shared_utilities_web-worker_ts-ui_packages_code-view-shared_worker-jobs-7fe572-0d8f4a2976ee.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_hydro-analytics_hydro-analytics_ts-ui_packages_verified-fetch_verified-fetch_ts-u-4672d1-0996d093463a.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_code-view-shared_hooks_use-canonical-object_ts-ui_packages_code-view-shared_utili-228da6-37a4eeff405d.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_code-view-shared_hooks_use-file-page-payload_ts-ui_packages_code-view-shared_comp-1beb66-b07e414af699.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_blob-anchor_ts-ui_packages_code-nav_code-nav_ts-ui_packages_filter--8253c1-87c39cb5708f.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/react-code-view-6462e4b9d310.js"></script> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react.9fa170e9435ed4b922b9.module.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/react-code-view.6b587a69b593e23c3657.module.css" /> <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_emotion_is-prop-valid_dist_emotion-is-prop-valid_esm_js-node_modules_emo-62da9f-54c0c921f04b.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/notifications-subscriptions-menu-1490f5bef85d.js"></script> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react.9fa170e9435ed4b922b9.module.css" /> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/notifications-subscriptions-menu.1bcff9205c241e99cff2.module.css" /> <title>keras-io/examples/keras_recipes/debugging_tips.py at master · keras-team/keras-io · GitHub</title> <meta name="route-pattern" content="/:user_id/:repository/blob/*name(/*path)" data-turbo-transient> <meta name="route-controller" content="blob" data-turbo-transient> <meta name="route-action" content="show" data-turbo-transient> <meta name="current-catalog-service-hash" content="f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb"> <meta name="request-id" content="CC60:8166E:499F3:54770:6742141C" data-pjax-transient="true"/><meta name="html-safe-nonce" content="ec7b7cd4a775133c2d580b24bbf43ebf1ff46e81ce294f9d856603ee569b7548" data-pjax-transient="true"/><meta name="visitor-payload" content="eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDQzYwOjgxNjZFOjQ5OUYzOjU0NzcwOjY3NDIxNDFDIiwidmlzaXRvcl9pZCI6IjM2OTg0MDk5NTEwNjkzNDQ3OTYiLCJyZWdpb25fZWRnZSI6InNvdXRoZWFzdGFzaWEiLCJyZWdpb25fcmVuZGVyIjoic291dGhlYXN0YXNpYSJ9" data-pjax-transient="true"/><meta name="visitor-hmac" content="71bdb08dc60e9ce7c616bb509c2f4c0046b38e7660d557d334bd3911bfef071c" data-pjax-transient="true"/> <meta name="hovercard-subject-tag" content="repository:261861733" data-turbo-transient> <meta name="github-keyboard-shortcuts" content="repository,source-code,file-tree,copilot" data-turbo-transient="true" /> <meta name="selected-link" value="repo_source" 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="analytics-location" content="/<user-name>/<repo-name>/blob/show" data-turbo-transient="true" /> <meta name="user-login" content=""> <meta name="viewport" content="width=device-width"> <meta name="description" content="Keras documentation, hosted live at keras.io. Contribute to keras-team/keras-io development by creating an account on GitHub."> <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/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py" /> <meta name="twitter:image" content="https://opengraph.githubassets.com/59e510892429bab7c2c10388af09d4fcea237aba53ee3c6c7d80e06bcd282ffb/keras-team/keras-io" /><meta name="twitter:site" content="@github" /><meta name="twitter:card" content="summary_large_image" /><meta name="twitter:title" content="keras-io/examples/keras_recipes/debugging_tips.py at master · keras-team/keras-io" /><meta name="twitter:description" content="Keras documentation, hosted live at keras.io. Contribute to keras-team/keras-io development by creating an account on GitHub." /> <meta property="og:image" content="https://opengraph.githubassets.com/59e510892429bab7c2c10388af09d4fcea237aba53ee3c6c7d80e06bcd282ffb/keras-team/keras-io" /><meta property="og:image:alt" content="Keras documentation, hosted live at keras.io. Contribute to keras-team/keras-io development by creating an account on GitHub." /><meta property="og:image:width" content="1200" /><meta property="og:image:height" content="600" /><meta property="og:site_name" content="GitHub" /><meta property="og:type" content="object" /><meta property="og:title" content="keras-io/examples/keras_recipes/debugging_tips.py at master · keras-team/keras-io" /><meta property="og:url" content="https://github.com/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py" /><meta property="og:description" content="Keras documentation, hosted live at keras.io. Contribute to keras-team/keras-io development by creating an account on GitHub." /> <meta name="hostname" content="github.com"> <meta name="expected-hostname" content="github.com"> <meta http-equiv="x-pjax-version" content="272935131c2027f789efabd5bf30904ffaea35908a22afd03d8f75128cee7e1b" data-turbo-track="reload"> <meta http-equiv="x-pjax-csp-version" content="ace39c3b6632770952207593607e6e0be0db363435a8b877b1f96abe6430f345" data-turbo-track="reload"> <meta http-equiv="x-pjax-css-version" content="8968ee26e93ec8c6d3c4e91c77fb9d206091689d451ebbcddeca3832587a5b30" data-turbo-track="reload"> <meta http-equiv="x-pjax-js-version" content="c4972ae1cf5d4607c47252349fc1b47a24ff0ea303e5a8fbbe18ec27725a87ee" data-turbo-track="reload"> <meta name="turbo-cache-control" content="no-preview" data-turbo-transient=""> <meta name="turbo-cache-control" content="no-cache" data-turbo-transient> <meta data-hydrostats="publish"> <meta name="go-import" content="github.com/keras-team/keras-io git https://github.com/keras-team/keras-io.git"> <meta name="octolytics-dimension-user_id" content="34455048" /><meta name="octolytics-dimension-user_login" content="keras-team" /><meta name="octolytics-dimension-repository_id" content="261861733" /><meta name="octolytics-dimension-repository_nwo" content="keras-team/keras-io" /><meta name="octolytics-dimension-repository_public" content="true" /><meta name="octolytics-dimension-repository_is_fork" content="false" /><meta name="octolytics-dimension-repository_network_root_id" content="261861733" /><meta name="octolytics-dimension-repository_network_root_nwo" content="keras-team/keras-io" /> <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/ui_packages_ui-commands_ui-commands_ts-d25fac54a6bc.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/keyboard-shortcuts-dialog-ed30662f9578.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%2Fkeras-team%2Fkeras-io%2Fblob%2Fmaster%2Fexamples%2Fkeras_recipes%2Fdebugging_tips.py" 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/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py","user_id":null}}" data-hydro-click-hmac="12e417ead670e9b0bd6aa70fe828a49cc8b625f6b7bee15fa36885ebca4e8f3c" 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="repo:keras-team/keras-io" data-custom-scopes-path="/search/custom_scopes" data-delete-custom-scopes-csrf="NezFrRiH-YLGSFzSDxiAm5T2nCIeeCpy31GXBRskypgD6aiNxo6PbI-FEccQY5XfHoaTZbsck_kkxFmsy3pFoA" 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="keras-team/keras-io" data-current-org="keras-team" 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-b522a315-5aa5-4354-946d-fd58411ab379" 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-b522a315-5aa5-4354-946d-fd58411ab379" 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="MifAsSLA4ChTrSjjuQU9CLJo/NrJZwVqxWbyKchrp1Tqr7gRU8blfih5Vr6ZUdbzBLw5ITv1vgLYgBomgqpglw==" /> <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="pnGLOM9Kwe7rcSKkymn4eIdSVaKNzjI5hlrzBt2UdeG3Dc0i/2JOOIdONIXA8AEjj0o9x0QVo/zjwK5KyaOC4w==" /> <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="ihNnOZ3mgEL1YW7yxHEk6EsbmzFXXwiY42BcYD97Qdn/COpKrbuub0Kf1UF+9tHKUG/Kh/J1gRY0dq0IhrVYkA==" /> </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%2Fkeras-team%2Fkeras-io%2Fblob%2Fmaster%2Fexamples%2Fkeras_recipes%2Fdebugging_tips.py" 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/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py","user_id":null}}" data-hydro-click-hmac="12e417ead670e9b0bd6aa70fe828a49cc8b625f6b7bee15fa36885ebca4e8f3c" 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=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fblob%2Fshow&source=header-repo&source_repo=keras-team%2Fkeras-io" 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/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py","user_id":null}}" data-hydro-click-hmac="12e417ead670e9b0bd6aa70fe828a49cc8b625f6b7bee15fa36885ebca4e8f3c" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/<user-name>/<repo-name>/blob/show;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-81a14e75-fed4-4d20-a656-2b757bbfafa4" aria-labelledby="tooltip-b0029798-1b10-4e4f-8e9b-d859b657727f" 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-b0029798-1b10-4e4f-8e9b-d859b657727f" for="icon-button-81a14e75-fed4-4d20-a656-2b757bbfafa4" 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 > <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class=""> <main id="js-repo-pjax-container" > <div id="repository-container-header" class="pt-3 hide-full-screen" style="background-color: var(--page-header-bgColor, var(--color-page-header-bg));" data-turbo-replace> <div class="d-flex flex-nowrap flex-justify-end mb-3 px-3 px-lg-5" style="gap: 1rem;"> <div class="flex-auto min-width-0 width-fit"> <div class=" d-flex flex-wrap flex-items-center wb-break-word f3 text-normal"> <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 class="author flex-self-stretch" itemprop="author"> <a class="url fn" rel="author" data-hovercard-type="organization" data-hovercard-url="/orgs/keras-team/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="/keras-team"> keras-team </a> </span> <span class="mx-1 flex-self-stretch color-fg-muted">/</span> <strong itemprop="name" class="mr-2 flex-self-stretch"> <a data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/keras-team/keras-io">keras-io</a> </strong> <span></span><span class="Label Label--secondary v-align-middle mr-1">Public</span> </div> </div> <div id="repository-details-container" class="flex-shrink-0" data-turbo-replace style="max-width: 70%;"> <ul class="pagehead-actions flex-shrink-0 d-none d-md-inline" style="padding: 2px 0;"> <li> <a href="/login?return_to=%2Fkeras-team%2Fkeras-io" rel="nofollow" id="repository-details-watch-button" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"notification subscription menu watch","repository_id":null,"auth_type":"LOG_IN","originating_url":"https://github.com/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py","user_id":null}}" data-hydro-click-hmac="28b50e8b58d44ef214b7ac5ba12e1abc3a794ecad65894c3a74c9aae51e89afc" aria-label="You must be signed in to change notification settings" data-view-component="true" class="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-bell mr-2"> <path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.519 1.519 0 0 1 13.482 13H2.518a1.516 1.516 0 0 1-1.263-2.36l1.703-2.554A.255.255 0 0 0 3 7.947Zm5-3.5A3.5 3.5 0 0 0 4.5 5v2.947c0 .346-.102.683-.294.97l-1.703 2.556a.017.017 0 0 0-.003.01l.001.006c0 .002.002.004.004.006l.006.004.007.001h10.964l.007-.001.006-.004.004-.006.001-.007a.017.017 0 0 0-.003-.01l-1.703-2.554a1.745 1.745 0 0 1-.294-.97V5A3.5 3.5 0 0 0 8 1.5Z"></path> </svg>Notifications </a> <tool-tip id="tooltip-4b55145f-0ea7-4699-a3b0-f46cedb9c16c" for="repository-details-watch-button" popover="manual" data-direction="s" data-type="description" data-view-component="true" class="sr-only position-absolute">You must be signed in to change notification settings</tool-tip> </li> <li> <a icon="repo-forked" id="fork-button" href="/login?return_to=%2Fkeras-team%2Fkeras-io" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"repo details fork button","repository_id":261861733,"auth_type":"LOG_IN","originating_url":"https://github.com/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py","user_id":null}}" data-hydro-click-hmac="83cb8eff5afa4693ef5ade844d7fb42e83b92920a2447ffbd64e56aef869feb0" data-view-component="true" class="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-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg>Fork <span id="repo-network-counter" data-pjax-replace="true" data-turbo-replace="true" title="2,049" data-view-component="true" class="Counter">2k</span> </a> </li> <li> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fkeras-team%2Fkeras-io" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":261861733,"auth_type":"LOG_IN","originating_url":"https://github.com/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py","user_id":null}}" data-hydro-click-hmac="cf91b5e449684d058562312240095be1be148711f9bd08a962d0029369fecb82" 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> <span id="repo-stars-counter-star" aria-label="2786 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="2,786" data-view-component="true" class="Counter js-social-count">2.8k</span> </a></div> </li> </ul> </div> </div> <div id="responsive-meta-container" data-turbo-replace> </div> <nav data-pjax="#js-repo-pjax-container" aria-label="Repository" data-view-component="true" class="js-repo-nav js-sidenav-container-pjax js-responsive-underlinenav overflow-hidden UnderlineNav px-3 px-md-4 px-lg-5"> <ul data-view-component="true" class="UnderlineNav-body list-style-none"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab" href="/keras-team/keras-io" data-tab-item="i0code-tab" data-selected-links="repo_source repo_downloads repo_commits repo_releases repo_tags repo_branches repo_packages repo_deployments repo_attestations /keras-team/keras-io" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g c" data-analytics-event="{"category":"Underline navbar","action":"Click tab","label":"Code","target":"UNDERLINE_NAV.TAB"}" aria-current="page" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item selected"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code UnderlineNav-octicon d-none d-sm-inline"> <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> <span data-content="Code">Code</span> <span id="code-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="Not available" data-view-component="true" class="Counter"></span> </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab" href="/keras-team/keras-io/issues" data-tab-item="i1issues-tab" data-selected-links="repo_issues repo_labels repo_milestones /keras-team/keras-io/issues" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g i" data-analytics-event="{"category":"Underline navbar","action":"Click tab","label":"Issues","target":"UNDERLINE_NAV.TAB"}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item"> <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 UnderlineNav-octicon d-none d-sm-inline"> <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> <span data-content="Issues">Issues</span> <span id="issues-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="92" data-view-component="true" class="Counter">92</span> </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab" href="/keras-team/keras-io/pulls" data-tab-item="i2pull-requests-tab" data-selected-links="repo_pulls checks /keras-team/keras-io/pulls" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g p" data-analytics-event="{"category":"Underline navbar","action":"Click tab","label":"Pull requests","target":"UNDERLINE_NAV.TAB"}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item"> <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 UnderlineNav-octicon d-none d-sm-inline"> <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> <span data-content="Pull requests">Pull requests</span> <span id="pull-requests-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="27" data-view-component="true" class="Counter">27</span> </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="actions-tab" href="/keras-team/keras-io/actions" data-tab-item="i3actions-tab" data-selected-links="repo_actions /keras-team/keras-io/actions" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g a" data-analytics-event="{"category":"Underline navbar","action":"Click tab","label":"Actions","target":"UNDERLINE_NAV.TAB"}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-play UnderlineNav-octicon d-none d-sm-inline"> <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> <span data-content="Actions">Actions</span> <span id="actions-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="Not available" data-view-component="true" class="Counter"></span> </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="projects-tab" href="/keras-team/keras-io/projects" data-tab-item="i4projects-tab" data-selected-links="repo_projects new_repo_project repo_project /keras-team/keras-io/projects" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g b" data-analytics-event="{"category":"Underline navbar","action":"Click tab","label":"Projects","target":"UNDERLINE_NAV.TAB"}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-table UnderlineNav-octicon d-none d-sm-inline"> <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 14.25ZM6.5 6.5v8h7.75a.25.25 0 0 0 .25-.25V6.5Zm8-1.5V1.75a.25.25 0 0 0-.25-.25H6.5V5Zm-13 1.5v7.75c0 .138.112.25.25.25H5v-8ZM5 5V1.5H1.75a.25.25 0 0 0-.25.25V5Z"></path> </svg> <span data-content="Projects">Projects</span> <span id="projects-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="0" hidden="hidden" data-view-component="true" class="Counter">0</span> </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="security-tab" href="/keras-team/keras-io/security" data-tab-item="i5security-tab" data-selected-links="security overview alerts policy token_scanning code_scanning /keras-team/keras-io/security" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g s" data-analytics-event="{"category":"Underline navbar","action":"Click tab","label":"Security","target":"UNDERLINE_NAV.TAB"}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-shield UnderlineNav-octicon d-none d-sm-inline"> <path d="M7.467.133a1.748 1.748 0 0 1 1.066 0l5.25 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 1.217-1.667Zm.61 1.429a.25.25 0 0 0-.153 0l-5.25 1.68a.25.25 0 0 0-.174.238V7c0 1.358.275 2.666 1.057 3.86.784 1.194 2.121 2.34 4.366 3.297a.196.196 0 0 0 .154 0c2.245-.956 3.582-2.104 4.366-3.298C13.225 9.666 13.5 8.36 13.5 7V3.48a.251.251 0 0 0-.174-.237l-5.25-1.68ZM8.75 4.75v3a.75.75 0 0 1-1.5 0v-3a.75.75 0 0 1 1.5 0ZM9 10.5a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <span data-content="Security">Security</span> <include-fragment src="/keras-team/keras-io/security/overall-count" accept="text/fragment+html"></include-fragment> </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="insights-tab" href="/keras-team/keras-io/pulse" data-tab-item="i6insights-tab" data-selected-links="repo_graphs repo_contributors dependency_graph dependabot_updates pulse people community /keras-team/keras-io/pulse" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-analytics-event="{"category":"Underline navbar","action":"Click tab","label":"Insights","target":"UNDERLINE_NAV.TAB"}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-graph UnderlineNav-octicon d-none d-sm-inline"> <path d="M1.5 1.75V13.5h13.75a.75.75 0 0 1 0 1.5H.75a.75.75 0 0 1-.75-.75V1.75a.75.75 0 0 1 1.5 0Zm14.28 2.53-5.25 5.25a.75.75 0 0 1-1.06 0L7 7.06 4.28 9.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.25-3.25a.75.75 0 0 1 1.06 0L10 7.94l4.72-4.72a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path> </svg> <span data-content="Insights">Insights</span> <span id="insights-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="Not available" data-view-component="true" class="Counter"></span> </a></li> </ul> <div style="visibility:hidden;" data-view-component="true" class="UnderlineNav-actions js-responsive-underlinenav-overflow position-absolute pr-3 pr-md-4 pr-lg-5 right-0"> <action-menu data-select-variant="none" data-view-component="true"> <focus-group direction="vertical" mnemonics retain> <button id="action-menu-f4ce550e-f664-4e7a-a0c3-2ab42ccb7b73-button" popovertarget="action-menu-f4ce550e-f664-4e7a-a0c3-2ab42ccb7b73-overlay" aria-controls="action-menu-f4ce550e-f664-4e7a-a0c3-2ab42ccb7b73-list" aria-haspopup="true" aria-labelledby="tooltip-bccff15f-3fa4-4d51-afc1-b0d9543f0ddc" type="button" data-view-component="true" class="Button Button--iconOnly Button--secondary Button--medium UnderlineNav-item"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-kebab-horizontal Button-visual"> <path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path> </svg> </button><tool-tip id="tooltip-bccff15f-3fa4-4d51-afc1-b0d9543f0ddc" for="action-menu-f4ce550e-f664-4e7a-a0c3-2ab42ccb7b73-button" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Additional navigation options</tool-tip> <anchored-position id="action-menu-f4ce550e-f664-4e7a-a0c3-2ab42ccb7b73-overlay" anchor="action-menu-f4ce550e-f664-4e7a-a0c3-2ab42ccb7b73-button" align="start" side="outside-bottom" anchor-offset="normal" popover="auto" data-view-component="true"> <div data-view-component="true" class="Overlay Overlay--size-auto"> <div data-view-component="true" class="Overlay-body Overlay-body--paddingNone"> <action-list> <div data-view-component="true"> <ul aria-labelledby="action-menu-f4ce550e-f664-4e7a-a0c3-2ab42ccb7b73-button" id="action-menu-f4ce550e-f664-4e7a-a0c3-2ab42ccb7b73-list" role="menu" data-view-component="true" class="ActionListWrap--inset ActionListWrap"> <li hidden="hidden" data-menu-item="i0code-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem"> <a tabindex="-1" id="item-7b6246a1-98a5-4eb7-acdb-697e3cc3e060" href="/keras-team/keras-io" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16"> <span class="ActionListItem-visual ActionListItem-visual--leading"> <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> </span> <span data-view-component="true" class="ActionListItem-label"> Code </span> </a> </li> <li hidden="hidden" data-menu-item="i1issues-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem"> <a tabindex="-1" id="item-5645f253-7a24-49b2-b3a6-83205ebb9c42" href="/keras-team/keras-io/issues" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16"> <span class="ActionListItem-visual ActionListItem-visual--leading"> <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> </span> <span data-view-component="true" class="ActionListItem-label"> Issues </span> </a> </li> <li hidden="hidden" data-menu-item="i2pull-requests-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem"> <a tabindex="-1" id="item-30f21d6a-2d03-4695-95a9-bf9bdb7bbd79" href="/keras-team/keras-io/pulls" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16"> <span class="ActionListItem-visual ActionListItem-visual--leading"> <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"> <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> </span> <span data-view-component="true" class="ActionListItem-label"> Pull requests </span> </a> </li> <li hidden="hidden" data-menu-item="i3actions-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem"> <a tabindex="-1" id="item-9289dca8-0a48-4b76-94a1-956c2452be1a" href="/keras-team/keras-io/actions" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16"> <span class="ActionListItem-visual ActionListItem-visual--leading"> <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> </span> <span data-view-component="true" class="ActionListItem-label"> Actions </span> </a> </li> <li hidden="hidden" data-menu-item="i4projects-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem"> <a tabindex="-1" id="item-6f35d5fe-2e6d-4902-ae6c-2c5224326b90" href="/keras-team/keras-io/projects" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16"> <span class="ActionListItem-visual ActionListItem-visual--leading"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-table"> <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 14.25ZM6.5 6.5v8h7.75a.25.25 0 0 0 .25-.25V6.5Zm8-1.5V1.75a.25.25 0 0 0-.25-.25H6.5V5Zm-13 1.5v7.75c0 .138.112.25.25.25H5v-8ZM5 5V1.5H1.75a.25.25 0 0 0-.25.25V5Z"></path> </svg> </span> <span data-view-component="true" class="ActionListItem-label"> Projects </span> </a> </li> <li hidden="hidden" data-menu-item="i5security-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem"> <a tabindex="-1" id="item-e104155c-06a4-4fb7-9cac-4633d8ff9a31" href="/keras-team/keras-io/security" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16"> <span class="ActionListItem-visual ActionListItem-visual--leading"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-shield"> <path d="M7.467.133a1.748 1.748 0 0 1 1.066 0l5.25 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 1.217-1.667Zm.61 1.429a.25.25 0 0 0-.153 0l-5.25 1.68a.25.25 0 0 0-.174.238V7c0 1.358.275 2.666 1.057 3.86.784 1.194 2.121 2.34 4.366 3.297a.196.196 0 0 0 .154 0c2.245-.956 3.582-2.104 4.366-3.298C13.225 9.666 13.5 8.36 13.5 7V3.48a.251.251 0 0 0-.174-.237l-5.25-1.68ZM8.75 4.75v3a.75.75 0 0 1-1.5 0v-3a.75.75 0 0 1 1.5 0ZM9 10.5a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> </span> <span data-view-component="true" class="ActionListItem-label"> Security </span> </a> </li> <li hidden="hidden" data-menu-item="i6insights-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem"> <a tabindex="-1" id="item-1830e585-33f9-4c38-b853-3dcc8a73acd4" href="/keras-team/keras-io/pulse" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16"> <span class="ActionListItem-visual ActionListItem-visual--leading"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-graph"> <path d="M1.5 1.75V13.5h13.75a.75.75 0 0 1 0 1.5H.75a.75.75 0 0 1-.75-.75V1.75a.75.75 0 0 1 1.5 0Zm14.28 2.53-5.25 5.25a.75.75 0 0 1-1.06 0L7 7.06 4.28 9.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.25-3.25a.75.75 0 0 1 1.06 0L10 7.94l4.72-4.72a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path> </svg> </span> <span data-view-component="true" class="ActionListItem-label"> Insights </span> </a> </li> </ul> </div></action-list> </div> </div></anchored-position> </focus-group> </action-menu></div> </nav> </div> <turbo-frame id="repo-content-turbo-frame" target="_top" data-turbo-action="advance" class=""> <div id="repo-content-pjax-container" class="repository-content " > <react-app app-name="react-code-view" initial-path="/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py" style="display: block; min-height: calc(100vh - 64px);" data-attempted-ssr="true" data-ssr="true" data-lazy="false" data-alternate="false" > <script type="application/json" data-target="react-app.embeddedData">{"payload":{"allShortcutsEnabled":false,"fileTree":{"examples/keras_recipes":{"items":[{"name":"img","path":"examples/keras_recipes/img","contentType":"directory"},{"name":"ipynb","path":"examples/keras_recipes/ipynb","contentType":"directory"},{"name":"md","path":"examples/keras_recipes/md","contentType":"directory"},{"name":"antirectifier.py","path":"examples/keras_recipes/antirectifier.py","contentType":"file"},{"name":"approximating_non_function_mappings.py","path":"examples/keras_recipes/approximating_non_function_mappings.py","contentType":"file"},{"name":"bayesian_neural_networks.py","path":"examples/keras_recipes/bayesian_neural_networks.py","contentType":"file"},{"name":"better_knowledge_distillation.py","path":"examples/keras_recipes/better_knowledge_distillation.py","contentType":"file"},{"name":"creating_tfrecords.py","path":"examples/keras_recipes/creating_tfrecords.py","contentType":"file"},{"name":"debugging_tips.py","path":"examples/keras_recipes/debugging_tips.py","contentType":"file"},{"name":"endpoint_layer_pattern.py","path":"examples/keras_recipes/endpoint_layer_pattern.py","contentType":"file"},{"name":"float8_training_and_inference_with_transformer.py","path":"examples/keras_recipes/float8_training_and_inference_with_transformer.py","contentType":"file"},{"name":"memory_efficient_embeddings.py","path":"examples/keras_recipes/memory_efficient_embeddings.py","contentType":"file"},{"name":"packaging_keras_models_for_wide_distribution.py","path":"examples/keras_recipes/packaging_keras_models_for_wide_distribution.py","contentType":"file"},{"name":"parameter_efficient_finetuning_of_gemma_with_lora_and_qlora.py","path":"examples/keras_recipes/parameter_efficient_finetuning_of_gemma_with_lora_and_qlora.py","contentType":"file"},{"name":"reproducibility_recipes.py","path":"examples/keras_recipes/reproducibility_recipes.py","contentType":"file"},{"name":"sample_size_estimate.py","path":"examples/keras_recipes/sample_size_estimate.py","contentType":"file"},{"name":"sklearn_metric_callbacks.py","path":"examples/keras_recipes/sklearn_metric_callbacks.py","contentType":"file"},{"name":"subclassing_conv_layers.py","path":"examples/keras_recipes/subclassing_conv_layers.py","contentType":"file"},{"name":"tensorflow_numpy_models.py","path":"examples/keras_recipes/tensorflow_numpy_models.py","contentType":"file"},{"name":"tf_serving.py","path":"examples/keras_recipes/tf_serving.py","contentType":"file"},{"name":"tfrecord.py","path":"examples/keras_recipes/tfrecord.py","contentType":"file"},{"name":"trainer_pattern.py","path":"examples/keras_recipes/trainer_pattern.py","contentType":"file"}],"totalCount":22},"examples":{"items":[{"name":"audio","path":"examples/audio","contentType":"directory"},{"name":"generative","path":"examples/generative","contentType":"directory"},{"name":"graph","path":"examples/graph","contentType":"directory"},{"name":"keras_recipes","path":"examples/keras_recipes","contentType":"directory"},{"name":"nlp","path":"examples/nlp","contentType":"directory"},{"name":"rl","path":"examples/rl","contentType":"directory"},{"name":"structured_data","path":"examples/structured_data","contentType":"directory"},{"name":"timeseries","path":"examples/timeseries","contentType":"directory"},{"name":"vision","path":"examples/vision","contentType":"directory"}],"totalCount":9},"":{"items":[{"name":".github","path":".github","contentType":"directory"},{"name":"examples","path":"examples","contentType":"directory"},{"name":"guides","path":"guides","contentType":"directory"},{"name":"redirects","path":"redirects","contentType":"directory"},{"name":"scripts","path":"scripts","contentType":"directory"},{"name":"templates","path":"templates","contentType":"directory"},{"name":"theme","path":"theme","contentType":"directory"},{"name":".dockerignore","path":".dockerignore","contentType":"file"},{"name":".gitignore","path":".gitignore","contentType":"file"},{"name":"CODEOWNERS","path":"CODEOWNERS","contentType":"file"},{"name":"Dockerfile","path":"Dockerfile","contentType":"file"},{"name":"LICENSE","path":"LICENSE","contentType":"file"},{"name":"Makefile","path":"Makefile","contentType":"file"},{"name":"README.md","path":"README.md","contentType":"file"},{"name":"call_for_contributions.md","path":"call_for_contributions.md","contentType":"file"},{"name":"contributor_guide.md","path":"contributor_guide.md","contentType":"file"},{"name":"requirements.txt","path":"requirements.txt","contentType":"file"}],"totalCount":17}},"fileTreeProcessingTime":13.536009,"foldersToFetch":[],"repo":{"id":261861733,"defaultBranch":"master","name":"keras-io","ownerLogin":"keras-team","currentUserCanPush":false,"isFork":false,"isEmpty":false,"createdAt":"2020-05-06T19:40:36.000Z","ownerAvatar":"https://avatars.githubusercontent.com/u/34455048?v=4","public":true,"private":false,"isOrgOwned":true},"codeLineWrapEnabled":false,"symbolsExpanded":false,"treeExpanded":true,"refInfo":{"name":"master","listCacheKey":"v0:1729620535.0","canEdit":false,"refType":"branch","currentOid":"bb6afbca500267056aa04ba0aca8f1772a3b005f"},"path":"examples/keras_recipes/debugging_tips.py","currentUser":null,"blob":{"rawLines":["\"\"\"","Title: Keras debugging tips","Author: [fchollet](https://twitter.com/fchollet)","Date created: 2020/05/16","Last modified: 2023/11/16","Description: Four simple tips to help you debug your Keras code.","Accelerator: GPU","\"\"\"","","\"\"\"","## Introduction","","It's generally possible to do almost anything in Keras *without writing code* per se:","whether you're implementing a new type of GAN or the latest convnet architecture for","image segmentation, you can usually stick to calling built-in methods. Because all","built-in methods do extensive input validation checks, you will have little to no","debugging to do. A Functional API model made entirely of built-in layers will work on","first try -- if you can compile it, it will run.","","However, sometimes, you will need to dive deeper and write your own code. Here are some","common examples:","","- Creating a new `Layer` subclass.","- Creating a custom `Metric` subclass.","- Implementing a custom `train_step` on a `Model`.","","This document provides a few simple tips to help you navigate debugging in these","situations.","","\"\"\"","","\"\"\"","## Tip 1: test each part before you test the whole","","If you've created any object that has a chance of not working as expected, don't just","drop it in your end-to-end process and watch sparks fly. Rather, test your custom object","in isolation first. This may seem obvious -- but you'd be surprised how often people","don't start with this.","","- If you write a custom layer, don't call `fit()` on your entire model just yet. Call","your layer on some test data first.","- If you write a custom metric, start by printing its output for some reference inputs.","","Here's a simple example. Let's write a custom layer a bug in it:","","\"\"\"","","import os","","# The last example uses tf.GradientTape and thus requires TensorFlow.","# However, all tips here are applicable with all backends.","os.environ[\"KERAS_BACKEND\"] = \"tensorflow\"","","import keras","from keras import layers","from keras import ops","import numpy as np","import tensorflow as tf","","","class MyAntirectifier(layers.Layer):"," def build(self, input_shape):"," output_dim = input_shape[-1]"," self.kernel = self.add_weight("," shape=(output_dim * 2, output_dim),"," initializer=\"he_normal\","," name=\"kernel\","," trainable=True,"," )",""," def call(self, inputs):"," # Take the positive part of the input"," pos = ops.relu(inputs)"," # Take the negative part of the input"," neg = ops.relu(-inputs)"," # Concatenate the positive and negative parts"," concatenated = ops.concatenate([pos, neg], axis=0)"," # Project the concatenation down to the same dimensionality as the input"," return ops.matmul(concatenated, self.kernel)","","","\"\"\"","Now, rather than using it in a end-to-end model directly, let's try to call the layer on","some test data:","","```python","x = tf.random.normal(shape=(2, 5))","y = MyAntirectifier()(x)","```","","We get the following error:","","```","..."," 1 x = tf.random.normal(shape=(2, 5))","----\u003e 2 y = MyAntirectifier()(x)","..."," 17 neg = tf.nn.relu(-inputs)"," 18 concatenated = tf.concat([pos, neg], axis=0)","---\u003e 19 return tf.matmul(concatenated, self.kernel)","...","InvalidArgumentError: Matrix size-incompatible: In[0]: [4,5], In[1]: [10,5] [Op:MatMul]","```","","Looks like our input tensor in the `matmul` op may have an incorrect shape.","Let's add a print statement to check the actual shapes:","","\"\"\"","","","class MyAntirectifier(layers.Layer):"," def build(self, input_shape):"," output_dim = input_shape[-1]"," self.kernel = self.add_weight("," shape=(output_dim * 2, output_dim),"," initializer=\"he_normal\","," name=\"kernel\","," trainable=True,"," )",""," def call(self, inputs):"," pos = ops.relu(inputs)"," neg = ops.relu(-inputs)"," print(\"pos.shape:\", pos.shape)"," print(\"neg.shape:\", neg.shape)"," concatenated = ops.concatenate([pos, neg], axis=0)"," print(\"concatenated.shape:\", concatenated.shape)"," print(\"kernel.shape:\", self.kernel.shape)"," return ops.matmul(concatenated, self.kernel)","","","\"\"\"","We get the following:","","```","pos.shape: (2, 5)","neg.shape: (2, 5)","concatenated.shape: (4, 5)","kernel.shape: (10, 5)","```","","Turns out we had the wrong axis for the `concat` op! We should be concatenating `neg` and","`pos` alongside the feature axis 1, not the batch axis 0. Here's the correct version:","\"\"\"","","","class MyAntirectifier(layers.Layer):"," def build(self, input_shape):"," output_dim = input_shape[-1]"," self.kernel = self.add_weight("," shape=(output_dim * 2, output_dim),"," initializer=\"he_normal\","," name=\"kernel\","," trainable=True,"," )",""," def call(self, inputs):"," pos = ops.relu(inputs)"," neg = ops.relu(-inputs)"," print(\"pos.shape:\", pos.shape)"," print(\"neg.shape:\", neg.shape)"," concatenated = ops.concatenate([pos, neg], axis=1)"," print(\"concatenated.shape:\", concatenated.shape)"," print(\"kernel.shape:\", self.kernel.shape)"," return ops.matmul(concatenated, self.kernel)","","","\"\"\"","Now our code works fine:","\"\"\"","","x = keras.random.normal(shape=(2, 5))","y = MyAntirectifier()(x)","","\"\"\"","## Tip 2: use `model.summary()` and `plot_model()` to check layer output shapes","","If you're working with complex network topologies, you're going to need a way","to visualize how your layers are connected and how they transform the data that passes","through them.","","Here's an example. Consider this model with three inputs and two outputs (lifted from the","[Functional API guide](https://keras.io/guides/functional_api/#manipulate-complex-graph-topologies)):","","\"\"\"","","num_tags = 12 # Number of unique issue tags","num_words = 10000 # Size of vocabulary obtained when preprocessing text data","num_departments = 4 # Number of departments for predictions","","title_input = keras.Input("," shape=(None,), name=\"title\"",") # Variable-length sequence of ints","body_input = keras.Input(shape=(None,), name=\"body\") # Variable-length sequence of ints","tags_input = keras.Input("," shape=(num_tags,), name=\"tags\"",") # Binary vectors of size `num_tags`","","# Embed each word in the title into a 64-dimensional vector","title_features = layers.Embedding(num_words, 64)(title_input)","# Embed each word in the text into a 64-dimensional vector","body_features = layers.Embedding(num_words, 64)(body_input)","","# Reduce sequence of embedded words in the title into a single 128-dimensional vector","title_features = layers.LSTM(128)(title_features)","# Reduce sequence of embedded words in the body into a single 32-dimensional vector","body_features = layers.LSTM(32)(body_features)","","# Merge all available features into a single large vector via concatenation","x = layers.concatenate([title_features, body_features, tags_input])","","# Stick a logistic regression for priority prediction on top of the features","priority_pred = layers.Dense(1, name=\"priority\")(x)","# Stick a department classifier on top of the features","department_pred = layers.Dense(num_departments, name=\"department\")(x)","","# Instantiate an end-to-end model predicting both priority and department","model = keras.Model("," inputs=[title_input, body_input, tags_input],"," outputs=[priority_pred, department_pred],",")","","\"\"\"","Calling `summary()` can help you check the output shape of each layer:","\"\"\"","","model.summary()","","\"\"\"","You can also visualize the entire network topology alongside output shapes using","`plot_model`:","\"\"\"","","keras.utils.plot_model(model, show_shapes=True)","","\"\"\"","With this plot, any connectivity-level error becomes immediately obvious.","\"\"\"","","\"\"\"","## Tip 3: to debug what happens during `fit()`, use `run_eagerly=True`","","The `fit()` method is fast: it runs a well-optimized, fully-compiled computation graph.","That's great for performance, but it also means that the code you're executing isn't the","Python code you've written. This can be problematic when debugging. As you may recall,","Python is slow -- so we use it as a staging language, not as an execution language.","","Thankfully, there's an easy way to run your code in \"debug mode\", fully eagerly:","pass `run_eagerly=True` to `compile()`. Your call to `fit()` will now get executed line","by line, without any optimization. It's slower, but it makes it possible to print the","value of intermediate tensors, or to use a Python debugger. Great for debugging.","","Here's a basic example: let's write a really simple model with a custom `train_step()` method.","Our model just implements gradient descent, but instead of first-order gradients,","it uses a combination of first-order and second-order gradients. Pretty simple so far.","","Can you spot what we're doing wrong?","\"\"\"","","","class MyModel(keras.Model):"," def train_step(self, data):"," inputs, targets = data"," trainable_vars = self.trainable_variables"," with tf.GradientTape() as tape2:"," with tf.GradientTape() as tape1:"," y_pred = self(inputs, training=True) # Forward pass"," # Compute the loss value"," # (the loss function is configured in `compile()`)"," loss = self.compute_loss(y=targets, y_pred=y_pred)"," # Compute first-order gradients"," dl_dw = tape1.gradient(loss, trainable_vars)"," # Compute second-order gradients"," d2l_dw2 = tape2.gradient(dl_dw, trainable_vars)",""," # Combine first-order and second-order gradients"," grads = [0.5 * w1 + 0.5 * w2 for (w1, w2) in zip(d2l_dw2, dl_dw)]",""," # Update weights"," self.optimizer.apply_gradients(zip(grads, trainable_vars))",""," # Update metrics (includes the metric that tracks the loss)"," for metric in self.metrics:"," if metric.name == \"loss\":"," metric.update_state(loss)"," else:"," metric.update_state(targets, y_pred)",""," # Return a dict mapping metric names to current value"," return {m.name: m.result() for m in self.metrics}","","","\"\"\"","Let's train a one-layer model on MNIST with this custom loss function.","","We pick, somewhat at random, a batch size of 1024 and a learning rate of 0.1. The general","idea being to use larger batches and a larger learning rate than usual, since our","\"improved\" gradients should lead us to quicker convergence.","\"\"\"","","","# Construct an instance of MyModel","def get_model():"," inputs = keras.Input(shape=(784,))"," intermediate = layers.Dense(256, activation=\"relu\")(inputs)"," outputs = layers.Dense(10, activation=\"softmax\")(intermediate)"," model = MyModel(inputs, outputs)"," return model","","","# Prepare data","(x_train, y_train), _ = keras.datasets.mnist.load_data()","x_train = np.reshape(x_train, (-1, 784)) / 255","","model = get_model()","model.compile("," optimizer=keras.optimizers.SGD(learning_rate=1e-2),"," loss=\"sparse_categorical_crossentropy\",",")","model.fit(x_train, y_train, epochs=3, batch_size=1024, validation_split=0.1)","","\"\"\"","Oh no, it doesn't converge! Something is not working as planned.","","Time for some step-by-step printing of what's going on with our gradients.","","We add various `print` statements in the `train_step` method, and we make sure to pass","`run_eagerly=True` to `compile()` to run our code step-by-step, eagerly.","\"\"\"","","","class MyModel(keras.Model):"," def train_step(self, data):"," print()"," print(\"----Start of step: %d\" % (self.step_counter,))"," self.step_counter += 1",""," inputs, targets = data"," trainable_vars = self.trainable_variables"," with tf.GradientTape() as tape2:"," with tf.GradientTape() as tape1:"," y_pred = self(inputs, training=True) # Forward pass"," # Compute the loss value"," # (the loss function is configured in `compile()`)"," loss = self.compute_loss(y=targets, y_pred=y_pred)"," # Compute first-order gradients"," dl_dw = tape1.gradient(loss, trainable_vars)"," # Compute second-order gradients"," d2l_dw2 = tape2.gradient(dl_dw, trainable_vars)",""," print(\"Max of dl_dw[0]: %.4f\" % tf.reduce_max(dl_dw[0]))"," print(\"Min of dl_dw[0]: %.4f\" % tf.reduce_min(dl_dw[0]))"," print(\"Mean of dl_dw[0]: %.4f\" % tf.reduce_mean(dl_dw[0]))"," print(\"-\")"," print(\"Max of d2l_dw2[0]: %.4f\" % tf.reduce_max(d2l_dw2[0]))"," print(\"Min of d2l_dw2[0]: %.4f\" % tf.reduce_min(d2l_dw2[0]))"," print(\"Mean of d2l_dw2[0]: %.4f\" % tf.reduce_mean(d2l_dw2[0]))",""," # Combine first-order and second-order gradients"," grads = [0.5 * w1 + 0.5 * w2 for (w1, w2) in zip(d2l_dw2, dl_dw)]",""," # Update weights"," self.optimizer.apply_gradients(zip(grads, trainable_vars))",""," # Update metrics (includes the metric that tracks the loss)"," for metric in self.metrics:"," if metric.name == \"loss\":"," metric.update_state(loss)"," else:"," metric.update_state(targets, y_pred)",""," # Return a dict mapping metric names to current value"," return {m.name: m.result() for m in self.metrics}","","","model = get_model()","model.compile("," optimizer=keras.optimizers.SGD(learning_rate=1e-2),"," loss=\"sparse_categorical_crossentropy\","," metrics=[\"sparse_categorical_accuracy\"],"," run_eagerly=True,",")","model.step_counter = 0","# We pass epochs=1 and steps_per_epoch=10 to only run 10 steps of training.","model.fit(x_train, y_train, epochs=1, batch_size=1024, verbose=0, steps_per_epoch=10)","","\"\"\"","What did we learn?","","- The first order and second order gradients can have values that differ by orders of","magnitudes.","- Sometimes, they may not even have the same sign.","- Their values can vary greatly at each step.","","This leads us to an obvious idea: let's normalize the gradients before combining them.","\"\"\"","","","class MyModel(keras.Model):"," def train_step(self, data):"," inputs, targets = data"," trainable_vars = self.trainable_variables"," with tf.GradientTape() as tape2:"," with tf.GradientTape() as tape1:"," y_pred = self(inputs, training=True) # Forward pass"," # Compute the loss value"," # (the loss function is configured in `compile()`)"," loss = self.compute_loss(y=targets, y_pred=y_pred)"," # Compute first-order gradients"," dl_dw = tape1.gradient(loss, trainable_vars)"," # Compute second-order gradients"," d2l_dw2 = tape2.gradient(dl_dw, trainable_vars)",""," dl_dw = [tf.math.l2_normalize(w) for w in dl_dw]"," d2l_dw2 = [tf.math.l2_normalize(w) for w in d2l_dw2]",""," # Combine first-order and second-order gradients"," grads = [0.5 * w1 + 0.5 * w2 for (w1, w2) in zip(d2l_dw2, dl_dw)]",""," # Update weights"," self.optimizer.apply_gradients(zip(grads, trainable_vars))",""," # Update metrics (includes the metric that tracks the loss)"," for metric in self.metrics:"," if metric.name == \"loss\":"," metric.update_state(loss)"," else:"," metric.update_state(targets, y_pred)",""," # Return a dict mapping metric names to current value"," return {m.name: m.result() for m in self.metrics}","","","model = get_model()","model.compile("," optimizer=keras.optimizers.SGD(learning_rate=1e-2),"," loss=\"sparse_categorical_crossentropy\","," metrics=[\"sparse_categorical_accuracy\"],",")","model.fit(x_train, y_train, epochs=5, batch_size=1024, validation_split=0.1)","","\"\"\"","Now, training converges! It doesn't work well at all, but at least the model learns","something.","","After spending a few minutes tuning parameters, we get to the following configuration","that works somewhat well (achieves 97% validation accuracy and seems reasonably robust to","overfitting):","","- Use `0.2 * w1 + 0.8 * w2` for combining gradients.","- Use a learning rate that decays linearly over time.","","I'm not going to say that the idea works -- this isn't at all how you're supposed to do","second-order optimization (pointers: see the Newton \u0026 Gauss-Newton methods, quasi-Newton","methods, and BFGS). But hopefully this demonstration gave you an idea of how you can","debug your way out of uncomfortable training situations.","","Remember: use `run_eagerly=True` for debugging what happens in `fit()`. And when your code","is finally working as expected, make sure to remove this flag in order to get the best","runtime performance!","","Here's our final training run:","\"\"\"","","","class MyModel(keras.Model):"," def train_step(self, data):"," inputs, targets = data"," trainable_vars = self.trainable_variables"," with tf.GradientTape() as tape2:"," with tf.GradientTape() as tape1:"," y_pred = self(inputs, training=True) # Forward pass"," # Compute the loss value"," # (the loss function is configured in `compile()`)"," loss = self.compute_loss(y=targets, y_pred=y_pred)"," # Compute first-order gradients"," dl_dw = tape1.gradient(loss, trainable_vars)"," # Compute second-order gradients"," d2l_dw2 = tape2.gradient(dl_dw, trainable_vars)",""," dl_dw = [tf.math.l2_normalize(w) for w in dl_dw]"," d2l_dw2 = [tf.math.l2_normalize(w) for w in d2l_dw2]",""," # Combine first-order and second-order gradients"," grads = [0.2 * w1 + 0.8 * w2 for (w1, w2) in zip(d2l_dw2, dl_dw)]",""," # Update weights"," self.optimizer.apply_gradients(zip(grads, trainable_vars))",""," # Update metrics (includes the metric that tracks the loss)"," for metric in self.metrics:"," if metric.name == \"loss\":"," metric.update_state(loss)"," else:"," metric.update_state(targets, y_pred)",""," # Return a dict mapping metric names to current value"," return {m.name: m.result() for m in self.metrics}","","","model = get_model()","lr = learning_rate = keras.optimizers.schedules.InverseTimeDecay("," initial_learning_rate=0.1, decay_steps=25, decay_rate=0.1",")","model.compile("," optimizer=keras.optimizers.SGD(lr),"," loss=\"sparse_categorical_crossentropy\","," metrics=[\"sparse_categorical_accuracy\"],",")","model.fit(x_train, y_train, epochs=50, batch_size=2048, validation_split=0.1)"],"stylingDirectives":[[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":27,"c":"pl-s"}],[{"s":0,"e":48,"c":"pl-s"}],[{"s":0,"e":24,"c":"pl-s"}],[{"s":0,"e":25,"c":"pl-s"}],[{"s":0,"e":64,"c":"pl-s"}],[{"s":0,"e":16,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":15,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":85,"c":"pl-s"}],[{"s":0,"e":84,"c":"pl-s"}],[{"s":0,"e":82,"c":"pl-s"}],[{"s":0,"e":81,"c":"pl-s"}],[{"s":0,"e":85,"c":"pl-s"}],[{"s":0,"e":48,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":87,"c":"pl-s"}],[{"s":0,"e":16,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":34,"c":"pl-s"}],[{"s":0,"e":38,"c":"pl-s"}],[{"s":0,"e":50,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":80,"c":"pl-s"}],[{"s":0,"e":11,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":50,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":85,"c":"pl-s"}],[{"s":0,"e":88,"c":"pl-s"}],[{"s":0,"e":84,"c":"pl-s"}],[{"s":0,"e":22,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":85,"c":"pl-s"}],[{"s":0,"e":35,"c":"pl-s"}],[{"s":0,"e":87,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":64,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[{"s":0,"e":6,"c":"pl-k"},{"s":7,"e":9,"c":"pl-s1"}],[],[{"s":0,"e":69,"c":"pl-c"}],[{"s":0,"e":58,"c":"pl-c"}],[{"s":0,"e":2,"c":"pl-s1"},{"s":3,"e":10,"c":"pl-s1"},{"s":11,"e":26,"c":"pl-s"},{"s":28,"e":29,"c":"pl-c1"},{"s":30,"e":42,"c":"pl-s"}],[],[{"s":0,"e":6,"c":"pl-k"},{"s":7,"e":12,"c":"pl-s1"}],[{"s":0,"e":4,"c":"pl-k"},{"s":5,"e":10,"c":"pl-s1"},{"s":11,"e":17,"c":"pl-k"},{"s":18,"e":24,"c":"pl-s1"}],[{"s":0,"e":4,"c":"pl-k"},{"s":5,"e":10,"c":"pl-s1"},{"s":11,"e":17,"c":"pl-k"},{"s":18,"e":21,"c":"pl-s1"}],[{"s":0,"e":6,"c":"pl-k"},{"s":7,"e":12,"c":"pl-s1"},{"s":13,"e":15,"c":"pl-k"},{"s":16,"e":18,"c":"pl-s1"}],[{"s":0,"e":6,"c":"pl-k"},{"s":7,"e":17,"c":"pl-s1"},{"s":18,"e":20,"c":"pl-k"},{"s":21,"e":23,"c":"pl-s1"}],[],[],[{"s":0,"e":5,"c":"pl-k"},{"s":6,"e":21,"c":"pl-v"},{"s":22,"e":28,"c":"pl-s1"},{"s":29,"e":34,"c":"pl-v"}],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":18,"c":"pl-s1"},{"s":20,"e":31,"c":"pl-s1"}],[{"s":8,"e":18,"c":"pl-s1"},{"s":19,"e":20,"c":"pl-c1"},{"s":21,"e":32,"c":"pl-s1"},{"s":33,"e":34,"c":"pl-c1"},{"s":34,"e":35,"c":"pl-c1"}],[{"s":8,"e":12,"c":"pl-s1"},{"s":13,"e":19,"c":"pl-s1"},{"s":20,"e":21,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":37,"c":"pl-en"}],[{"s":12,"e":17,"c":"pl-s1"},{"s":17,"e":18,"c":"pl-c1"},{"s":19,"e":29,"c":"pl-s1"},{"s":30,"e":31,"c":"pl-c1"},{"s":32,"e":33,"c":"pl-c1"},{"s":35,"e":45,"c":"pl-s1"}],[{"s":12,"e":23,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":24,"e":35,"c":"pl-s"}],[{"s":12,"e":16,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":17,"e":25,"c":"pl-s"}],[{"s":12,"e":21,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-c1"}],[],[],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":12,"c":"pl-en"},{"s":13,"e":17,"c":"pl-s1"},{"s":19,"e":25,"c":"pl-s1"}],[{"s":8,"e":45,"c":"pl-c"}],[{"s":8,"e":11,"c":"pl-s1"},{"s":12,"e":13,"c":"pl-c1"},{"s":14,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-en"},{"s":23,"e":29,"c":"pl-s1"}],[{"s":8,"e":45,"c":"pl-c"}],[{"s":8,"e":11,"c":"pl-s1"},{"s":12,"e":13,"c":"pl-c1"},{"s":14,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-en"},{"s":23,"e":24,"c":"pl-c1"},{"s":24,"e":30,"c":"pl-s1"}],[{"s":8,"e":53,"c":"pl-c"}],[{"s":8,"e":20,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":26,"c":"pl-s1"},{"s":27,"e":38,"c":"pl-en"},{"s":40,"e":43,"c":"pl-s1"},{"s":45,"e":48,"c":"pl-s1"},{"s":51,"e":55,"c":"pl-s1"},{"s":55,"e":56,"c":"pl-c1"},{"s":56,"e":57,"c":"pl-c1"}],[{"s":8,"e":80,"c":"pl-c"}],[{"s":8,"e":14,"c":"pl-k"},{"s":15,"e":18,"c":"pl-s1"},{"s":19,"e":25,"c":"pl-en"},{"s":26,"e":38,"c":"pl-s1"},{"s":40,"e":44,"c":"pl-s1"},{"s":45,"e":51,"c":"pl-s1"}],[],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":88,"c":"pl-s"}],[{"s":0,"e":15,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":9,"c":"pl-s"}],[{"s":0,"e":34,"c":"pl-s"}],[{"s":0,"e":24,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":27,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":42,"c":"pl-s"}],[{"s":0,"e":32,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":41,"c":"pl-s"}],[{"s":0,"e":60,"c":"pl-s"}],[{"s":0,"e":59,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":87,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":75,"c":"pl-s"}],[{"s":0,"e":55,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[],[{"s":0,"e":5,"c":"pl-k"},{"s":6,"e":21,"c":"pl-v"},{"s":22,"e":28,"c":"pl-s1"},{"s":29,"e":34,"c":"pl-v"}],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":18,"c":"pl-s1"},{"s":20,"e":31,"c":"pl-s1"}],[{"s":8,"e":18,"c":"pl-s1"},{"s":19,"e":20,"c":"pl-c1"},{"s":21,"e":32,"c":"pl-s1"},{"s":33,"e":34,"c":"pl-c1"},{"s":34,"e":35,"c":"pl-c1"}],[{"s":8,"e":12,"c":"pl-s1"},{"s":13,"e":19,"c":"pl-s1"},{"s":20,"e":21,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":37,"c":"pl-en"}],[{"s":12,"e":17,"c":"pl-s1"},{"s":17,"e":18,"c":"pl-c1"},{"s":19,"e":29,"c":"pl-s1"},{"s":30,"e":31,"c":"pl-c1"},{"s":32,"e":33,"c":"pl-c1"},{"s":35,"e":45,"c":"pl-s1"}],[{"s":12,"e":23,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":24,"e":35,"c":"pl-s"}],[{"s":12,"e":16,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":17,"e":25,"c":"pl-s"}],[{"s":12,"e":21,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-c1"}],[],[],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":12,"c":"pl-en"},{"s":13,"e":17,"c":"pl-s1"},{"s":19,"e":25,"c":"pl-s1"}],[{"s":8,"e":11,"c":"pl-s1"},{"s":12,"e":13,"c":"pl-c1"},{"s":14,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-en"},{"s":23,"e":29,"c":"pl-s1"}],[{"s":8,"e":11,"c":"pl-s1"},{"s":12,"e":13,"c":"pl-c1"},{"s":14,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-en"},{"s":23,"e":24,"c":"pl-c1"},{"s":24,"e":30,"c":"pl-s1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":26,"c":"pl-s"},{"s":28,"e":31,"c":"pl-s1"},{"s":32,"e":37,"c":"pl-s1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":26,"c":"pl-s"},{"s":28,"e":31,"c":"pl-s1"},{"s":32,"e":37,"c":"pl-s1"}],[{"s":8,"e":20,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":26,"c":"pl-s1"},{"s":27,"e":38,"c":"pl-en"},{"s":40,"e":43,"c":"pl-s1"},{"s":45,"e":48,"c":"pl-s1"},{"s":51,"e":55,"c":"pl-s1"},{"s":55,"e":56,"c":"pl-c1"},{"s":56,"e":57,"c":"pl-c1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":35,"c":"pl-s"},{"s":37,"e":49,"c":"pl-s1"},{"s":50,"e":55,"c":"pl-s1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":29,"c":"pl-s"},{"s":31,"e":35,"c":"pl-s1"},{"s":36,"e":42,"c":"pl-s1"},{"s":43,"e":48,"c":"pl-s1"}],[{"s":8,"e":14,"c":"pl-k"},{"s":15,"e":18,"c":"pl-s1"},{"s":19,"e":25,"c":"pl-en"},{"s":26,"e":38,"c":"pl-s1"},{"s":40,"e":44,"c":"pl-s1"},{"s":45,"e":51,"c":"pl-s1"}],[],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":21,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":17,"c":"pl-s"}],[{"s":0,"e":17,"c":"pl-s"}],[{"s":0,"e":26,"c":"pl-s"}],[{"s":0,"e":21,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":89,"c":"pl-s"}],[{"s":0,"e":85,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[],[{"s":0,"e":5,"c":"pl-k"},{"s":6,"e":21,"c":"pl-v"},{"s":22,"e":28,"c":"pl-s1"},{"s":29,"e":34,"c":"pl-v"}],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":18,"c":"pl-s1"},{"s":20,"e":31,"c":"pl-s1"}],[{"s":8,"e":18,"c":"pl-s1"},{"s":19,"e":20,"c":"pl-c1"},{"s":21,"e":32,"c":"pl-s1"},{"s":33,"e":34,"c":"pl-c1"},{"s":34,"e":35,"c":"pl-c1"}],[{"s":8,"e":12,"c":"pl-s1"},{"s":13,"e":19,"c":"pl-s1"},{"s":20,"e":21,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":37,"c":"pl-en"}],[{"s":12,"e":17,"c":"pl-s1"},{"s":17,"e":18,"c":"pl-c1"},{"s":19,"e":29,"c":"pl-s1"},{"s":30,"e":31,"c":"pl-c1"},{"s":32,"e":33,"c":"pl-c1"},{"s":35,"e":45,"c":"pl-s1"}],[{"s":12,"e":23,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":24,"e":35,"c":"pl-s"}],[{"s":12,"e":16,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":17,"e":25,"c":"pl-s"}],[{"s":12,"e":21,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-c1"}],[],[],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":12,"c":"pl-en"},{"s":13,"e":17,"c":"pl-s1"},{"s":19,"e":25,"c":"pl-s1"}],[{"s":8,"e":11,"c":"pl-s1"},{"s":12,"e":13,"c":"pl-c1"},{"s":14,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-en"},{"s":23,"e":29,"c":"pl-s1"}],[{"s":8,"e":11,"c":"pl-s1"},{"s":12,"e":13,"c":"pl-c1"},{"s":14,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-en"},{"s":23,"e":24,"c":"pl-c1"},{"s":24,"e":30,"c":"pl-s1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":26,"c":"pl-s"},{"s":28,"e":31,"c":"pl-s1"},{"s":32,"e":37,"c":"pl-s1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":26,"c":"pl-s"},{"s":28,"e":31,"c":"pl-s1"},{"s":32,"e":37,"c":"pl-s1"}],[{"s":8,"e":20,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":26,"c":"pl-s1"},{"s":27,"e":38,"c":"pl-en"},{"s":40,"e":43,"c":"pl-s1"},{"s":45,"e":48,"c":"pl-s1"},{"s":51,"e":55,"c":"pl-s1"},{"s":55,"e":56,"c":"pl-c1"},{"s":56,"e":57,"c":"pl-c1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":35,"c":"pl-s"},{"s":37,"e":49,"c":"pl-s1"},{"s":50,"e":55,"c":"pl-s1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":29,"c":"pl-s"},{"s":31,"e":35,"c":"pl-s1"},{"s":36,"e":42,"c":"pl-s1"},{"s":43,"e":48,"c":"pl-s1"}],[{"s":8,"e":14,"c":"pl-k"},{"s":15,"e":18,"c":"pl-s1"},{"s":19,"e":25,"c":"pl-en"},{"s":26,"e":38,"c":"pl-s1"},{"s":40,"e":44,"c":"pl-s1"},{"s":45,"e":51,"c":"pl-s1"}],[],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":24,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[{"s":0,"e":1,"c":"pl-s1"},{"s":2,"e":3,"c":"pl-c1"},{"s":4,"e":9,"c":"pl-s1"},{"s":10,"e":16,"c":"pl-s1"},{"s":17,"e":23,"c":"pl-en"},{"s":24,"e":29,"c":"pl-s1"},{"s":29,"e":30,"c":"pl-c1"},{"s":31,"e":32,"c":"pl-c1"},{"s":34,"e":35,"c":"pl-c1"}],[{"s":0,"e":1,"c":"pl-s1"},{"s":2,"e":3,"c":"pl-c1"},{"s":4,"e":19,"c":"pl-v"},{"s":22,"e":23,"c":"pl-s1"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":79,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":77,"c":"pl-s"}],[{"s":0,"e":86,"c":"pl-s"}],[{"s":0,"e":13,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":89,"c":"pl-s"}],[{"s":0,"e":101,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[{"s":0,"e":8,"c":"pl-s1"},{"s":9,"e":10,"c":"pl-c1"},{"s":11,"e":13,"c":"pl-c1"},{"s":15,"e":44,"c":"pl-c"}],[{"s":0,"e":9,"c":"pl-s1"},{"s":10,"e":11,"c":"pl-c1"},{"s":12,"e":17,"c":"pl-c1"},{"s":19,"e":77,"c":"pl-c"}],[{"s":0,"e":15,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":18,"e":19,"c":"pl-c1"},{"s":21,"e":60,"c":"pl-c"}],[],[{"s":0,"e":11,"c":"pl-s1"},{"s":12,"e":13,"c":"pl-c1"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":25,"c":"pl-v"}],[{"s":4,"e":9,"c":"pl-s1"},{"s":9,"e":10,"c":"pl-c1"},{"s":11,"e":15,"c":"pl-c1"},{"s":19,"e":23,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":24,"e":31,"c":"pl-s"}],[{"s":3,"e":37,"c":"pl-c"}],[{"s":0,"e":10,"c":"pl-s1"},{"s":11,"e":12,"c":"pl-c1"},{"s":13,"e":18,"c":"pl-s1"},{"s":19,"e":24,"c":"pl-v"},{"s":25,"e":30,"c":"pl-s1"},{"s":30,"e":31,"c":"pl-c1"},{"s":32,"e":36,"c":"pl-c1"},{"s":40,"e":44,"c":"pl-s1"},{"s":44,"e":45,"c":"pl-c1"},{"s":45,"e":51,"c":"pl-s"},{"s":54,"e":88,"c":"pl-c"}],[{"s":0,"e":10,"c":"pl-s1"},{"s":11,"e":12,"c":"pl-c1"},{"s":13,"e":18,"c":"pl-s1"},{"s":19,"e":24,"c":"pl-v"}],[{"s":4,"e":9,"c":"pl-s1"},{"s":9,"e":10,"c":"pl-c1"},{"s":11,"e":19,"c":"pl-s1"},{"s":23,"e":27,"c":"pl-s1"},{"s":27,"e":28,"c":"pl-c1"},{"s":28,"e":34,"c":"pl-s"}],[{"s":3,"e":38,"c":"pl-c"}],[],[{"s":0,"e":59,"c":"pl-c"}],[{"s":0,"e":14,"c":"pl-s1"},{"s":15,"e":16,"c":"pl-c1"},{"s":17,"e":23,"c":"pl-s1"},{"s":24,"e":33,"c":"pl-v"},{"s":34,"e":43,"c":"pl-s1"},{"s":45,"e":47,"c":"pl-c1"},{"s":49,"e":60,"c":"pl-s1"}],[{"s":0,"e":58,"c":"pl-c"}],[{"s":0,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":32,"c":"pl-v"},{"s":33,"e":42,"c":"pl-s1"},{"s":44,"e":46,"c":"pl-c1"},{"s":48,"e":58,"c":"pl-s1"}],[],[{"s":0,"e":85,"c":"pl-c"}],[{"s":0,"e":14,"c":"pl-s1"},{"s":15,"e":16,"c":"pl-c1"},{"s":17,"e":23,"c":"pl-s1"},{"s":24,"e":28,"c":"pl-v"},{"s":29,"e":32,"c":"pl-c1"},{"s":34,"e":48,"c":"pl-s1"}],[{"s":0,"e":83,"c":"pl-c"}],[{"s":0,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":27,"c":"pl-v"},{"s":28,"e":30,"c":"pl-c1"},{"s":32,"e":45,"c":"pl-s1"}],[],[{"s":0,"e":75,"c":"pl-c"}],[{"s":0,"e":1,"c":"pl-s1"},{"s":2,"e":3,"c":"pl-c1"},{"s":4,"e":10,"c":"pl-s1"},{"s":11,"e":22,"c":"pl-en"},{"s":24,"e":38,"c":"pl-s1"},{"s":40,"e":53,"c":"pl-s1"},{"s":55,"e":65,"c":"pl-s1"}],[],[{"s":0,"e":76,"c":"pl-c"}],[{"s":0,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":28,"c":"pl-v"},{"s":29,"e":30,"c":"pl-c1"},{"s":32,"e":36,"c":"pl-s1"},{"s":36,"e":37,"c":"pl-c1"},{"s":37,"e":47,"c":"pl-s"},{"s":49,"e":50,"c":"pl-s1"}],[{"s":0,"e":54,"c":"pl-c"}],[{"s":0,"e":15,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":18,"e":24,"c":"pl-s1"},{"s":25,"e":30,"c":"pl-v"},{"s":31,"e":46,"c":"pl-s1"},{"s":48,"e":52,"c":"pl-s1"},{"s":52,"e":53,"c":"pl-c1"},{"s":53,"e":65,"c":"pl-s"},{"s":67,"e":68,"c":"pl-s1"}],[],[{"s":0,"e":73,"c":"pl-c"}],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":7,"c":"pl-c1"},{"s":8,"e":13,"c":"pl-s1"},{"s":14,"e":19,"c":"pl-v"}],[{"s":4,"e":10,"c":"pl-s1"},{"s":10,"e":11,"c":"pl-c1"},{"s":12,"e":23,"c":"pl-s1"},{"s":25,"e":35,"c":"pl-s1"},{"s":37,"e":47,"c":"pl-s1"}],[{"s":4,"e":11,"c":"pl-s1"},{"s":11,"e":12,"c":"pl-c1"},{"s":13,"e":26,"c":"pl-s1"},{"s":28,"e":43,"c":"pl-s1"}],[],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":70,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":13,"c":"pl-en"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":80,"c":"pl-s"}],[{"s":0,"e":13,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":11,"c":"pl-s1"},{"s":12,"e":22,"c":"pl-en"},{"s":23,"e":28,"c":"pl-s1"},{"s":30,"e":41,"c":"pl-s1"},{"s":41,"e":42,"c":"pl-c1"},{"s":42,"e":46,"c":"pl-c1"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":73,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":70,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":87,"c":"pl-s"}],[{"s":0,"e":88,"c":"pl-s"}],[{"s":0,"e":86,"c":"pl-s"}],[{"s":0,"e":83,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":80,"c":"pl-s"}],[{"s":0,"e":87,"c":"pl-s"}],[{"s":0,"e":85,"c":"pl-s"}],[{"s":0,"e":80,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":94,"c":"pl-s"}],[{"s":0,"e":81,"c":"pl-s"}],[{"s":0,"e":86,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":36,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[],[{"s":0,"e":5,"c":"pl-k"},{"s":6,"e":13,"c":"pl-v"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":25,"c":"pl-v"}],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":18,"c":"pl-en"},{"s":19,"e":23,"c":"pl-s1"},{"s":25,"e":29,"c":"pl-s1"}],[{"s":8,"e":14,"c":"pl-s1"},{"s":16,"e":23,"c":"pl-s1"},{"s":24,"e":25,"c":"pl-c1"},{"s":26,"e":30,"c":"pl-s1"}],[{"s":8,"e":22,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":25,"e":29,"c":"pl-s1"},{"s":30,"e":49,"c":"pl-s1"}],[{"s":8,"e":12,"c":"pl-k"},{"s":13,"e":15,"c":"pl-s1"},{"s":16,"e":28,"c":"pl-v"},{"s":31,"e":33,"c":"pl-k"},{"s":34,"e":39,"c":"pl-s1"}],[{"s":12,"e":16,"c":"pl-k"},{"s":17,"e":19,"c":"pl-s1"},{"s":20,"e":32,"c":"pl-v"},{"s":35,"e":37,"c":"pl-k"},{"s":38,"e":43,"c":"pl-s1"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":25,"e":29,"c":"pl-en"},{"s":30,"e":36,"c":"pl-s1"},{"s":38,"e":46,"c":"pl-s1"},{"s":46,"e":47,"c":"pl-c1"},{"s":47,"e":51,"c":"pl-c1"},{"s":54,"e":68,"c":"pl-c"}],[{"s":16,"e":40,"c":"pl-c"}],[{"s":16,"e":66,"c":"pl-c"}],[{"s":16,"e":20,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":27,"c":"pl-s1"},{"s":28,"e":40,"c":"pl-en"},{"s":41,"e":42,"c":"pl-s1"},{"s":42,"e":43,"c":"pl-c1"},{"s":43,"e":50,"c":"pl-s1"},{"s":52,"e":58,"c":"pl-s1"},{"s":58,"e":59,"c":"pl-c1"},{"s":59,"e":65,"c":"pl-s1"}],[{"s":12,"e":43,"c":"pl-c"}],[{"s":12,"e":17,"c":"pl-s1"},{"s":18,"e":19,"c":"pl-c1"},{"s":20,"e":25,"c":"pl-s1"},{"s":26,"e":34,"c":"pl-en"},{"s":35,"e":39,"c":"pl-s1"},{"s":41,"e":55,"c":"pl-s1"}],[{"s":8,"e":40,"c":"pl-c"}],[{"s":8,"e":15,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":18,"e":23,"c":"pl-s1"},{"s":24,"e":32,"c":"pl-en"},{"s":33,"e":38,"c":"pl-s1"},{"s":40,"e":54,"c":"pl-s1"}],[],[{"s":8,"e":56,"c":"pl-c"}],[{"s":8,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":17,"e":20,"c":"pl-c1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":25,"c":"pl-s1"},{"s":26,"e":27,"c":"pl-c1"},{"s":28,"e":31,"c":"pl-c1"},{"s":32,"e":33,"c":"pl-c1"},{"s":34,"e":36,"c":"pl-s1"},{"s":37,"e":40,"c":"pl-k"},{"s":42,"e":44,"c":"pl-s1"},{"s":46,"e":48,"c":"pl-s1"},{"s":50,"e":52,"c":"pl-c1"},{"s":53,"e":56,"c":"pl-en"},{"s":57,"e":64,"c":"pl-s1"},{"s":66,"e":71,"c":"pl-s1"}],[],[{"s":8,"e":24,"c":"pl-c"}],[{"s":8,"e":12,"c":"pl-s1"},{"s":13,"e":22,"c":"pl-s1"},{"s":23,"e":38,"c":"pl-en"},{"s":39,"e":42,"c":"pl-en"},{"s":43,"e":48,"c":"pl-s1"},{"s":50,"e":64,"c":"pl-s1"}],[],[{"s":8,"e":67,"c":"pl-c"}],[{"s":8,"e":11,"c":"pl-k"},{"s":12,"e":18,"c":"pl-s1"},{"s":19,"e":21,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":34,"c":"pl-s1"}],[{"s":12,"e":14,"c":"pl-k"},{"s":15,"e":21,"c":"pl-s1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":29,"c":"pl-c1"},{"s":30,"e":36,"c":"pl-s"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":35,"c":"pl-en"},{"s":36,"e":40,"c":"pl-s1"}],[{"s":12,"e":16,"c":"pl-k"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":35,"c":"pl-en"},{"s":36,"e":43,"c":"pl-s1"},{"s":45,"e":51,"c":"pl-s1"}],[],[{"s":8,"e":61,"c":"pl-c"}],[{"s":8,"e":14,"c":"pl-k"},{"s":16,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-s1"},{"s":24,"e":25,"c":"pl-s1"},{"s":26,"e":32,"c":"pl-en"},{"s":35,"e":38,"c":"pl-k"},{"s":39,"e":40,"c":"pl-s1"},{"s":41,"e":43,"c":"pl-c1"},{"s":44,"e":48,"c":"pl-s1"},{"s":49,"e":56,"c":"pl-s1"}],[],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":70,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":89,"c":"pl-s"}],[{"s":0,"e":81,"c":"pl-s"}],[{"s":0,"e":59,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[],[{"s":0,"e":34,"c":"pl-c"}],[{"s":0,"e":3,"c":"pl-k"},{"s":4,"e":13,"c":"pl-en"}],[{"s":4,"e":10,"c":"pl-s1"},{"s":11,"e":12,"c":"pl-c1"},{"s":13,"e":18,"c":"pl-s1"},{"s":19,"e":24,"c":"pl-v"},{"s":25,"e":30,"c":"pl-s1"},{"s":30,"e":31,"c":"pl-c1"},{"s":32,"e":35,"c":"pl-c1"}],[{"s":4,"e":16,"c":"pl-s1"},{"s":17,"e":18,"c":"pl-c1"},{"s":19,"e":25,"c":"pl-s1"},{"s":26,"e":31,"c":"pl-v"},{"s":32,"e":35,"c":"pl-c1"},{"s":37,"e":47,"c":"pl-s1"},{"s":47,"e":48,"c":"pl-c1"},{"s":48,"e":54,"c":"pl-s"},{"s":56,"e":62,"c":"pl-s1"}],[{"s":4,"e":11,"c":"pl-s1"},{"s":12,"e":13,"c":"pl-c1"},{"s":14,"e":20,"c":"pl-s1"},{"s":21,"e":26,"c":"pl-v"},{"s":27,"e":29,"c":"pl-c1"},{"s":31,"e":41,"c":"pl-s1"},{"s":41,"e":42,"c":"pl-c1"},{"s":42,"e":51,"c":"pl-s"},{"s":53,"e":65,"c":"pl-s1"}],[{"s":4,"e":9,"c":"pl-s1"},{"s":10,"e":11,"c":"pl-c1"},{"s":12,"e":19,"c":"pl-v"},{"s":20,"e":26,"c":"pl-s1"},{"s":28,"e":35,"c":"pl-s1"}],[{"s":4,"e":10,"c":"pl-k"},{"s":11,"e":16,"c":"pl-s1"}],[],[],[{"s":0,"e":14,"c":"pl-c"}],[{"s":1,"e":8,"c":"pl-s1"},{"s":10,"e":17,"c":"pl-s1"},{"s":20,"e":21,"c":"pl-s1"},{"s":22,"e":23,"c":"pl-c1"},{"s":24,"e":29,"c":"pl-s1"},{"s":30,"e":38,"c":"pl-s1"},{"s":39,"e":44,"c":"pl-s1"},{"s":45,"e":54,"c":"pl-en"}],[{"s":0,"e":7,"c":"pl-s1"},{"s":8,"e":9,"c":"pl-c1"},{"s":10,"e":12,"c":"pl-s1"},{"s":13,"e":20,"c":"pl-en"},{"s":21,"e":28,"c":"pl-s1"},{"s":31,"e":32,"c":"pl-c1"},{"s":32,"e":33,"c":"pl-c1"},{"s":35,"e":38,"c":"pl-c1"},{"s":41,"e":42,"c":"pl-c1"},{"s":43,"e":46,"c":"pl-c1"}],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":7,"c":"pl-c1"},{"s":8,"e":17,"c":"pl-en"}],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":13,"c":"pl-en"}],[{"s":4,"e":13,"c":"pl-s1"},{"s":13,"e":14,"c":"pl-c1"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":30,"c":"pl-s1"},{"s":31,"e":34,"c":"pl-v"},{"s":35,"e":48,"c":"pl-s1"},{"s":48,"e":49,"c":"pl-c1"},{"s":49,"e":53,"c":"pl-c1"}],[{"s":4,"e":8,"c":"pl-s1"},{"s":8,"e":9,"c":"pl-c1"},{"s":9,"e":42,"c":"pl-s"}],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":9,"c":"pl-en"},{"s":10,"e":17,"c":"pl-s1"},{"s":19,"e":26,"c":"pl-s1"},{"s":28,"e":34,"c":"pl-s1"},{"s":34,"e":35,"c":"pl-c1"},{"s":35,"e":36,"c":"pl-c1"},{"s":38,"e":48,"c":"pl-s1"},{"s":48,"e":49,"c":"pl-c1"},{"s":49,"e":53,"c":"pl-c1"},{"s":55,"e":71,"c":"pl-s1"},{"s":71,"e":72,"c":"pl-c1"},{"s":72,"e":75,"c":"pl-c1"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":64,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":74,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":86,"c":"pl-s"}],[{"s":0,"e":72,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[],[{"s":0,"e":5,"c":"pl-k"},{"s":6,"e":13,"c":"pl-v"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":25,"c":"pl-v"}],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":18,"c":"pl-en"},{"s":19,"e":23,"c":"pl-s1"},{"s":25,"e":29,"c":"pl-s1"}],[{"s":8,"e":13,"c":"pl-en"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":37,"c":"pl-s"},{"s":38,"e":39,"c":"pl-c1"},{"s":41,"e":45,"c":"pl-s1"},{"s":46,"e":58,"c":"pl-s1"}],[{"s":8,"e":12,"c":"pl-s1"},{"s":13,"e":25,"c":"pl-s1"},{"s":26,"e":28,"c":"pl-c1"},{"s":29,"e":30,"c":"pl-c1"}],[],[{"s":8,"e":14,"c":"pl-s1"},{"s":16,"e":23,"c":"pl-s1"},{"s":24,"e":25,"c":"pl-c1"},{"s":26,"e":30,"c":"pl-s1"}],[{"s":8,"e":22,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":25,"e":29,"c":"pl-s1"},{"s":30,"e":49,"c":"pl-s1"}],[{"s":8,"e":12,"c":"pl-k"},{"s":13,"e":15,"c":"pl-s1"},{"s":16,"e":28,"c":"pl-v"},{"s":31,"e":33,"c":"pl-k"},{"s":34,"e":39,"c":"pl-s1"}],[{"s":12,"e":16,"c":"pl-k"},{"s":17,"e":19,"c":"pl-s1"},{"s":20,"e":32,"c":"pl-v"},{"s":35,"e":37,"c":"pl-k"},{"s":38,"e":43,"c":"pl-s1"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":25,"e":29,"c":"pl-en"},{"s":30,"e":36,"c":"pl-s1"},{"s":38,"e":46,"c":"pl-s1"},{"s":46,"e":47,"c":"pl-c1"},{"s":47,"e":51,"c":"pl-c1"},{"s":54,"e":68,"c":"pl-c"}],[{"s":16,"e":40,"c":"pl-c"}],[{"s":16,"e":66,"c":"pl-c"}],[{"s":16,"e":20,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":27,"c":"pl-s1"},{"s":28,"e":40,"c":"pl-en"},{"s":41,"e":42,"c":"pl-s1"},{"s":42,"e":43,"c":"pl-c1"},{"s":43,"e":50,"c":"pl-s1"},{"s":52,"e":58,"c":"pl-s1"},{"s":58,"e":59,"c":"pl-c1"},{"s":59,"e":65,"c":"pl-s1"}],[{"s":12,"e":43,"c":"pl-c"}],[{"s":12,"e":17,"c":"pl-s1"},{"s":18,"e":19,"c":"pl-c1"},{"s":20,"e":25,"c":"pl-s1"},{"s":26,"e":34,"c":"pl-en"},{"s":35,"e":39,"c":"pl-s1"},{"s":41,"e":55,"c":"pl-s1"}],[{"s":8,"e":40,"c":"pl-c"}],[{"s":8,"e":15,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":18,"e":23,"c":"pl-s1"},{"s":24,"e":32,"c":"pl-en"},{"s":33,"e":38,"c":"pl-s1"},{"s":40,"e":54,"c":"pl-s1"}],[],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":37,"c":"pl-s"},{"s":38,"e":39,"c":"pl-c1"},{"s":40,"e":42,"c":"pl-s1"},{"s":43,"e":53,"c":"pl-en"},{"s":54,"e":59,"c":"pl-s1"},{"s":60,"e":61,"c":"pl-c1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":37,"c":"pl-s"},{"s":38,"e":39,"c":"pl-c1"},{"s":40,"e":42,"c":"pl-s1"},{"s":43,"e":53,"c":"pl-en"},{"s":54,"e":59,"c":"pl-s1"},{"s":60,"e":61,"c":"pl-c1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":38,"c":"pl-s"},{"s":39,"e":40,"c":"pl-c1"},{"s":41,"e":43,"c":"pl-s1"},{"s":44,"e":55,"c":"pl-en"},{"s":56,"e":61,"c":"pl-s1"},{"s":62,"e":63,"c":"pl-c1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":17,"c":"pl-s"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":39,"c":"pl-s"},{"s":40,"e":41,"c":"pl-c1"},{"s":42,"e":44,"c":"pl-s1"},{"s":45,"e":55,"c":"pl-en"},{"s":56,"e":63,"c":"pl-s1"},{"s":64,"e":65,"c":"pl-c1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":39,"c":"pl-s"},{"s":40,"e":41,"c":"pl-c1"},{"s":42,"e":44,"c":"pl-s1"},{"s":45,"e":55,"c":"pl-en"},{"s":56,"e":63,"c":"pl-s1"},{"s":64,"e":65,"c":"pl-c1"}],[{"s":8,"e":13,"c":"pl-en"},{"s":14,"e":40,"c":"pl-s"},{"s":41,"e":42,"c":"pl-c1"},{"s":43,"e":45,"c":"pl-s1"},{"s":46,"e":57,"c":"pl-en"},{"s":58,"e":65,"c":"pl-s1"},{"s":66,"e":67,"c":"pl-c1"}],[],[{"s":8,"e":56,"c":"pl-c"}],[{"s":8,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":17,"e":20,"c":"pl-c1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":25,"c":"pl-s1"},{"s":26,"e":27,"c":"pl-c1"},{"s":28,"e":31,"c":"pl-c1"},{"s":32,"e":33,"c":"pl-c1"},{"s":34,"e":36,"c":"pl-s1"},{"s":37,"e":40,"c":"pl-k"},{"s":42,"e":44,"c":"pl-s1"},{"s":46,"e":48,"c":"pl-s1"},{"s":50,"e":52,"c":"pl-c1"},{"s":53,"e":56,"c":"pl-en"},{"s":57,"e":64,"c":"pl-s1"},{"s":66,"e":71,"c":"pl-s1"}],[],[{"s":8,"e":24,"c":"pl-c"}],[{"s":8,"e":12,"c":"pl-s1"},{"s":13,"e":22,"c":"pl-s1"},{"s":23,"e":38,"c":"pl-en"},{"s":39,"e":42,"c":"pl-en"},{"s":43,"e":48,"c":"pl-s1"},{"s":50,"e":64,"c":"pl-s1"}],[],[{"s":8,"e":67,"c":"pl-c"}],[{"s":8,"e":11,"c":"pl-k"},{"s":12,"e":18,"c":"pl-s1"},{"s":19,"e":21,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":34,"c":"pl-s1"}],[{"s":12,"e":14,"c":"pl-k"},{"s":15,"e":21,"c":"pl-s1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":29,"c":"pl-c1"},{"s":30,"e":36,"c":"pl-s"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":35,"c":"pl-en"},{"s":36,"e":40,"c":"pl-s1"}],[{"s":12,"e":16,"c":"pl-k"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":35,"c":"pl-en"},{"s":36,"e":43,"c":"pl-s1"},{"s":45,"e":51,"c":"pl-s1"}],[],[{"s":8,"e":61,"c":"pl-c"}],[{"s":8,"e":14,"c":"pl-k"},{"s":16,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-s1"},{"s":24,"e":25,"c":"pl-s1"},{"s":26,"e":32,"c":"pl-en"},{"s":35,"e":38,"c":"pl-k"},{"s":39,"e":40,"c":"pl-s1"},{"s":41,"e":43,"c":"pl-c1"},{"s":44,"e":48,"c":"pl-s1"},{"s":49,"e":56,"c":"pl-s1"}],[],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":7,"c":"pl-c1"},{"s":8,"e":17,"c":"pl-en"}],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":13,"c":"pl-en"}],[{"s":4,"e":13,"c":"pl-s1"},{"s":13,"e":14,"c":"pl-c1"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":30,"c":"pl-s1"},{"s":31,"e":34,"c":"pl-v"},{"s":35,"e":48,"c":"pl-s1"},{"s":48,"e":49,"c":"pl-c1"},{"s":49,"e":53,"c":"pl-c1"}],[{"s":4,"e":8,"c":"pl-s1"},{"s":8,"e":9,"c":"pl-c1"},{"s":9,"e":42,"c":"pl-s"}],[{"s":4,"e":11,"c":"pl-s1"},{"s":11,"e":12,"c":"pl-c1"},{"s":13,"e":42,"c":"pl-s"}],[{"s":4,"e":15,"c":"pl-s1"},{"s":15,"e":16,"c":"pl-c1"},{"s":16,"e":20,"c":"pl-c1"}],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":18,"c":"pl-s1"},{"s":19,"e":20,"c":"pl-c1"},{"s":21,"e":22,"c":"pl-c1"}],[{"s":0,"e":75,"c":"pl-c"}],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":9,"c":"pl-en"},{"s":10,"e":17,"c":"pl-s1"},{"s":19,"e":26,"c":"pl-s1"},{"s":28,"e":34,"c":"pl-s1"},{"s":34,"e":35,"c":"pl-c1"},{"s":35,"e":36,"c":"pl-c1"},{"s":38,"e":48,"c":"pl-s1"},{"s":48,"e":49,"c":"pl-c1"},{"s":49,"e":53,"c":"pl-c1"},{"s":55,"e":62,"c":"pl-s1"},{"s":62,"e":63,"c":"pl-c1"},{"s":63,"e":64,"c":"pl-c1"},{"s":66,"e":81,"c":"pl-s1"},{"s":81,"e":82,"c":"pl-c1"},{"s":82,"e":84,"c":"pl-c1"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":18,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":85,"c":"pl-s"}],[{"s":0,"e":11,"c":"pl-s"}],[{"s":0,"e":50,"c":"pl-s"}],[{"s":0,"e":45,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":86,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[],[{"s":0,"e":5,"c":"pl-k"},{"s":6,"e":13,"c":"pl-v"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":25,"c":"pl-v"}],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":18,"c":"pl-en"},{"s":19,"e":23,"c":"pl-s1"},{"s":25,"e":29,"c":"pl-s1"}],[{"s":8,"e":14,"c":"pl-s1"},{"s":16,"e":23,"c":"pl-s1"},{"s":24,"e":25,"c":"pl-c1"},{"s":26,"e":30,"c":"pl-s1"}],[{"s":8,"e":22,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":25,"e":29,"c":"pl-s1"},{"s":30,"e":49,"c":"pl-s1"}],[{"s":8,"e":12,"c":"pl-k"},{"s":13,"e":15,"c":"pl-s1"},{"s":16,"e":28,"c":"pl-v"},{"s":31,"e":33,"c":"pl-k"},{"s":34,"e":39,"c":"pl-s1"}],[{"s":12,"e":16,"c":"pl-k"},{"s":17,"e":19,"c":"pl-s1"},{"s":20,"e":32,"c":"pl-v"},{"s":35,"e":37,"c":"pl-k"},{"s":38,"e":43,"c":"pl-s1"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":25,"e":29,"c":"pl-en"},{"s":30,"e":36,"c":"pl-s1"},{"s":38,"e":46,"c":"pl-s1"},{"s":46,"e":47,"c":"pl-c1"},{"s":47,"e":51,"c":"pl-c1"},{"s":54,"e":68,"c":"pl-c"}],[{"s":16,"e":40,"c":"pl-c"}],[{"s":16,"e":66,"c":"pl-c"}],[{"s":16,"e":20,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":27,"c":"pl-s1"},{"s":28,"e":40,"c":"pl-en"},{"s":41,"e":42,"c":"pl-s1"},{"s":42,"e":43,"c":"pl-c1"},{"s":43,"e":50,"c":"pl-s1"},{"s":52,"e":58,"c":"pl-s1"},{"s":58,"e":59,"c":"pl-c1"},{"s":59,"e":65,"c":"pl-s1"}],[{"s":12,"e":43,"c":"pl-c"}],[{"s":12,"e":17,"c":"pl-s1"},{"s":18,"e":19,"c":"pl-c1"},{"s":20,"e":25,"c":"pl-s1"},{"s":26,"e":34,"c":"pl-en"},{"s":35,"e":39,"c":"pl-s1"},{"s":41,"e":55,"c":"pl-s1"}],[{"s":8,"e":40,"c":"pl-c"}],[{"s":8,"e":15,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":18,"e":23,"c":"pl-s1"},{"s":24,"e":32,"c":"pl-en"},{"s":33,"e":38,"c":"pl-s1"},{"s":40,"e":54,"c":"pl-s1"}],[],[{"s":8,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":17,"e":19,"c":"pl-s1"},{"s":20,"e":24,"c":"pl-s1"},{"s":25,"e":37,"c":"pl-en"},{"s":38,"e":39,"c":"pl-s1"},{"s":41,"e":44,"c":"pl-k"},{"s":45,"e":46,"c":"pl-s1"},{"s":47,"e":49,"c":"pl-c1"},{"s":50,"e":55,"c":"pl-s1"}],[{"s":8,"e":15,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":19,"e":21,"c":"pl-s1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":39,"c":"pl-en"},{"s":40,"e":41,"c":"pl-s1"},{"s":43,"e":46,"c":"pl-k"},{"s":47,"e":48,"c":"pl-s1"},{"s":49,"e":51,"c":"pl-c1"},{"s":52,"e":59,"c":"pl-s1"}],[],[{"s":8,"e":56,"c":"pl-c"}],[{"s":8,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":17,"e":20,"c":"pl-c1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":25,"c":"pl-s1"},{"s":26,"e":27,"c":"pl-c1"},{"s":28,"e":31,"c":"pl-c1"},{"s":32,"e":33,"c":"pl-c1"},{"s":34,"e":36,"c":"pl-s1"},{"s":37,"e":40,"c":"pl-k"},{"s":42,"e":44,"c":"pl-s1"},{"s":46,"e":48,"c":"pl-s1"},{"s":50,"e":52,"c":"pl-c1"},{"s":53,"e":56,"c":"pl-en"},{"s":57,"e":64,"c":"pl-s1"},{"s":66,"e":71,"c":"pl-s1"}],[],[{"s":8,"e":24,"c":"pl-c"}],[{"s":8,"e":12,"c":"pl-s1"},{"s":13,"e":22,"c":"pl-s1"},{"s":23,"e":38,"c":"pl-en"},{"s":39,"e":42,"c":"pl-en"},{"s":43,"e":48,"c":"pl-s1"},{"s":50,"e":64,"c":"pl-s1"}],[],[{"s":8,"e":67,"c":"pl-c"}],[{"s":8,"e":11,"c":"pl-k"},{"s":12,"e":18,"c":"pl-s1"},{"s":19,"e":21,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":34,"c":"pl-s1"}],[{"s":12,"e":14,"c":"pl-k"},{"s":15,"e":21,"c":"pl-s1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":29,"c":"pl-c1"},{"s":30,"e":36,"c":"pl-s"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":35,"c":"pl-en"},{"s":36,"e":40,"c":"pl-s1"}],[{"s":12,"e":16,"c":"pl-k"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":35,"c":"pl-en"},{"s":36,"e":43,"c":"pl-s1"},{"s":45,"e":51,"c":"pl-s1"}],[],[{"s":8,"e":61,"c":"pl-c"}],[{"s":8,"e":14,"c":"pl-k"},{"s":16,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-s1"},{"s":24,"e":25,"c":"pl-s1"},{"s":26,"e":32,"c":"pl-en"},{"s":35,"e":38,"c":"pl-k"},{"s":39,"e":40,"c":"pl-s1"},{"s":41,"e":43,"c":"pl-c1"},{"s":44,"e":48,"c":"pl-s1"},{"s":49,"e":56,"c":"pl-s1"}],[],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":7,"c":"pl-c1"},{"s":8,"e":17,"c":"pl-en"}],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":13,"c":"pl-en"}],[{"s":4,"e":13,"c":"pl-s1"},{"s":13,"e":14,"c":"pl-c1"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":30,"c":"pl-s1"},{"s":31,"e":34,"c":"pl-v"},{"s":35,"e":48,"c":"pl-s1"},{"s":48,"e":49,"c":"pl-c1"},{"s":49,"e":53,"c":"pl-c1"}],[{"s":4,"e":8,"c":"pl-s1"},{"s":8,"e":9,"c":"pl-c1"},{"s":9,"e":42,"c":"pl-s"}],[{"s":4,"e":11,"c":"pl-s1"},{"s":11,"e":12,"c":"pl-c1"},{"s":13,"e":42,"c":"pl-s"}],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":9,"c":"pl-en"},{"s":10,"e":17,"c":"pl-s1"},{"s":19,"e":26,"c":"pl-s1"},{"s":28,"e":34,"c":"pl-s1"},{"s":34,"e":35,"c":"pl-c1"},{"s":35,"e":36,"c":"pl-c1"},{"s":38,"e":48,"c":"pl-s1"},{"s":48,"e":49,"c":"pl-c1"},{"s":49,"e":53,"c":"pl-c1"},{"s":55,"e":71,"c":"pl-s1"},{"s":71,"e":72,"c":"pl-c1"},{"s":72,"e":75,"c":"pl-c1"}],[],[{"s":0,"e":3,"c":"pl-s"}],[{"s":0,"e":83,"c":"pl-s"}],[{"s":0,"e":10,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":85,"c":"pl-s"}],[{"s":0,"e":89,"c":"pl-s"}],[{"s":0,"e":13,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":52,"c":"pl-s"}],[{"s":0,"e":53,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":87,"c":"pl-s"}],[{"s":0,"e":88,"c":"pl-s"}],[{"s":0,"e":84,"c":"pl-s"}],[{"s":0,"e":56,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":90,"c":"pl-s"}],[{"s":0,"e":86,"c":"pl-s"}],[{"s":0,"e":20,"c":"pl-s"}],[{"s":0,"e":0,"c":"pl-s"}],[{"s":0,"e":30,"c":"pl-s"}],[{"s":0,"e":3,"c":"pl-s"}],[],[],[{"s":0,"e":5,"c":"pl-k"},{"s":6,"e":13,"c":"pl-v"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":25,"c":"pl-v"}],[{"s":4,"e":7,"c":"pl-k"},{"s":8,"e":18,"c":"pl-en"},{"s":19,"e":23,"c":"pl-s1"},{"s":25,"e":29,"c":"pl-s1"}],[{"s":8,"e":14,"c":"pl-s1"},{"s":16,"e":23,"c":"pl-s1"},{"s":24,"e":25,"c":"pl-c1"},{"s":26,"e":30,"c":"pl-s1"}],[{"s":8,"e":22,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":25,"e":29,"c":"pl-s1"},{"s":30,"e":49,"c":"pl-s1"}],[{"s":8,"e":12,"c":"pl-k"},{"s":13,"e":15,"c":"pl-s1"},{"s":16,"e":28,"c":"pl-v"},{"s":31,"e":33,"c":"pl-k"},{"s":34,"e":39,"c":"pl-s1"}],[{"s":12,"e":16,"c":"pl-k"},{"s":17,"e":19,"c":"pl-s1"},{"s":20,"e":32,"c":"pl-v"},{"s":35,"e":37,"c":"pl-k"},{"s":38,"e":43,"c":"pl-s1"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":24,"c":"pl-c1"},{"s":25,"e":29,"c":"pl-en"},{"s":30,"e":36,"c":"pl-s1"},{"s":38,"e":46,"c":"pl-s1"},{"s":46,"e":47,"c":"pl-c1"},{"s":47,"e":51,"c":"pl-c1"},{"s":54,"e":68,"c":"pl-c"}],[{"s":16,"e":40,"c":"pl-c"}],[{"s":16,"e":66,"c":"pl-c"}],[{"s":16,"e":20,"c":"pl-s1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":27,"c":"pl-s1"},{"s":28,"e":40,"c":"pl-en"},{"s":41,"e":42,"c":"pl-s1"},{"s":42,"e":43,"c":"pl-c1"},{"s":43,"e":50,"c":"pl-s1"},{"s":52,"e":58,"c":"pl-s1"},{"s":58,"e":59,"c":"pl-c1"},{"s":59,"e":65,"c":"pl-s1"}],[{"s":12,"e":43,"c":"pl-c"}],[{"s":12,"e":17,"c":"pl-s1"},{"s":18,"e":19,"c":"pl-c1"},{"s":20,"e":25,"c":"pl-s1"},{"s":26,"e":34,"c":"pl-en"},{"s":35,"e":39,"c":"pl-s1"},{"s":41,"e":55,"c":"pl-s1"}],[{"s":8,"e":40,"c":"pl-c"}],[{"s":8,"e":15,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":18,"e":23,"c":"pl-s1"},{"s":24,"e":32,"c":"pl-en"},{"s":33,"e":38,"c":"pl-s1"},{"s":40,"e":54,"c":"pl-s1"}],[],[{"s":8,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":17,"e":19,"c":"pl-s1"},{"s":20,"e":24,"c":"pl-s1"},{"s":25,"e":37,"c":"pl-en"},{"s":38,"e":39,"c":"pl-s1"},{"s":41,"e":44,"c":"pl-k"},{"s":45,"e":46,"c":"pl-s1"},{"s":47,"e":49,"c":"pl-c1"},{"s":50,"e":55,"c":"pl-s1"}],[{"s":8,"e":15,"c":"pl-s1"},{"s":16,"e":17,"c":"pl-c1"},{"s":19,"e":21,"c":"pl-s1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":39,"c":"pl-en"},{"s":40,"e":41,"c":"pl-s1"},{"s":43,"e":46,"c":"pl-k"},{"s":47,"e":48,"c":"pl-s1"},{"s":49,"e":51,"c":"pl-c1"},{"s":52,"e":59,"c":"pl-s1"}],[],[{"s":8,"e":56,"c":"pl-c"}],[{"s":8,"e":13,"c":"pl-s1"},{"s":14,"e":15,"c":"pl-c1"},{"s":17,"e":20,"c":"pl-c1"},{"s":21,"e":22,"c":"pl-c1"},{"s":23,"e":25,"c":"pl-s1"},{"s":26,"e":27,"c":"pl-c1"},{"s":28,"e":31,"c":"pl-c1"},{"s":32,"e":33,"c":"pl-c1"},{"s":34,"e":36,"c":"pl-s1"},{"s":37,"e":40,"c":"pl-k"},{"s":42,"e":44,"c":"pl-s1"},{"s":46,"e":48,"c":"pl-s1"},{"s":50,"e":52,"c":"pl-c1"},{"s":53,"e":56,"c":"pl-en"},{"s":57,"e":64,"c":"pl-s1"},{"s":66,"e":71,"c":"pl-s1"}],[],[{"s":8,"e":24,"c":"pl-c"}],[{"s":8,"e":12,"c":"pl-s1"},{"s":13,"e":22,"c":"pl-s1"},{"s":23,"e":38,"c":"pl-en"},{"s":39,"e":42,"c":"pl-en"},{"s":43,"e":48,"c":"pl-s1"},{"s":50,"e":64,"c":"pl-s1"}],[],[{"s":8,"e":67,"c":"pl-c"}],[{"s":8,"e":11,"c":"pl-k"},{"s":12,"e":18,"c":"pl-s1"},{"s":19,"e":21,"c":"pl-c1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":34,"c":"pl-s1"}],[{"s":12,"e":14,"c":"pl-k"},{"s":15,"e":21,"c":"pl-s1"},{"s":22,"e":26,"c":"pl-s1"},{"s":27,"e":29,"c":"pl-c1"},{"s":30,"e":36,"c":"pl-s"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":35,"c":"pl-en"},{"s":36,"e":40,"c":"pl-s1"}],[{"s":12,"e":16,"c":"pl-k"}],[{"s":16,"e":22,"c":"pl-s1"},{"s":23,"e":35,"c":"pl-en"},{"s":36,"e":43,"c":"pl-s1"},{"s":45,"e":51,"c":"pl-s1"}],[],[{"s":8,"e":61,"c":"pl-c"}],[{"s":8,"e":14,"c":"pl-k"},{"s":16,"e":17,"c":"pl-s1"},{"s":18,"e":22,"c":"pl-s1"},{"s":24,"e":25,"c":"pl-s1"},{"s":26,"e":32,"c":"pl-en"},{"s":35,"e":38,"c":"pl-k"},{"s":39,"e":40,"c":"pl-s1"},{"s":41,"e":43,"c":"pl-c1"},{"s":44,"e":48,"c":"pl-s1"},{"s":49,"e":56,"c":"pl-s1"}],[],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":7,"c":"pl-c1"},{"s":8,"e":17,"c":"pl-en"}],[{"s":0,"e":2,"c":"pl-s1"},{"s":3,"e":4,"c":"pl-c1"},{"s":5,"e":18,"c":"pl-s1"},{"s":19,"e":20,"c":"pl-c1"},{"s":21,"e":26,"c":"pl-s1"},{"s":27,"e":37,"c":"pl-s1"},{"s":38,"e":47,"c":"pl-s1"},{"s":48,"e":64,"c":"pl-v"}],[{"s":4,"e":25,"c":"pl-s1"},{"s":25,"e":26,"c":"pl-c1"},{"s":26,"e":29,"c":"pl-c1"},{"s":31,"e":42,"c":"pl-s1"},{"s":42,"e":43,"c":"pl-c1"},{"s":43,"e":45,"c":"pl-c1"},{"s":47,"e":57,"c":"pl-s1"},{"s":57,"e":58,"c":"pl-c1"},{"s":58,"e":61,"c":"pl-c1"}],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":13,"c":"pl-en"}],[{"s":4,"e":13,"c":"pl-s1"},{"s":13,"e":14,"c":"pl-c1"},{"s":14,"e":19,"c":"pl-s1"},{"s":20,"e":30,"c":"pl-s1"},{"s":31,"e":34,"c":"pl-v"},{"s":35,"e":37,"c":"pl-s1"}],[{"s":4,"e":8,"c":"pl-s1"},{"s":8,"e":9,"c":"pl-c1"},{"s":9,"e":42,"c":"pl-s"}],[{"s":4,"e":11,"c":"pl-s1"},{"s":11,"e":12,"c":"pl-c1"},{"s":13,"e":42,"c":"pl-s"}],[],[{"s":0,"e":5,"c":"pl-s1"},{"s":6,"e":9,"c":"pl-en"},{"s":10,"e":17,"c":"pl-s1"},{"s":19,"e":26,"c":"pl-s1"},{"s":28,"e":34,"c":"pl-s1"},{"s":34,"e":35,"c":"pl-c1"},{"s":35,"e":37,"c":"pl-c1"},{"s":39,"e":49,"c":"pl-s1"},{"s":49,"e":50,"c":"pl-c1"},{"s":50,"e":54,"c":"pl-c1"},{"s":56,"e":72,"c":"pl-s1"},{"s":72,"e":73,"c":"pl-c1"},{"s":73,"e":76,"c":"pl-c1"}]],"colorizedLines":null,"csv":null,"csvError":null,"dependabotInfo":{"showConfigurationBanner":false,"configFilePath":null,"networkDependabotPath":"/keras-team/keras-io/network/updates","dismissConfigurationNoticePath":"/settings/dismiss-notice/dependabot_configuration_notice","configurationNoticeDismissed":null},"displayName":"debugging_tips.py","displayUrl":"https://github.com/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py?raw=true","headerInfo":{"blobSize":"17.6 KB","deleteTooltip":"You must be signed in to make or propose changes","editTooltip":"You must be signed in to make or propose changes","ghDesktopPath":"https://desktop.github.com","isGitLfs":false,"onBranch":true,"shortPath":"b439edb","siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fkeras-team%2Fkeras-io%2Fblob%2Fmaster%2Fexamples%2Fkeras_recipes%2Fdebugging_tips.py","isCSV":false,"isRichtext":false,"toc":null,"lineInfo":{"truncatedLoc":"510","truncatedSloc":"398"},"mode":"file"},"image":false,"isCodeownersFile":null,"isPlain":false,"isValidLegacyIssueTemplate":false,"issueTemplate":null,"discussionTemplate":null,"language":"Python","languageID":303,"large":false,"planSupportInfo":{"repoIsFork":null,"repoOwnedByCurrentUser":null,"requestFullPath":"/keras-team/keras-io/blob/master/examples/keras_recipes/debugging_tips.py","showFreeOrgGatedFeatureMessage":null,"showPlanSupportBanner":null,"upgradeDataAttributes":null,"upgradePath":null},"publishBannersInfo":{"dismissActionNoticePath":"/settings/dismiss-notice/publish_action_from_dockerfile","releasePath":"/keras-team/keras-io/releases/new?marketplace=true","showPublishActionBanner":false},"rawBlobUrl":"https://github.com/keras-team/keras-io/raw/refs/heads/master/examples/keras_recipes/debugging_tips.py","renderImageOrRaw":false,"richText":null,"renderedFileInfo":null,"shortPath":null,"symbolsEnabled":true,"tabSize":8,"topBannersInfo":{"overridingGlobalFundingFile":false,"globalPreferredFundingPath":null,"showInvalidCitationWarning":false,"citationHelpUrl":"https://docs.github.com/github/creating-cloning-and-archiving-repositories/creating-a-repository-on-github/about-citation-files","actionsOnboardingTip":null},"truncated":false,"viewable":true,"workflowRedirectUrl":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"MyAntirectifier","kind":"class","ident_start":1960,"ident_end":1975,"extent_start":1954,"extent_end":2681,"fully_qualified_name":"MyAntirectifier","ident_utf16":{"start":{"line_number":60,"utf16_col":6},"end":{"line_number":60,"utf16_col":21}},"extent_utf16":{"start":{"line_number":60,"utf16_col":0},"end":{"line_number":78,"utf16_col":52}}},{"name":"build","kind":"function","ident_start":1999,"ident_end":2004,"extent_start":1995,"extent_end":2250,"fully_qualified_name":"MyAntirectifier.build","ident_utf16":{"start":{"line_number":61,"utf16_col":8},"end":{"line_number":61,"utf16_col":13}},"extent_utf16":{"start":{"line_number":61,"utf16_col":4},"end":{"line_number":68,"utf16_col":9}}},{"name":"call","kind":"function","ident_start":2260,"ident_end":2264,"extent_start":2256,"extent_end":2681,"fully_qualified_name":"MyAntirectifier.call","ident_utf16":{"start":{"line_number":70,"utf16_col":8},"end":{"line_number":70,"utf16_col":12}},"extent_utf16":{"start":{"line_number":70,"utf16_col":4},"end":{"line_number":78,"utf16_col":52}}},{"name":"MyAntirectifier","kind":"class","ident_start":3391,"ident_end":3406,"extent_start":3385,"extent_end":4070,"fully_qualified_name":"MyAntirectifier","ident_utf16":{"start":{"line_number":110,"utf16_col":6},"end":{"line_number":110,"utf16_col":21}},"extent_utf16":{"start":{"line_number":110,"utf16_col":0},"end":{"line_number":128,"utf16_col":52}}},{"name":"build","kind":"function","ident_start":3430,"ident_end":3435,"extent_start":3426,"extent_end":3681,"fully_qualified_name":"MyAntirectifier.build","ident_utf16":{"start":{"line_number":111,"utf16_col":8},"end":{"line_number":111,"utf16_col":13}},"extent_utf16":{"start":{"line_number":111,"utf16_col":4},"end":{"line_number":118,"utf16_col":9}}},{"name":"call","kind":"function","ident_start":3691,"ident_end":3695,"extent_start":3687,"extent_end":4070,"fully_qualified_name":"MyAntirectifier.call","ident_utf16":{"start":{"line_number":120,"utf16_col":8},"end":{"line_number":120,"utf16_col":12}},"extent_utf16":{"start":{"line_number":120,"utf16_col":4},"end":{"line_number":128,"utf16_col":52}}},{"name":"MyAntirectifier","kind":"class","ident_start":4382,"ident_end":4397,"extent_start":4376,"extent_end":5061,"fully_qualified_name":"MyAntirectifier","ident_utf16":{"start":{"line_number":146,"utf16_col":6},"end":{"line_number":146,"utf16_col":21}},"extent_utf16":{"start":{"line_number":146,"utf16_col":0},"end":{"line_number":164,"utf16_col":52}}},{"name":"build","kind":"function","ident_start":4421,"ident_end":4426,"extent_start":4417,"extent_end":4672,"fully_qualified_name":"MyAntirectifier.build","ident_utf16":{"start":{"line_number":147,"utf16_col":8},"end":{"line_number":147,"utf16_col":13}},"extent_utf16":{"start":{"line_number":147,"utf16_col":4},"end":{"line_number":154,"utf16_col":9}}},{"name":"call","kind":"function","ident_start":4682,"ident_end":4686,"extent_start":4678,"extent_end":5061,"fully_qualified_name":"MyAntirectifier.call","ident_utf16":{"start":{"line_number":156,"utf16_col":8},"end":{"line_number":156,"utf16_col":12}},"extent_utf16":{"start":{"line_number":156,"utf16_col":4},"end":{"line_number":164,"utf16_col":52}}},{"name":"x","kind":"constant","ident_start":5098,"ident_end":5099,"extent_start":5098,"extent_end":5135,"fully_qualified_name":"x","ident_utf16":{"start":{"line_number":171,"utf16_col":0},"end":{"line_number":171,"utf16_col":1}},"extent_utf16":{"start":{"line_number":171,"utf16_col":0},"end":{"line_number":171,"utf16_col":37}}},{"name":"y","kind":"constant","ident_start":5136,"ident_end":5137,"extent_start":5136,"extent_end":5160,"fully_qualified_name":"y","ident_utf16":{"start":{"line_number":172,"utf16_col":0},"end":{"line_number":172,"utf16_col":1}},"extent_utf16":{"start":{"line_number":172,"utf16_col":0},"end":{"line_number":172,"utf16_col":24}}},{"name":"num_tags","kind":"constant","ident_start":5625,"ident_end":5633,"extent_start":5625,"extent_end":5638,"fully_qualified_name":"num_tags","ident_utf16":{"start":{"line_number":186,"utf16_col":0},"end":{"line_number":186,"utf16_col":8}},"extent_utf16":{"start":{"line_number":186,"utf16_col":0},"end":{"line_number":186,"utf16_col":13}}},{"name":"num_words","kind":"constant","ident_start":5670,"ident_end":5679,"extent_start":5670,"extent_end":5687,"fully_qualified_name":"num_words","ident_utf16":{"start":{"line_number":187,"utf16_col":0},"end":{"line_number":187,"utf16_col":9}},"extent_utf16":{"start":{"line_number":187,"utf16_col":0},"end":{"line_number":187,"utf16_col":17}}},{"name":"num_departments","kind":"constant","ident_start":5748,"ident_end":5763,"extent_start":5748,"extent_end":5767,"fully_qualified_name":"num_departments","ident_utf16":{"start":{"line_number":188,"utf16_col":0},"end":{"line_number":188,"utf16_col":15}},"extent_utf16":{"start":{"line_number":188,"utf16_col":0},"end":{"line_number":188,"utf16_col":19}}},{"name":"title_input","kind":"constant","ident_start":5810,"ident_end":5821,"extent_start":5810,"extent_end":5870,"fully_qualified_name":"title_input","ident_utf16":{"start":{"line_number":190,"utf16_col":0},"end":{"line_number":190,"utf16_col":11}},"extent_utf16":{"start":{"line_number":190,"utf16_col":0},"end":{"line_number":192,"utf16_col":1}}},{"name":"body_input","kind":"constant","ident_start":5907,"ident_end":5917,"extent_start":5907,"extent_end":5959,"fully_qualified_name":"body_input","ident_utf16":{"start":{"line_number":193,"utf16_col":0},"end":{"line_number":193,"utf16_col":10}},"extent_utf16":{"start":{"line_number":193,"utf16_col":0},"end":{"line_number":193,"utf16_col":52}}},{"name":"tags_input","kind":"constant","ident_start":5996,"ident_end":6006,"extent_start":5996,"extent_end":6058,"fully_qualified_name":"tags_input","ident_utf16":{"start":{"line_number":194,"utf16_col":0},"end":{"line_number":194,"utf16_col":10}},"extent_utf16":{"start":{"line_number":194,"utf16_col":0},"end":{"line_number":196,"utf16_col":1}}},{"name":"title_features","kind":"constant","ident_start":6157,"ident_end":6171,"extent_start":6157,"extent_end":6218,"fully_qualified_name":"title_features","ident_utf16":{"start":{"line_number":199,"utf16_col":0},"end":{"line_number":199,"utf16_col":14}},"extent_utf16":{"start":{"line_number":199,"utf16_col":0},"end":{"line_number":199,"utf16_col":61}}},{"name":"body_features","kind":"constant","ident_start":6278,"ident_end":6291,"extent_start":6278,"extent_end":6337,"fully_qualified_name":"body_features","ident_utf16":{"start":{"line_number":201,"utf16_col":0},"end":{"line_number":201,"utf16_col":13}},"extent_utf16":{"start":{"line_number":201,"utf16_col":0},"end":{"line_number":201,"utf16_col":59}}},{"name":"title_features","kind":"constant","ident_start":6425,"ident_end":6439,"extent_start":6425,"extent_end":6474,"fully_qualified_name":"title_features","ident_utf16":{"start":{"line_number":204,"utf16_col":0},"end":{"line_number":204,"utf16_col":14}},"extent_utf16":{"start":{"line_number":204,"utf16_col":0},"end":{"line_number":204,"utf16_col":49}}},{"name":"body_features","kind":"constant","ident_start":6559,"ident_end":6572,"extent_start":6559,"extent_end":6605,"fully_qualified_name":"body_features","ident_utf16":{"start":{"line_number":206,"utf16_col":0},"end":{"line_number":206,"utf16_col":13}},"extent_utf16":{"start":{"line_number":206,"utf16_col":0},"end":{"line_number":206,"utf16_col":46}}},{"name":"x","kind":"constant","ident_start":6683,"ident_end":6684,"extent_start":6683,"extent_end":6750,"fully_qualified_name":"x","ident_utf16":{"start":{"line_number":209,"utf16_col":0},"end":{"line_number":209,"utf16_col":1}},"extent_utf16":{"start":{"line_number":209,"utf16_col":0},"end":{"line_number":209,"utf16_col":67}}},{"name":"priority_pred","kind":"constant","ident_start":6829,"ident_end":6842,"extent_start":6829,"extent_end":6880,"fully_qualified_name":"priority_pred","ident_utf16":{"start":{"line_number":212,"utf16_col":0},"end":{"line_number":212,"utf16_col":13}},"extent_utf16":{"start":{"line_number":212,"utf16_col":0},"end":{"line_number":212,"utf16_col":51}}},{"name":"department_pred","kind":"constant","ident_start":6936,"ident_end":6951,"extent_start":6936,"extent_end":7005,"fully_qualified_name":"department_pred","ident_utf16":{"start":{"line_number":214,"utf16_col":0},"end":{"line_number":214,"utf16_col":15}},"extent_utf16":{"start":{"line_number":214,"utf16_col":0},"end":{"line_number":214,"utf16_col":69}}},{"name":"model","kind":"constant","ident_start":7081,"ident_end":7086,"extent_start":7081,"extent_end":7199,"fully_qualified_name":"model","ident_utf16":{"start":{"line_number":217,"utf16_col":0},"end":{"line_number":217,"utf16_col":5}},"extent_utf16":{"start":{"line_number":217,"utf16_col":0},"end":{"line_number":220,"utf16_col":1}}},{"name":"MyModel","kind":"class","ident_start":8610,"ident_end":8617,"extent_start":8604,"extent_end":9874,"fully_qualified_name":"MyModel","ident_utf16":{"start":{"line_number":260,"utf16_col":6},"end":{"line_number":260,"utf16_col":13}},"extent_utf16":{"start":{"line_number":260,"utf16_col":0},"end":{"line_number":289,"utf16_col":57}}},{"name":"train_step","kind":"function","ident_start":8640,"ident_end":8650,"extent_start":8636,"extent_end":9874,"fully_qualified_name":"MyModel.train_step","ident_utf16":{"start":{"line_number":261,"utf16_col":8},"end":{"line_number":261,"utf16_col":18}},"extent_utf16":{"start":{"line_number":261,"utf16_col":4},"end":{"line_number":289,"utf16_col":57}}},{"name":"get_model","kind":"function","ident_start":10230,"ident_end":10239,"extent_start":10226,"extent_end":10466,"fully_qualified_name":"get_model","ident_utf16":{"start":{"line_number":302,"utf16_col":4},"end":{"line_number":302,"utf16_col":13}},"extent_utf16":{"start":{"line_number":302,"utf16_col":0},"end":{"line_number":307,"utf16_col":16}}},{"name":"x_train","kind":"constant","ident_start":10541,"ident_end":10548,"extent_start":10541,"extent_end":10587,"fully_qualified_name":"x_train","ident_utf16":{"start":{"line_number":312,"utf16_col":0},"end":{"line_number":312,"utf16_col":7}},"extent_utf16":{"start":{"line_number":312,"utf16_col":0},"end":{"line_number":312,"utf16_col":46}}},{"name":"model","kind":"constant","ident_start":10589,"ident_end":10594,"extent_start":10589,"extent_end":10608,"fully_qualified_name":"model","ident_utf16":{"start":{"line_number":314,"utf16_col":0},"end":{"line_number":314,"utf16_col":5}},"extent_utf16":{"start":{"line_number":314,"utf16_col":0},"end":{"line_number":314,"utf16_col":19}}},{"name":"MyModel","kind":"class","ident_start":11122,"ident_end":11129,"extent_start":11116,"extent_end":12922,"fully_qualified_name":"MyModel","ident_utf16":{"start":{"line_number":331,"utf16_col":6},"end":{"line_number":331,"utf16_col":13}},"extent_utf16":{"start":{"line_number":331,"utf16_col":0},"end":{"line_number":372,"utf16_col":57}}},{"name":"train_step","kind":"function","ident_start":11152,"ident_end":11162,"extent_start":11148,"extent_end":12922,"fully_qualified_name":"MyModel.train_step","ident_utf16":{"start":{"line_number":332,"utf16_col":8},"end":{"line_number":332,"utf16_col":18}},"extent_utf16":{"start":{"line_number":332,"utf16_col":4},"end":{"line_number":372,"utf16_col":57}}},{"name":"model","kind":"constant","ident_start":12925,"ident_end":12930,"extent_start":12925,"extent_end":12944,"fully_qualified_name":"model","ident_utf16":{"start":{"line_number":375,"utf16_col":0},"end":{"line_number":375,"utf16_col":5}},"extent_utf16":{"start":{"line_number":375,"utf16_col":0},"end":{"line_number":375,"utf16_col":19}}},{"name":"MyModel","kind":"class","ident_start":13634,"ident_end":13641,"extent_start":13628,"extent_end":15017,"fully_qualified_name":"MyModel","ident_utf16":{"start":{"line_number":398,"utf16_col":6},"end":{"line_number":398,"utf16_col":13}},"extent_utf16":{"start":{"line_number":398,"utf16_col":0},"end":{"line_number":430,"utf16_col":57}}},{"name":"train_step","kind":"function","ident_start":13664,"ident_end":13674,"extent_start":13660,"extent_end":15017,"fully_qualified_name":"MyModel.train_step","ident_utf16":{"start":{"line_number":399,"utf16_col":8},"end":{"line_number":399,"utf16_col":18}},"extent_utf16":{"start":{"line_number":399,"utf16_col":4},"end":{"line_number":430,"utf16_col":57}}},{"name":"model","kind":"constant","ident_start":15020,"ident_end":15025,"extent_start":15020,"extent_end":15039,"fully_qualified_name":"model","ident_utf16":{"start":{"line_number":433,"utf16_col":0},"end":{"line_number":433,"utf16_col":5}},"extent_utf16":{"start":{"line_number":433,"utf16_col":0},"end":{"line_number":433,"utf16_col":19}}},{"name":"MyModel","kind":"class","ident_start":16242,"ident_end":16249,"extent_start":16236,"extent_end":17625,"fully_qualified_name":"MyModel","ident_utf16":{"start":{"line_number":465,"utf16_col":6},"end":{"line_number":465,"utf16_col":13}},"extent_utf16":{"start":{"line_number":465,"utf16_col":0},"end":{"line_number":497,"utf16_col":57}}},{"name":"train_step","kind":"function","ident_start":16272,"ident_end":16282,"extent_start":16268,"extent_end":17625,"fully_qualified_name":"MyModel.train_step","ident_utf16":{"start":{"line_number":466,"utf16_col":8},"end":{"line_number":466,"utf16_col":18}},"extent_utf16":{"start":{"line_number":466,"utf16_col":4},"end":{"line_number":497,"utf16_col":57}}},{"name":"model","kind":"constant","ident_start":17628,"ident_end":17633,"extent_start":17628,"extent_end":17647,"fully_qualified_name":"model","ident_utf16":{"start":{"line_number":500,"utf16_col":0},"end":{"line_number":500,"utf16_col":5}},"extent_utf16":{"start":{"line_number":500,"utf16_col":0},"end":{"line_number":500,"utf16_col":19}}},{"name":"lr","kind":"constant","ident_start":17648,"ident_end":17650,"extent_start":17648,"extent_end":17777,"fully_qualified_name":"lr","ident_utf16":{"start":{"line_number":501,"utf16_col":0},"end":{"line_number":501,"utf16_col":2}},"extent_utf16":{"start":{"line_number":501,"utf16_col":0},"end":{"line_number":503,"utf16_col":1}}}]}},"copilotInfo":null,"copilotAccessAllowed":false,"csrf_tokens":{"/keras-team/keras-io/branches":{"post":"r04lg3S2h0WnlxsXZ4-hPVhAIaA1SYCGZjDknFbdYdjuQWS5YUYzJgbvs0RPu3EQMeSG62_6_c5x5K6szpqzAg"},"/repos/preferences":{"post":"jc3h-LHrL5txFxtcutpp7v-VNDk98Dh7rMydzMKcbqHZeGKw7itG2B3oxiGR9OvUKHZkWYTuJSTDd6FnfIe-KQ"}}},"title":"keras-io/examples/keras_recipes/debugging_tips.py at master · keras-team/keras-io","appPayload":{"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-1583894afd38.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-67668e8c2caa.js","githubDevUrl":null,"enabled_features":{"code_nav_ui_events":false,"overview_shared_code_dropdown_button":false,"react_blob_overlay":false,"copilot_conversational_ux_embedding_update":false,"copilot_smell_icebreaker_ux":true,"copilot_workspace":false,"blob_edit_unsaved_changes_storage":true,"accessible_code_button":true}}}</script> <div data-target="react-app.reactRoot"><style data-styled="true" data-styled-version="5.3.11">.hOfjFo{padding:0;}/*!sc*/ .oDGAe{max-width:100%;margin-left:auto;margin-right:auto;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;}/*!sc*/ .kowOcT{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex:1 1 100%;-ms-flex:1 1 100%;flex:1 1 100%;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;max-width:100%;}/*!sc*/ .gISSDQ{width:100%;}/*!sc*/ @media screen and (min-width:544px){.gISSDQ{width:100%;}}/*!sc*/ @media screen and (min-width:768px){.gISSDQ{width:auto;}}/*!sc*/ .fLEPlD{display:none;-webkit-order:1;-ms-flex-order:1;order:1;width:100%;margin-left:0;margin-right:0;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;margin-bottom:0;min-width:0;}/*!sc*/ @media screen and (min-width:544px){.fLEPlD{-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;}}/*!sc*/ @media screen and (min-width:768px){.fLEPlD{width:auto;margin-top:0 !important;margin-bottom:0 !important;position:-webkit-sticky;position:sticky;top:0px;max-height:100vh !important;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;margin-right:0;height:100vh;}}/*!sc*/ @media print,screen and (max-width:1011px) and (min-width:768px){.fLEPlD{display:none;}}/*!sc*/ .hPvFuC{margin-left:0;margin-right:0;display:none;margin-top:0;}/*!sc*/ @media screen and (min-width:768px){.hPvFuC{margin-left:0 !important;margin-right:0 !important;}}/*!sc*/ .fFSoPl{--pane-min-width:256px;--pane-max-width-diff:511px;--pane-max-width:calc(100vw - var(--pane-max-width-diff));width:100%;padding:0;}/*!sc*/ @media screen and (min-width:544px){}/*!sc*/ @media screen and (min-width:768px){.fFSoPl{width:clamp(var(--pane-min-width),var(--pane-width),var(--pane-max-width));overflow:auto;}}/*!sc*/ @media screen and (min-width:1280px){.fFSoPl{--pane-max-width-diff:959px;}}/*!sc*/ .bTBnTW{height:100%;position:relative;display:none;margin-left:0;}/*!sc*/ .bHLmSv{position:absolute;inset:0 -2px;cursor:col-resize;background-color:transparent;-webkit-transition-delay:0.1s;transition-delay:0.1s;}/*!sc*/ .bHLmSv:hover{background-color:var(--bgColor-neutral-muted,var(--color-neutral-muted,rgba(175,184,193,0.2)));}/*!sc*/ .iKqMNA{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-order:2;-ms-flex-order:2;order:2;-webkit-flex-basis:0;-ms-flex-preferred-size:0;flex-basis:0;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;-webkit-flex-shrink:1;-ms-flex-negative:1;flex-shrink:1;min-width:1px;margin-right:auto;}/*!sc*/ @media print{.iKqMNA{display:-webkit-box !important;display:-webkit-flex !important;display:-ms-flexbox !important;display:flex !important;}}/*!sc*/ .FxAyp{width:100%;max-width:100%;margin-left:auto;margin-right:auto;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;padding:0;}/*!sc*/ .leYMvG{margin-left:auto;margin-right:auto;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;padding-bottom:40px;max-width:100%;margin-top:0;}/*!sc*/ .KMPzq{display:inherit;}/*!sc*/ .hfKjHv{width:100%;}/*!sc*/ .gZWyZE{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;gap:8px;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;width:100%;}/*!sc*/ .dwYKDk{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:start;-webkit-box-align:start;-ms-flex-align:start;align-items:start;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;gap:8px;}/*!sc*/ .ibcGmb{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:start;-webkit-box-align:start;-ms-flex-align:start;align-items:start;min-width:0;}/*!sc*/ .hKaEJF{display:block;margin-right:8px;}/*!sc*/ @media screen and (min-width:1360px){.hKaEJF{display:block;}}/*!sc*/ .XosP{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;font-size:14px;}/*!sc*/ .gUkoLg{-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;}/*!sc*/ .hzSPyu{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;pointer-events:none;}/*!sc*/ .bZBlpz{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:100%;}/*!sc*/ .lhTYNA{margin-right:4px;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .dbrgmi{font-size:14px;min-width:0;max-width:125px;overflow:hidden;text-overflow:ellipsis;white-space:nowrap;}/*!sc*/ .dHJiml{-webkit-align-self:center;-ms-flex-item-align:center;align-self:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;padding-left:8px;padding-right:8px;min-width:0;}/*!sc*/ .cEytCf{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;font-size:16px;min-width:0;-webkit-flex-shrink:1;-ms-flex-negative:1;flex-shrink:1;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;max-width:100%;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .fzFXnm{max-width:100%;}/*!sc*/ .iMnkmv{max-width:100%;list-style:none;display:inline-block;}/*!sc*/ .ghzDag{display:inline-block;max-width:100%;}/*!sc*/ .kHuKdh{font-weight:600;}/*!sc*/ .kgiVEz{font-weight:400;}/*!sc*/ .jGhzSQ{font-weight:600;display:inline-block;max-width:100%;font-size:16px;}/*!sc*/ .faNtbn{min-height:32px;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:start;-webkit-box-align:start;-ms-flex-align:start;align-items:start;}/*!sc*/ .fmQaBv{margin-left:4px;margin-right:4px;}/*!sc*/ .dJxjrT{margin-left:16px;margin-right:16px;}/*!sc*/ .eFxKDQ{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;}/*!sc*/ .dzCJzi{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;gap:8px;min-width:273px;padding:8px;}/*!sc*/ @media screen and (min-width:544px){.dzCJzi{-webkit-flex-wrap:nowrap;-ms-flex-wrap:nowrap;flex-wrap:nowrap;}}/*!sc*/ .ldRxiI{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}/*!sc*/ .fVkfyA{width:100%;height:-webkit-fit-content;height:-moz-fit-content;height:fit-content;min-width:0;margin-right:0;}/*!sc*/ .gNAmSV{height:40px;padding-left:4px;padding-bottom:16px;}/*!sc*/ .jNEwzY{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .bsDwxw{font-size:12px;-webkit-flex:auto;-ms-flex:auto;flex:auto;padding-right:16px;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));min-width:0;}/*!sc*/ .jdLMhu{top:0px;z-index:4;background:var(--bgColor-default,var(--color-canvas-default));position:-webkit-sticky;position:sticky;}/*!sc*/ .tOISc{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;width:100%;position:absolute;}/*!sc*/ .hqwSEx{display:none;min-width:0;padding-top:8px;padding-bottom:8px;}/*!sc*/ .bDVoEr{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;overflow:hidden;margin-left:8px;margin-right:8px;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;width:100%;}/*!sc*/ .kYLlPM{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .gYjEmn{margin-left:4px;margin-right:8px;}/*!sc*/ .kGqOLL{text-overflow:ellipsis;overflow:hidden;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ .fHind{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;font-size:14px;min-width:0;-webkit-flex-shrink:1;-ms-flex-negative:1;flex-shrink:1;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;max-width:100%;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .dnZoUW{font-weight:600;display:inline-block;max-width:100%;font-size:14px;}/*!sc*/ .kTvpNk{padding-left:8px;padding-top:8px;padding-bottom:8px;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex:1;-ms-flex:1;flex:1;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;background-color:var(--bgColor-muted,var(--color-canvas-subtle,#f6f8fa));border:1px solid var(--borderColor-default,var(--color-border-default));border-radius:6px 6px 0px 0px;}/*!sc*/ .iNMjfP{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;gap:8px;min-width:0;}/*!sc*/ .fefCSX{display:block;position:relative;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;margin-top:-1px;margin-bottom:-1px;--separator-color:transparent;}/*!sc*/ .fefCSX:not(:last-child){margin-right:1px;}/*!sc*/ .fefCSX:not(:last-child):after{background-color:var(--separator-color);content:"";position:absolute;right:-2px;top:8px;bottom:8px;width:1px;}/*!sc*/ .fefCSX:focus-within:has(:focus-visible){--separator-color:transparent;}/*!sc*/ .fefCSX:first-child{margin-left:-1px;}/*!sc*/ .fefCSX:last-child{margin-right:-1px;}/*!sc*/ .idgUkN{display:block;position:relative;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;margin-top:-1px;margin-bottom:-1px;--separator-color:var(--borderColor-default,var(--color-border-default,#d0d7de));}/*!sc*/ .idgUkN:not(:last-child){margin-right:1px;}/*!sc*/ .idgUkN:not(:last-child):after{background-color:var(--separator-color);content:"";position:absolute;right:-2px;top:8px;bottom:8px;width:1px;}/*!sc*/ .idgUkN:focus-within:has(:focus-visible){--separator-color:transparent;}/*!sc*/ .idgUkN:first-child{margin-left:-1px;}/*!sc*/ .idgUkN:last-child{margin-right:-1px;}/*!sc*/ .kcLCKF{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;gap:8px;margin-right:8px;}/*!sc*/ .kVWtTz{gap:8px;}/*!sc*/ .hGyMdv{border:1px solid;border-top:none;border-color:var(--borderColor-default,var(--color-border-default,#d0d7de));border-radius:0px 0px 6px 6px;min-width:273px;}/*!sc*/ .dceWRL{background-color:var(--bgColor-default,var(--color-canvas-default));border:0px;border-width:0;border-radius:0px 0px 6px 6px;padding:0;min-width:0;margin-top:46px;}/*!sc*/ .dGXHv{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex:1;-ms-flex:1;flex:1;padding-top:8px;padding-bottom:8px;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;min-width:0;position:relative;}/*!sc*/ .bpDFns{position:relative;}/*!sc*/ .iJOeCH{-webkit-flex:1;-ms-flex:1;flex:1;position:relative;min-width:0;}/*!sc*/ .jewUnv{tab-size:8;isolation:isolate;position:relative;overflow:auto;max-width:unset;}/*!sc*/ .cJGaMs{margin:1px 8px;position:absolute;z-index:1;}/*!sc*/ .iGLarr{position:absolute;}/*!sc*/ .cCoXib{position:fixed;top:0;right:0;height:100%;width:15px;-webkit-transition:-webkit-transform 0.3s;-webkit-transition:transform 0.3s;transition:transform 0.3s;z-index:1;}/*!sc*/ .cCoXib:hover{-webkit-transform:scaleX(1.5);-ms-transform:scaleX(1.5);transform:scaleX(1.5);}/*!sc*/ data-styled.g1[id="Box-sc-g0xbh4-0"]{content:"hOfjFo,oDGAe,kowOcT,gISSDQ,fLEPlD,hPvFuC,fFSoPl,bTBnTW,bHLmSv,iKqMNA,FxAyp,leYMvG,KMPzq,hfKjHv,gZWyZE,dwYKDk,ibcGmb,hKaEJF,XosP,gUkoLg,hzSPyu,bZBlpz,lhTYNA,dbrgmi,dHJiml,cEytCf,fzFXnm,iMnkmv,ghzDag,kHuKdh,kgiVEz,jGhzSQ,faNtbn,fmQaBv,dJxjrT,eFxKDQ,dzCJzi,ldRxiI,fVkfyA,gNAmSV,jNEwzY,bsDwxw,jdLMhu,tOISc,hqwSEx,bDVoEr,kYLlPM,gYjEmn,kGqOLL,fHind,dnZoUW,kTvpNk,iNMjfP,fefCSX,idgUkN,kcLCKF,kVWtTz,hGyMdv,dceWRL,dGXHv,bpDFns,iJOeCH,jewUnv,cJGaMs,iGLarr,cCoXib,"}/*!sc*/ .eMMFM{min-width:0;}/*!sc*/ .eMMFM:where([data-size='small']){font-size:var(--text-body-size-small,0.75rem);line-height:var(--text-body-lineHeight-small,1.6666);}/*!sc*/ .eMMFM:where([data-size='medium']){font-size:var(--text-body-size-medium,0.875rem);line-height:var(--text-body-lineHeight-medium,1.4285);}/*!sc*/ .eMMFM:where([data-size='large']){font-size:var(--text-body-size-large,1rem);line-height:var(--text-body-lineHeight-large,1.5);}/*!sc*/ .eMMFM:where([data-weight='light']){font-weight:var(--base-text-weight-light,300);}/*!sc*/ .eMMFM:where([data-weight='normal']){font-weight:var(--base-text-weight-normal,400);}/*!sc*/ .eMMFM:where([data-weight='medium']){font-weight:var(--base-text-weight-medium,500);}/*!sc*/ .eMMFM:where([data-weight='semibold']){font-weight:var(--base-text-weight-semibold,600);}/*!sc*/ .HlHVj{padding-left:4px;padding-right:4px;font-weight:400;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));font-size:16px;}/*!sc*/ .HlHVj:where([data-size='small']){font-size:var(--text-body-size-small,0.75rem);line-height:var(--text-body-lineHeight-small,1.6666);}/*!sc*/ .HlHVj:where([data-size='medium']){font-size:var(--text-body-size-medium,0.875rem);line-height:var(--text-body-lineHeight-medium,1.4285);}/*!sc*/ .HlHVj:where([data-size='large']){font-size:var(--text-body-size-large,1rem);line-height:var(--text-body-lineHeight-large,1.5);}/*!sc*/ .HlHVj:where([data-weight='light']){font-weight:var(--base-text-weight-light,300);}/*!sc*/ .HlHVj:where([data-weight='normal']){font-weight:var(--base-text-weight-normal,400);}/*!sc*/ .HlHVj:where([data-weight='medium']){font-weight:var(--base-text-weight-medium,500);}/*!sc*/ .HlHVj:where([data-weight='semibold']){font-weight:var(--base-text-weight-semibold,600);}/*!sc*/ .lauzFl{padding-left:4px;padding-right:4px;font-weight:400;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));font-size:14px;}/*!sc*/ .lauzFl:where([data-size='small']){font-size:var(--text-body-size-small,0.75rem);line-height:var(--text-body-lineHeight-small,1.6666);}/*!sc*/ .lauzFl:where([data-size='medium']){font-size:var(--text-body-size-medium,0.875rem);line-height:var(--text-body-lineHeight-medium,1.4285);}/*!sc*/ .lauzFl:where([data-size='large']){font-size:var(--text-body-size-large,1rem);line-height:var(--text-body-lineHeight-large,1.5);}/*!sc*/ .lauzFl:where([data-weight='light']){font-weight:var(--base-text-weight-light,300);}/*!sc*/ .lauzFl:where([data-weight='normal']){font-weight:var(--base-text-weight-normal,400);}/*!sc*/ .lauzFl:where([data-weight='medium']){font-weight:var(--base-text-weight-medium,500);}/*!sc*/ .lauzFl:where([data-weight='semibold']){font-weight:var(--base-text-weight-semibold,600);}/*!sc*/ data-styled.g3[id="Text__StyledText-sc-17v1xeu-0"]{content:"eMMFM,HlHVj,lauzFl,"}/*!sc*/ .gwqFqs{font-size:14px;line-height:20px;color:var(--fgColor-default,var(--color-fg-default,#1F2328));vertical-align:middle;background-color:var(--bgColor-default,var(--color-canvas-default,#ffffff));border:1px solid var(--control-borderColor-rest,var(--borderColor-default,var(--color-border-default,#d0d7de)));border-radius:6px;outline:none;box-shadow:var(--shadow-inset,var(--color-primer-shadow-inset,inset 0 1px 0 rgba(208,215,222,0.2)));display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:stretch;-webkit-box-align:stretch;-ms-flex-align:stretch;align-items:stretch;min-height:32px;overflow:hidden;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;min-width:160px;}/*!sc*/ .gwqFqs input,.gwqFqs textarea{cursor:text;}/*!sc*/ .gwqFqs select{cursor:pointer;}/*!sc*/ .gwqFqs input::-webkit-input-placeholder,.gwqFqs textarea::-webkit-input-placeholder,.gwqFqs select::-webkit-input-placeholder{color:var(---control-fgColor-placeholder,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .gwqFqs input::-moz-placeholder,.gwqFqs textarea::-moz-placeholder,.gwqFqs select::-moz-placeholder{color:var(---control-fgColor-placeholder,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .gwqFqs input:-ms-input-placeholder,.gwqFqs textarea:-ms-input-placeholder,.gwqFqs select:-ms-input-placeholder{color:var(---control-fgColor-placeholder,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .gwqFqs input::placeholder,.gwqFqs textarea::placeholder,.gwqFqs select::placeholder{color:var(---control-fgColor-placeholder,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .gwqFqs:focus-within{border-color:var(--fgColor-accent,var(--color-accent-fg,#0969da));outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-1px;}/*!sc*/ .gwqFqs > textarea{padding:12px;}/*!sc*/ @media (min-width:768px){.gwqFqs{font-size:14px;}}/*!sc*/ data-styled.g9[id="TextInputWrapper__TextInputBaseWrapper-sc-1mqhpbi-0"]{content:"gwqFqs,"}/*!sc*/ .decvaq{background-repeat:no-repeat;background-position:right 8px center;padding-left:12px;padding-right:12px;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;min-width:160px;}/*!sc*/ .decvaq > :not(:last-child){margin-right:8px;}/*!sc*/ .decvaq .TextInput-icon,.decvaq .TextInput-action{-webkit-align-self:center;-ms-flex-item-align:center;align-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;}/*!sc*/ .decvaq > input,.decvaq > select{padding-left:0;padding-right:0;}/*!sc*/ data-styled.g10[id="TextInputWrapper-sc-1mqhpbi-1"]{content:"decvaq,"}/*!sc*/ .kBQCgV{border-radius:6px;border:1px solid;border-color:transparent;font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));background-color:transparent;box-shadow:none;}/*!sc*/ .kBQCgV:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .kBQCgV:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .kBQCgV:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .kBQCgV[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .kBQCgV[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .kBQCgV:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .kBQCgV:active{-webkit-transition:none;transition:none;}/*!sc*/ .kBQCgV[data-inactive]{cursor:auto;}/*!sc*/ .kBQCgV:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));background-color:var(--button-invisible-bgColor-disabled,transparent);}/*!sc*/ .kBQCgV:disabled [data-component=ButtonCounter],.kBQCgV:disabled [data-component="leadingVisual"],.kBQCgV:disabled [data-component="trailingAction"]{color:inherit;}/*!sc*/ @media (forced-colors:active){.kBQCgV:focus{outline:solid 1px transparent;}}/*!sc*/ .kBQCgV [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .kBQCgV[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .kBQCgV[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .kBQCgV[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .kBQCgV[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .kBQCgV[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .kBQCgV[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .kBQCgV[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .kBQCgV[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .kBQCgV[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .kBQCgV[data-block="block"]{width:100%;}/*!sc*/ .kBQCgV[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .kBQCgV[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .kBQCgV[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .kBQCgV[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .kBQCgV[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .kBQCgV[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .kBQCgV[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .kBQCgV[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .kBQCgV[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .kBQCgV [data-component="leadingVisual"]{grid-area:leadingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .kBQCgV [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .kBQCgV [data-component="trailingVisual"]{grid-area:trailingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .kBQCgV [data-component="trailingAction"]{margin-right:-4px;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .kBQCgV [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .kBQCgV [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .kBQCgV [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .kBQCgV [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .kBQCgV:hover:not([disabled]){background-color:var(--control-transparent-bgColor-hover,var(--color-action-list-item-default-hover-bg,rgba(208,215,222,0.32)));}/*!sc*/ .kBQCgV:active:not([disabled]){background-color:var(--control-transparent-bgColor-active,var(--color-action-list-item-default-active-bg,rgba(208,215,222,0.48)));}/*!sc*/ .kBQCgV[aria-expanded=true]{background-color:var(--control-transparent-bgColor-selected,var(--color-action-list-item-default-selected-bg,rgba(208,215,222,0.24)));}/*!sc*/ .kBQCgV[data-component="IconButton"][data-no-visuals]{color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .kBQCgV[data-no-visuals]{color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .kBQCgV:has([data-component="ButtonCounter"]){color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .kBQCgV:disabled[data-no-visuals]{color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));}/*!sc*/ .kBQCgV:disabled[data-no-visuals] [data-component=ButtonCounter]{color:inherit;}/*!sc*/ .kBQCgV[data-size="medium"]{color:var(--fgColor-muted,var(--color-fg-muted,#656d76));padding-left:8px;padding-right:8px;display:none;}/*!sc*/ @media screen and (max-width:768px){.kBQCgV[data-size="medium"]{display:block;}}/*!sc*/ .dPmZyJ{border-radius:6px;border:1px solid;border-color:transparent;font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));background-color:transparent;box-shadow:none;}/*!sc*/ .dPmZyJ:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .dPmZyJ:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .dPmZyJ:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .dPmZyJ[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .dPmZyJ[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .dPmZyJ:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .dPmZyJ:active{-webkit-transition:none;transition:none;}/*!sc*/ .dPmZyJ[data-inactive]{cursor:auto;}/*!sc*/ .dPmZyJ:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));background-color:var(--button-invisible-bgColor-disabled,transparent);}/*!sc*/ .dPmZyJ:disabled [data-component=ButtonCounter],.dPmZyJ:disabled [data-component="leadingVisual"],.dPmZyJ:disabled [data-component="trailingAction"]{color:inherit;}/*!sc*/ @media (forced-colors:active){.dPmZyJ:focus{outline:solid 1px transparent;}}/*!sc*/ .dPmZyJ [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .dPmZyJ[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .dPmZyJ[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .dPmZyJ[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .dPmZyJ[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .dPmZyJ[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .dPmZyJ[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .dPmZyJ[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .dPmZyJ[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .dPmZyJ[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .dPmZyJ[data-block="block"]{width:100%;}/*!sc*/ .dPmZyJ[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .dPmZyJ[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .dPmZyJ[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .dPmZyJ[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .dPmZyJ[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .dPmZyJ[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .dPmZyJ[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .dPmZyJ[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .dPmZyJ[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .dPmZyJ [data-component="leadingVisual"]{grid-area:leadingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .dPmZyJ [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .dPmZyJ [data-component="trailingVisual"]{grid-area:trailingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .dPmZyJ [data-component="trailingAction"]{margin-right:-4px;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .dPmZyJ [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .dPmZyJ [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .dPmZyJ [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .dPmZyJ [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .dPmZyJ:hover:not([disabled]){background-color:var(--control-transparent-bgColor-hover,var(--color-action-list-item-default-hover-bg,rgba(208,215,222,0.32)));}/*!sc*/ .dPmZyJ:active:not([disabled]){background-color:var(--control-transparent-bgColor-active,var(--color-action-list-item-default-active-bg,rgba(208,215,222,0.48)));}/*!sc*/ .dPmZyJ[aria-expanded=true]{background-color:var(--control-transparent-bgColor-selected,var(--color-action-list-item-default-selected-bg,rgba(208,215,222,0.24)));}/*!sc*/ .dPmZyJ[data-component="IconButton"][data-no-visuals]{color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .dPmZyJ[data-no-visuals]{color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .dPmZyJ:has([data-component="ButtonCounter"]){color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .dPmZyJ:disabled[data-no-visuals]{color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));}/*!sc*/ .dPmZyJ:disabled[data-no-visuals] [data-component=ButtonCounter]{color:inherit;}/*!sc*/ .iQGjqs{border-radius:6px;border:1px solid;border-color:var(--button-default-borderColor-rest,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-default-fgColor-rest,var(--color-btn-text,#24292f));background-color:var(--button-default-bgColor-rest,var(--color-btn-bg,#f6f8fa));box-shadow:var(--button-default-shadow-resting,var(--color-btn-shadow,0 1px 0 rgba(31,35,40,0.04))),var(--button-default-shadow-inset,var(--color-btn-inset-shadow,inset 0 1px 0 rgba(255,255,255,0.25)));}/*!sc*/ .iQGjqs:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .iQGjqs:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .iQGjqs:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .iQGjqs[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .iQGjqs[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .iQGjqs:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .iQGjqs:active{-webkit-transition:none;transition:none;}/*!sc*/ .iQGjqs[data-inactive]{cursor:auto;}/*!sc*/ .iQGjqs:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));border-color:var(--button-default-borderColor-disabled,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));background-color:var(--button-default-bgColor-disabled,var(--control-bgColor-disabled,var(--color-input-disabled-bg,rgba(175,184,193,0.2))));}/*!sc*/ .iQGjqs:disabled [data-component=ButtonCounter]{color:inherit;}/*!sc*/ @media (forced-colors:active){.iQGjqs:focus{outline:solid 1px transparent;}}/*!sc*/ .iQGjqs [data-component=ButtonCounter]{font-size:12px;background-color:var(--buttonCounter-default-bgColor-rest,var(--color-btn-counter-bg,rgba(31,35,40,0.08)));}/*!sc*/ .iQGjqs[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .iQGjqs[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .iQGjqs[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .iQGjqs[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .iQGjqs[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .iQGjqs[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .iQGjqs[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .iQGjqs[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .iQGjqs[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .iQGjqs[data-block="block"]{width:100%;}/*!sc*/ .iQGjqs[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .iQGjqs[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .iQGjqs[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .iQGjqs[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .iQGjqs[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .iQGjqs[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .iQGjqs[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .iQGjqs[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .iQGjqs[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .iQGjqs [data-component="leadingVisual"]{grid-area:leadingVisual;}/*!sc*/ .iQGjqs [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .iQGjqs [data-component="trailingVisual"]{grid-area:trailingVisual;}/*!sc*/ .iQGjqs [data-component="trailingAction"]{margin-right:-4px;}/*!sc*/ .iQGjqs [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .iQGjqs [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .iQGjqs [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .iQGjqs [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .iQGjqs:hover:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-hover,var(--color-btn-hover-bg,#f3f4f6));border-color:var(--button-default-borderColor-hover,var(--button-default-borderColor-hover,var(--color-btn-hover-border,rgba(31,35,40,0.15))));}/*!sc*/ .iQGjqs:active:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .iQGjqs[aria-expanded=true]{background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .iQGjqs [data-component="leadingVisual"],.iQGjqs [data-component="trailingVisual"],.iQGjqs [data-component="trailingAction"]{color:var(--button-color,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .iQGjqs[data-component="IconButton"][data-no-visuals]:not(:disabled){color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .iQGjqs[data-size="medium"]{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ .iQGjqs[data-size="medium"] svg{color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .iQGjqs[data-size="medium"] > span{width:inherit;}/*!sc*/ .iLfocZ{border-radius:6px;border:1px solid;border-color:var(--button-default-borderColor-rest,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-default-fgColor-rest,var(--color-btn-text,#24292f));background-color:var(--button-default-bgColor-rest,var(--color-btn-bg,#f6f8fa));box-shadow:var(--button-default-shadow-resting,var(--color-btn-shadow,0 1px 0 rgba(31,35,40,0.04))),var(--button-default-shadow-inset,var(--color-btn-inset-shadow,inset 0 1px 0 rgba(255,255,255,0.25)));}/*!sc*/ .iLfocZ:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .iLfocZ:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .iLfocZ:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .iLfocZ[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .iLfocZ[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .iLfocZ:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .iLfocZ:active{-webkit-transition:none;transition:none;}/*!sc*/ .iLfocZ[data-inactive]{cursor:auto;}/*!sc*/ .iLfocZ:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));border-color:var(--button-default-borderColor-disabled,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));background-color:var(--button-default-bgColor-disabled,var(--control-bgColor-disabled,var(--color-input-disabled-bg,rgba(175,184,193,0.2))));}/*!sc*/ .iLfocZ:disabled [data-component=ButtonCounter]{color:inherit;}/*!sc*/ @media (forced-colors:active){.iLfocZ:focus{outline:solid 1px transparent;}}/*!sc*/ .iLfocZ [data-component=ButtonCounter]{font-size:12px;background-color:var(--buttonCounter-default-bgColor-rest,var(--color-btn-counter-bg,rgba(31,35,40,0.08)));}/*!sc*/ .iLfocZ[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .iLfocZ[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .iLfocZ[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .iLfocZ[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .iLfocZ[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .iLfocZ[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .iLfocZ[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .iLfocZ[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .iLfocZ[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .iLfocZ[data-block="block"]{width:100%;}/*!sc*/ .iLfocZ[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .iLfocZ[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .iLfocZ[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .iLfocZ[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .iLfocZ[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .iLfocZ[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .iLfocZ[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .iLfocZ[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .iLfocZ[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .iLfocZ [data-component="leadingVisual"]{grid-area:leadingVisual;}/*!sc*/ .iLfocZ [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .iLfocZ [data-component="trailingVisual"]{grid-area:trailingVisual;}/*!sc*/ .iLfocZ [data-component="trailingAction"]{margin-right:-4px;}/*!sc*/ .iLfocZ [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .iLfocZ [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .iLfocZ [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .iLfocZ [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .iLfocZ:hover:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-hover,var(--color-btn-hover-bg,#f3f4f6));border-color:var(--button-default-borderColor-hover,var(--button-default-borderColor-hover,var(--color-btn-hover-border,rgba(31,35,40,0.15))));}/*!sc*/ .iLfocZ:active:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .iLfocZ[aria-expanded=true]{background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .iLfocZ [data-component="leadingVisual"],.iLfocZ [data-component="trailingVisual"],.iLfocZ [data-component="trailingAction"]{color:var(--button-color,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .iLfocZ[data-component="IconButton"][data-no-visuals]:not(:disabled){color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .iLfocZ[data-size="medium"][data-no-visuals]{border-top-left-radius:0;border-bottom-left-radius:0;display:none;}/*!sc*/ .JVsBq{border-radius:6px;border:1px solid;border-color:var(--button-default-borderColor-rest,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-default-fgColor-rest,var(--color-btn-text,#24292f));background-color:var(--button-default-bgColor-rest,var(--color-btn-bg,#f6f8fa));box-shadow:var(--button-default-shadow-resting,var(--color-btn-shadow,0 1px 0 rgba(31,35,40,0.04))),var(--button-default-shadow-inset,var(--color-btn-inset-shadow,inset 0 1px 0 rgba(255,255,255,0.25)));}/*!sc*/ .JVsBq:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .JVsBq:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .JVsBq:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .JVsBq[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .JVsBq[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .JVsBq:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .JVsBq:active{-webkit-transition:none;transition:none;}/*!sc*/ .JVsBq[data-inactive]{cursor:auto;}/*!sc*/ .JVsBq:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));border-color:var(--button-default-borderColor-disabled,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));background-color:var(--button-default-bgColor-disabled,var(--control-bgColor-disabled,var(--color-input-disabled-bg,rgba(175,184,193,0.2))));}/*!sc*/ .JVsBq:disabled [data-component=ButtonCounter]{color:inherit;}/*!sc*/ @media (forced-colors:active){.JVsBq:focus{outline:solid 1px transparent;}}/*!sc*/ .JVsBq [data-component=ButtonCounter]{font-size:12px;background-color:var(--buttonCounter-default-bgColor-rest,var(--color-btn-counter-bg,rgba(31,35,40,0.08)));}/*!sc*/ .JVsBq[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .JVsBq[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .JVsBq[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .JVsBq[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .JVsBq[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .JVsBq[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .JVsBq[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .JVsBq[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .JVsBq[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .JVsBq[data-block="block"]{width:100%;}/*!sc*/ .JVsBq[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .JVsBq[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .JVsBq[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .JVsBq[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .JVsBq[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .JVsBq[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .JVsBq[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .JVsBq[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .JVsBq[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .JVsBq [data-component="leadingVisual"]{grid-area:leadingVisual;}/*!sc*/ .JVsBq [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .JVsBq [data-component="trailingVisual"]{grid-area:trailingVisual;}/*!sc*/ .JVsBq [data-component="trailingAction"]{margin-right:-4px;}/*!sc*/ .JVsBq [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .JVsBq [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .JVsBq [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .JVsBq [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .JVsBq:hover:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-hover,var(--color-btn-hover-bg,#f3f4f6));border-color:var(--button-default-borderColor-hover,var(--button-default-borderColor-hover,var(--color-btn-hover-border,rgba(31,35,40,0.15))));}/*!sc*/ .JVsBq:active:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .JVsBq[aria-expanded=true]{background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .JVsBq [data-component="leadingVisual"],.JVsBq [data-component="trailingVisual"],.JVsBq [data-component="trailingAction"]{color:var(--button-color,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .JVsBq[data-component="IconButton"][data-no-visuals]:not(:disabled){color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .JVsBq[data-size="medium"][data-no-visuals]{color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .fwExmK{border-radius:6px;border:1px solid;border-color:transparent;font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));background-color:transparent;box-shadow:none;}/*!sc*/ .fwExmK:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .fwExmK:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .fwExmK:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .fwExmK[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .fwExmK[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .fwExmK:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .fwExmK:active{-webkit-transition:none;transition:none;}/*!sc*/ .fwExmK[data-inactive]{cursor:auto;}/*!sc*/ .fwExmK:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));background-color:var(--button-invisible-bgColor-disabled,transparent);}/*!sc*/ .fwExmK:disabled [data-component=ButtonCounter],.fwExmK:disabled [data-component="leadingVisual"],.fwExmK:disabled [data-component="trailingAction"]{color:inherit;}/*!sc*/ @media (forced-colors:active){.fwExmK:focus{outline:solid 1px transparent;}}/*!sc*/ .fwExmK [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .fwExmK[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .fwExmK[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;color:var(--fgColor-default,var(--color-fg-default,#1F2328));margin-left:8px;}/*!sc*/ .fwExmK[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .fwExmK[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .fwExmK[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .fwExmK[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .fwExmK[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .fwExmK[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .fwExmK[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .fwExmK[data-block="block"]{width:100%;}/*!sc*/ .fwExmK[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .fwExmK[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .fwExmK[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .fwExmK[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .fwExmK[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .fwExmK[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .fwExmK[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .fwExmK[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .fwExmK[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .fwExmK [data-component="leadingVisual"]{grid-area:leadingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .fwExmK [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .fwExmK [data-component="trailingVisual"]{grid-area:trailingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .fwExmK [data-component="trailingAction"]{margin-right:-4px;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .fwExmK [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .fwExmK [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .fwExmK [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .fwExmK [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .fwExmK:hover:not([disabled]){background-color:var(--control-transparent-bgColor-hover,var(--color-action-list-item-default-hover-bg,rgba(208,215,222,0.32)));}/*!sc*/ .fwExmK:active:not([disabled]){background-color:var(--control-transparent-bgColor-active,var(--color-action-list-item-default-active-bg,rgba(208,215,222,0.48)));}/*!sc*/ .fwExmK[aria-expanded=true]{background-color:var(--control-transparent-bgColor-selected,var(--color-action-list-item-default-selected-bg,rgba(208,215,222,0.24)));}/*!sc*/ .fwExmK[data-component="IconButton"][data-no-visuals]{color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .fwExmK[data-no-visuals]{color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .fwExmK:has([data-component="ButtonCounter"]){color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .fwExmK:disabled[data-no-visuals]{color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));}/*!sc*/ .fwExmK:disabled[data-no-visuals] [data-component=ButtonCounter]{color:inherit;}/*!sc*/ .ifVXZX{border-radius:6px;border:1px solid;border-color:var(--button-default-borderColor-rest,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-default-fgColor-rest,var(--color-btn-text,#24292f));background-color:var(--button-default-bgColor-rest,var(--color-btn-bg,#f6f8fa));box-shadow:var(--button-default-shadow-resting,var(--color-btn-shadow,0 1px 0 rgba(31,35,40,0.04))),var(--button-default-shadow-inset,var(--color-btn-inset-shadow,inset 0 1px 0 rgba(255,255,255,0.25)));padding-left:8px;padding-right:8px;}/*!sc*/ .ifVXZX:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .ifVXZX:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .ifVXZX:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .ifVXZX[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .ifVXZX[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .ifVXZX:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .ifVXZX:active{-webkit-transition:none;transition:none;}/*!sc*/ .ifVXZX[data-inactive]{cursor:auto;}/*!sc*/ .ifVXZX:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));border-color:var(--button-default-borderColor-disabled,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));background-color:var(--button-default-bgColor-disabled,var(--control-bgColor-disabled,var(--color-input-disabled-bg,rgba(175,184,193,0.2))));}/*!sc*/ .ifVXZX:disabled [data-component=ButtonCounter]{color:inherit;}/*!sc*/ @media (forced-colors:active){.ifVXZX:focus{outline:solid 1px transparent;}}/*!sc*/ .ifVXZX [data-component=ButtonCounter]{font-size:12px;background-color:var(--buttonCounter-default-bgColor-rest,var(--color-btn-counter-bg,rgba(31,35,40,0.08)));}/*!sc*/ .ifVXZX[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .ifVXZX[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .ifVXZX[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .ifVXZX[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .ifVXZX[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .ifVXZX[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .ifVXZX[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .ifVXZX[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .ifVXZX[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .ifVXZX[data-block="block"]{width:100%;}/*!sc*/ .ifVXZX[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .ifVXZX[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .ifVXZX[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .ifVXZX[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .ifVXZX[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .ifVXZX[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .ifVXZX[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .ifVXZX[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .ifVXZX[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .ifVXZX [data-component="leadingVisual"]{grid-area:leadingVisual;}/*!sc*/ .ifVXZX [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .ifVXZX [data-component="trailingVisual"]{grid-area:trailingVisual;}/*!sc*/ .ifVXZX [data-component="trailingAction"]{margin-right:-4px;}/*!sc*/ .ifVXZX [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .ifVXZX [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .ifVXZX [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .ifVXZX [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .ifVXZX:hover:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-hover,var(--color-btn-hover-bg,#f3f4f6));border-color:var(--button-default-borderColor-hover,var(--button-default-borderColor-hover,var(--color-btn-hover-border,rgba(31,35,40,0.15))));}/*!sc*/ .ifVXZX:active:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .ifVXZX[aria-expanded=true]{background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .ifVXZX [data-component="leadingVisual"],.ifVXZX [data-component="trailingVisual"],.ifVXZX [data-component="trailingAction"]{color:var(--button-color,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .ifVXZX[data-component="IconButton"][data-no-visuals]:not(:disabled){color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .ifVXZX linkButtonSx:hover:not([disabled]){-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .ifVXZX linkButtonSx:focus:not([disabled]){-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .ifVXZX linkButtonSx:active:not([disabled]){-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .gGdPyq{border-radius:6px;border:1px solid;border-color:var(--button-default-borderColor-rest,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-default-fgColor-rest,var(--color-btn-text,#24292f));background-color:var(--button-default-bgColor-rest,var(--color-btn-bg,#f6f8fa));box-shadow:var(--button-default-shadow-resting,var(--color-btn-shadow,0 1px 0 rgba(31,35,40,0.04))),var(--button-default-shadow-inset,var(--color-btn-inset-shadow,inset 0 1px 0 rgba(255,255,255,0.25)));}/*!sc*/ .gGdPyq:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .gGdPyq:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .gGdPyq:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .gGdPyq[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .gGdPyq[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .gGdPyq:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .gGdPyq:active{-webkit-transition:none;transition:none;}/*!sc*/ .gGdPyq[data-inactive]{cursor:auto;}/*!sc*/ .gGdPyq:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));border-color:var(--button-default-borderColor-disabled,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));background-color:var(--button-default-bgColor-disabled,var(--control-bgColor-disabled,var(--color-input-disabled-bg,rgba(175,184,193,0.2))));}/*!sc*/ .gGdPyq:disabled [data-component=ButtonCounter]{color:inherit;}/*!sc*/ @media (forced-colors:active){.gGdPyq:focus{outline:solid 1px transparent;}}/*!sc*/ .gGdPyq [data-component=ButtonCounter]{font-size:12px;background-color:var(--buttonCounter-default-bgColor-rest,var(--color-btn-counter-bg,rgba(31,35,40,0.08)));}/*!sc*/ .gGdPyq[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .gGdPyq[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .gGdPyq[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .gGdPyq[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .gGdPyq[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .gGdPyq[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .gGdPyq[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .gGdPyq[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .gGdPyq[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .gGdPyq[data-block="block"]{width:100%;}/*!sc*/ .gGdPyq[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .gGdPyq[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .gGdPyq[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .gGdPyq[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .gGdPyq[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .gGdPyq[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .gGdPyq[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .gGdPyq[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .gGdPyq[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .gGdPyq [data-component="leadingVisual"]{grid-area:leadingVisual;}/*!sc*/ .gGdPyq [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .gGdPyq [data-component="trailingVisual"]{grid-area:trailingVisual;}/*!sc*/ .gGdPyq [data-component="trailingAction"]{margin-right:-4px;}/*!sc*/ .gGdPyq [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .gGdPyq [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .gGdPyq [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .gGdPyq [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .gGdPyq:hover:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-hover,var(--color-btn-hover-bg,#f3f4f6));border-color:var(--button-default-borderColor-hover,var(--button-default-borderColor-hover,var(--color-btn-hover-border,rgba(31,35,40,0.15))));}/*!sc*/ .gGdPyq:active:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .gGdPyq[aria-expanded=true]{background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .gGdPyq [data-component="leadingVisual"],.gGdPyq [data-component="trailingVisual"],.gGdPyq [data-component="trailingAction"]{color:var(--button-color,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .gGdPyq[data-component="IconButton"][data-no-visuals]:not(:disabled){color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .dOuZvu{border-radius:6px;border:1px solid;border-color:var(--button-default-borderColor-rest,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-default-fgColor-rest,var(--color-btn-text,#24292f));background-color:var(--button-default-bgColor-rest,var(--color-btn-bg,#f6f8fa));box-shadow:var(--button-default-shadow-resting,var(--color-btn-shadow,0 1px 0 rgba(31,35,40,0.04))),var(--button-default-shadow-inset,var(--color-btn-inset-shadow,inset 0 1px 0 rgba(255,255,255,0.25)));}/*!sc*/ .dOuZvu:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .dOuZvu:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .dOuZvu:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .dOuZvu[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .dOuZvu[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .dOuZvu:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .dOuZvu:active{-webkit-transition:none;transition:none;}/*!sc*/ .dOuZvu[data-inactive]{cursor:auto;}/*!sc*/ .dOuZvu:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));border-color:var(--button-default-borderColor-disabled,var(--button-default-borderColor-rest,var(--color-btn-border,rgba(31,35,40,0.15))));background-color:var(--button-default-bgColor-disabled,var(--control-bgColor-disabled,var(--color-input-disabled-bg,rgba(175,184,193,0.2))));}/*!sc*/ .dOuZvu:disabled [data-component=ButtonCounter]{color:inherit;}/*!sc*/ @media (forced-colors:active){.dOuZvu:focus{outline:solid 1px transparent;}}/*!sc*/ .dOuZvu [data-component=ButtonCounter]{font-size:12px;background-color:var(--buttonCounter-default-bgColor-rest,var(--color-btn-counter-bg,rgba(31,35,40,0.08)));}/*!sc*/ .dOuZvu[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .dOuZvu[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .dOuZvu[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .dOuZvu[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .dOuZvu[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .dOuZvu[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .dOuZvu[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .dOuZvu[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .dOuZvu[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .dOuZvu[data-block="block"]{width:100%;}/*!sc*/ .dOuZvu[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .dOuZvu[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .dOuZvu[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .dOuZvu[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .dOuZvu[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .dOuZvu[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .dOuZvu[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .dOuZvu[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .dOuZvu[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .dOuZvu [data-component="leadingVisual"]{grid-area:leadingVisual;}/*!sc*/ .dOuZvu [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .dOuZvu [data-component="trailingVisual"]{grid-area:trailingVisual;}/*!sc*/ .dOuZvu [data-component="trailingAction"]{margin-right:-4px;}/*!sc*/ .dOuZvu [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .dOuZvu [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .dOuZvu [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .dOuZvu [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .dOuZvu:hover:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-hover,var(--color-btn-hover-bg,#f3f4f6));border-color:var(--button-default-borderColor-hover,var(--button-default-borderColor-hover,var(--color-btn-hover-border,rgba(31,35,40,0.15))));}/*!sc*/ .dOuZvu:active:not([disabled]):not([data-inactive]){background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .dOuZvu[aria-expanded=true]{background-color:var(--button-default-bgColor-active,var(--color-btn-active-bg,hsla(220,14%,93%,1)));border-color:var(--button-default-borderColor-active,var(--button-default-borderColor-active,var(--color-btn-active-border,rgba(31,35,40,0.15))));}/*!sc*/ .dOuZvu [data-component="leadingVisual"],.dOuZvu [data-component="trailingVisual"],.dOuZvu [data-component="trailingAction"]{color:var(--button-color,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .dOuZvu[data-component="IconButton"][data-no-visuals]:not(:disabled){color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .dOuZvu[data-size="small"][data-no-visuals]{border-top-left-radius:0;border-bottom-left-radius:0;}/*!sc*/ .iZkvjn{border-radius:6px;border:1px solid;border-color:transparent;font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));background-color:transparent;box-shadow:none;}/*!sc*/ .iZkvjn:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .iZkvjn:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .iZkvjn:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .iZkvjn[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .iZkvjn[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .iZkvjn:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .iZkvjn:active{-webkit-transition:none;transition:none;}/*!sc*/ .iZkvjn[data-inactive]{cursor:auto;}/*!sc*/ .iZkvjn:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));background-color:var(--button-invisible-bgColor-disabled,transparent);}/*!sc*/ .iZkvjn:disabled [data-component=ButtonCounter],.iZkvjn:disabled [data-component="leadingVisual"],.iZkvjn:disabled [data-component="trailingAction"]{color:inherit;}/*!sc*/ @media (forced-colors:active){.iZkvjn:focus{outline:solid 1px transparent;}}/*!sc*/ .iZkvjn [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .iZkvjn[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .iZkvjn[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .iZkvjn[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .iZkvjn[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .iZkvjn[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .iZkvjn[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .iZkvjn[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .iZkvjn[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .iZkvjn[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .iZkvjn[data-block="block"]{width:100%;}/*!sc*/ .iZkvjn[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .iZkvjn[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .iZkvjn[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .iZkvjn[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .iZkvjn[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .iZkvjn[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .iZkvjn[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .iZkvjn[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .iZkvjn[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .iZkvjn [data-component="leadingVisual"]{grid-area:leadingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .iZkvjn [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .iZkvjn [data-component="trailingVisual"]{grid-area:trailingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .iZkvjn [data-component="trailingAction"]{margin-right:-4px;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .iZkvjn [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .iZkvjn [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .iZkvjn [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .iZkvjn [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .iZkvjn:hover:not([disabled]){background-color:var(--control-transparent-bgColor-hover,var(--color-action-list-item-default-hover-bg,rgba(208,215,222,0.32)));}/*!sc*/ .iZkvjn:active:not([disabled]){background-color:var(--control-transparent-bgColor-active,var(--color-action-list-item-default-active-bg,rgba(208,215,222,0.48)));}/*!sc*/ .iZkvjn[aria-expanded=true]{background-color:var(--control-transparent-bgColor-selected,var(--color-action-list-item-default-selected-bg,rgba(208,215,222,0.24)));}/*!sc*/ .iZkvjn[data-component="IconButton"][data-no-visuals]{color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .iZkvjn[data-no-visuals]{color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .iZkvjn:has([data-component="ButtonCounter"]){color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .iZkvjn:disabled[data-no-visuals]{color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));}/*!sc*/ .iZkvjn:disabled[data-no-visuals] [data-component=ButtonCounter]{color:inherit;}/*!sc*/ .iZkvjn[data-size="small"][data-no-visuals]{color:var(--fgColor-muted,var(--color-fg-muted,#656d76));position:relative;}/*!sc*/ .ggSvLP{border-radius:6px;border:1px solid;border-color:transparent;font-family:inherit;font-weight:500;font-size:14px;cursor:pointer;-webkit-appearance:none;-moz-appearance:none;appearance:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-webkit-text-decoration:none;text-decoration:none;text-align:center;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;height:32px;padding:0 12px;gap:8px;min-width:-webkit-max-content;min-width:-moz-max-content;min-width:max-content;-webkit-transition:80ms cubic-bezier(0.65,0,0.35,1);transition:80ms cubic-bezier(0.65,0,0.35,1);-webkit-transition-property:color,fill,background-color,border-color;transition-property:color,fill,background-color,border-color;color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));background-color:transparent;box-shadow:none;}/*!sc*/ .ggSvLP:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .ggSvLP:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .ggSvLP:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-2px;}/*!sc*/ .ggSvLP[href]{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .ggSvLP[href]:hover{-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ .ggSvLP:hover{-webkit-transition-duration:80ms;transition-duration:80ms;}/*!sc*/ .ggSvLP:active{-webkit-transition:none;transition:none;}/*!sc*/ .ggSvLP[data-inactive]{cursor:auto;}/*!sc*/ .ggSvLP:disabled{cursor:not-allowed;box-shadow:none;color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));background-color:var(--button-invisible-bgColor-disabled,transparent);}/*!sc*/ .ggSvLP:disabled [data-component=ButtonCounter],.ggSvLP:disabled [data-component="leadingVisual"],.ggSvLP:disabled [data-component="trailingAction"]{color:inherit;}/*!sc*/ @media (forced-colors:active){.ggSvLP:focus{outline:solid 1px transparent;}}/*!sc*/ .ggSvLP [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .ggSvLP[data-component=IconButton]{display:inline-grid;padding:unset;place-content:center;width:32px;min-width:unset;}/*!sc*/ .ggSvLP[data-size="small"]{padding:0 8px;height:28px;gap:4px;font-size:12px;}/*!sc*/ .ggSvLP[data-size="small"] [data-component="text"]{line-height:1.6666667;}/*!sc*/ .ggSvLP[data-size="small"] [data-component=ButtonCounter]{font-size:12px;}/*!sc*/ .ggSvLP[data-size="small"] [data-component="buttonContent"] > :not(:last-child){margin-right:4px;}/*!sc*/ .ggSvLP[data-size="small"][data-component=IconButton]{width:28px;padding:unset;}/*!sc*/ .ggSvLP[data-size="large"]{padding:0 16px;height:40px;gap:8px;}/*!sc*/ .ggSvLP[data-size="large"] [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .ggSvLP[data-size="large"][data-component=IconButton]{width:40px;padding:unset;}/*!sc*/ .ggSvLP[data-block="block"]{width:100%;}/*!sc*/ .ggSvLP[data-label-wrap="true"]{min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;height:unset;min-height:var(--control-medium-size,2rem);}/*!sc*/ .ggSvLP[data-label-wrap="true"] [data-component="buttonContent"]{-webkit-flex:1 1 auto;-ms-flex:1 1 auto;flex:1 1 auto;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;padding-block:calc(var(--control-medium-paddingBlock,0.375rem) - 2px);}/*!sc*/ .ggSvLP[data-label-wrap="true"] [data-component="text"]{white-space:unset;word-break:break-word;}/*!sc*/ .ggSvLP[data-label-wrap="true"][data-size="small"]{height:unset;min-height:var(--control-small-size,1.75rem);}/*!sc*/ .ggSvLP[data-label-wrap="true"][data-size="small"] [data-component="buttonContent"]{padding-block:calc(var(--control-small-paddingBlock,0.25rem) - 2px);}/*!sc*/ .ggSvLP[data-label-wrap="true"][data-size="large"]{height:unset;min-height:var(--control-large-size,2.5rem);padding-inline:var(--control-large-paddingInline-spacious,1rem);}/*!sc*/ .ggSvLP[data-label-wrap="true"][data-size="large"] [data-component="buttonContent"]{padding-block:calc(var(--control-large-paddingBlock,0.625rem) - 2px);}/*!sc*/ .ggSvLP[data-inactive]:not([disabled]){background-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));border-color:var(--button-inactive-bgColor,var(--button-inactive-bgColor-rest,var(--color-btn-inactive-bg,#eaeef2)));color:var(--button-inactive-fgColor,var(--button-inactive-fgColor-rest,var(--color-btn-inactive-text,#57606a)));}/*!sc*/ .ggSvLP[data-inactive]:not([disabled]):focus-visible{box-shadow:none;}/*!sc*/ .ggSvLP [data-component="leadingVisual"]{grid-area:leadingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .ggSvLP [data-component="text"]{grid-area:text;line-height:1.4285714;white-space:nowrap;}/*!sc*/ .ggSvLP [data-component="trailingVisual"]{grid-area:trailingVisual;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .ggSvLP [data-component="trailingAction"]{margin-right:-4px;color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .ggSvLP [data-component="buttonContent"]{-webkit-flex:1 0 auto;-ms-flex:1 0 auto;flex:1 0 auto;display:grid;grid-template-areas:"leadingVisual text trailingVisual";grid-template-columns:min-content minmax(0,auto) min-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-content:center;-ms-flex-line-pack:center;align-content:center;}/*!sc*/ .ggSvLP [data-component="buttonContent"] > :not(:last-child){margin-right:8px;}/*!sc*/ .ggSvLP [data-component="loadingSpinner"]{grid-area:text;margin-right:0px !important;place-self:center;color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .ggSvLP [data-component="loadingSpinner"] + [data-component="text"]{visibility:hidden;}/*!sc*/ .ggSvLP:hover:not([disabled]){background-color:var(--control-transparent-bgColor-hover,var(--color-action-list-item-default-hover-bg,rgba(208,215,222,0.32)));}/*!sc*/ .ggSvLP:active:not([disabled]){background-color:var(--control-transparent-bgColor-active,var(--color-action-list-item-default-active-bg,rgba(208,215,222,0.48)));}/*!sc*/ .ggSvLP[aria-expanded=true]{background-color:var(--control-transparent-bgColor-selected,var(--color-action-list-item-default-selected-bg,rgba(208,215,222,0.24)));}/*!sc*/ .ggSvLP[data-component="IconButton"][data-no-visuals]{color:var(--button-invisible-iconColor-rest,var(--fgColor-muted,var(--color-fg-muted,#656d76)));}/*!sc*/ .ggSvLP[data-no-visuals]{color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .ggSvLP:has([data-component="ButtonCounter"]){color:var(--button-invisible-fgColor-rest,var(--button-default-fgColor-rest,var(--color-btn-text,#24292f)));}/*!sc*/ .ggSvLP:disabled[data-no-visuals]{color:var(--fgColor-disabled,var(--color-primer-fg-disabled,#8c959f));}/*!sc*/ .ggSvLP:disabled[data-no-visuals] [data-component=ButtonCounter]{color:inherit;}/*!sc*/ .ggSvLP[data-size="small"][data-no-visuals]{color:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ data-styled.g11[id="types__StyledButton-sc-ws60qy-0"]{content:"kBQCgV,dPmZyJ,iQGjqs,iLfocZ,JVsBq,fwExmK,ifVXZX,gGdPyq,dOuZvu,iZkvjn,ggSvLP,"}/*!sc*/ .hWlpPn{position:relative;display:inline-block;}/*!sc*/ .hWlpPn::after{position:absolute;z-index:1000000;display:none;padding:0.5em 0.75em;font:normal normal 11px/1.5 -apple-system,BlinkMacSystemFont,"Segoe UI","Noto Sans",Helvetica,Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji";-webkit-font-smoothing:subpixel-antialiased;color:var(--tooltip-fgColor,var(--fgColor-onEmphasis,var(--color-fg-on-emphasis,#ffffff)));text-align:center;-webkit-text-decoration:none;text-decoration:none;text-shadow:none;text-transform:none;-webkit-letter-spacing:normal;-moz-letter-spacing:normal;-ms-letter-spacing:normal;letter-spacing:normal;word-wrap:break-word;white-space:pre;pointer-events:none;content:attr(aria-label);background:var(--tooltip-bgColor,var(--bgColor-emphasis,var(--color-neutral-emphasis-plus,#24292f)));border-radius:6px;opacity:0;}/*!sc*/ @-webkit-keyframes tooltip-appear{from{opacity:0;}to{opacity:1;}}/*!sc*/ @keyframes tooltip-appear{from{opacity:0;}to{opacity:1;}}/*!sc*/ .hWlpPn:hover::after,.hWlpPn:active::after,.hWlpPn:focus::after,.hWlpPn:focus-within::after{display:inline-block;-webkit-text-decoration:none;text-decoration:none;-webkit-animation-name:tooltip-appear;animation-name:tooltip-appear;-webkit-animation-duration:0.1s;animation-duration:0.1s;-webkit-animation-fill-mode:forwards;animation-fill-mode:forwards;-webkit-animation-timing-function:ease-in;animation-timing-function:ease-in;-webkit-animation-delay:0s;animation-delay:0s;}/*!sc*/ .hWlpPn.tooltipped-no-delay:hover::after,.hWlpPn.tooltipped-no-delay:active::after,.hWlpPn.tooltipped-no-delay:focus::after,.hWlpPn.tooltipped-no-delay:focus-within::after{-webkit-animation-delay:0s;animation-delay:0s;}/*!sc*/ .hWlpPn.tooltipped-multiline:hover::after,.hWlpPn.tooltipped-multiline:active::after,.hWlpPn.tooltipped-multiline:focus::after,.hWlpPn.tooltipped-multiline:focus-within::after{display:table-cell;}/*!sc*/ .hWlpPn.tooltipped-s::after,.hWlpPn.tooltipped-se::after,.hWlpPn.tooltipped-sw::after{top:100%;right:50%;margin-top:6px;}/*!sc*/ .hWlpPn.tooltipped-se::after{right:auto;left:50%;margin-left:-16px;}/*!sc*/ .hWlpPn.tooltipped-sw::after{margin-right:-16px;}/*!sc*/ .hWlpPn.tooltipped-n::after,.hWlpPn.tooltipped-ne::after,.hWlpPn.tooltipped-nw::after{right:50%;bottom:100%;margin-bottom:6px;}/*!sc*/ .hWlpPn.tooltipped-ne::after{right:auto;left:50%;margin-left:-16px;}/*!sc*/ .hWlpPn.tooltipped-nw::after{margin-right:-16px;}/*!sc*/ .hWlpPn.tooltipped-s::after,.hWlpPn.tooltipped-n::after{-webkit-transform:translateX(50%);-ms-transform:translateX(50%);transform:translateX(50%);}/*!sc*/ .hWlpPn.tooltipped-w::after{right:100%;bottom:50%;margin-right:6px;-webkit-transform:translateY(50%);-ms-transform:translateY(50%);transform:translateY(50%);}/*!sc*/ .hWlpPn.tooltipped-e::after{bottom:50%;left:100%;margin-left:6px;-webkit-transform:translateY(50%);-ms-transform:translateY(50%);transform:translateY(50%);}/*!sc*/ .hWlpPn.tooltipped-multiline::after{width:-webkit-max-content;width:-moz-max-content;width:max-content;max-width:250px;word-wrap:break-word;white-space:pre-line;border-collapse:separate;}/*!sc*/ .hWlpPn.tooltipped-multiline.tooltipped-s::after,.hWlpPn.tooltipped-multiline.tooltipped-n::after{right:auto;left:50%;-webkit-transform:translateX(-50%);-ms-transform:translateX(-50%);transform:translateX(-50%);}/*!sc*/ .hWlpPn.tooltipped-multiline.tooltipped-w::after,.hWlpPn.tooltipped-multiline.tooltipped-e::after{right:100%;}/*!sc*/ .hWlpPn.tooltipped-align-right-2::after{right:0;margin-right:0;}/*!sc*/ .hWlpPn.tooltipped-align-left-2::after{left:0;margin-left:0;}/*!sc*/ data-styled.g14[id="Tooltip__TooltipBase-sc-17tf59c-0"]{content:"hWlpPn,"}/*!sc*/ .kbCLEG{border:0;font-size:inherit;font-family:inherit;background-color:transparent;-webkit-appearance:none;color:inherit;width:100%;}/*!sc*/ .kbCLEG:focus{outline:0;}/*!sc*/ data-styled.g15[id="UnstyledTextInput-sc-14ypya-0"]{content:"kbCLEG,"}/*!sc*/ .eAtkQz{display:inline-block;overflow:hidden;text-overflow:ellipsis;vertical-align:top;white-space:nowrap;max-width:125px;max-width:100%;}/*!sc*/ data-styled.g17[id="Truncate__StyledTruncate-sc-23o1d2-0"]{content:"eAtkQz,"}/*!sc*/ body[data-page-layout-dragging="true"]{cursor:col-resize;}/*!sc*/ body[data-page-layout-dragging="true"] *{-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;}/*!sc*/ data-styled.g99[id="sc-global-gbKrvU1"]{content:"sc-global-gbKrvU1,"}/*!sc*/ .lirRhW{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;vertical-align:middle;isolation:isolate;}/*!sc*/ .lirRhW.lirRhW > *:not([data-loading-wrapper]){margin-inline-end:-1px;position:relative;border-radius:0;}/*!sc*/ .lirRhW.lirRhW > *:not([data-loading-wrapper]):first-child{border-top-left-radius:6px;border-bottom-left-radius:6px;}/*!sc*/ .lirRhW.lirRhW > *:not([data-loading-wrapper]):last-child{border-top-right-radius:6px;border-bottom-right-radius:6px;}/*!sc*/ .lirRhW.lirRhW > *:not([data-loading-wrapper]):focus,.lirRhW.lirRhW > *:not([data-loading-wrapper]):active,.lirRhW.lirRhW > *:not([data-loading-wrapper]):hover{z-index:1;}/*!sc*/ .lirRhW [data-loading-wrapper]:first-child button,.lirRhW [data-loading-wrapper]:first-child a{border-top-left-radius:6px;border-bottom-left-radius:6px;}/*!sc*/ .lirRhW [data-loading-wrapper]:last-child button,.lirRhW [data-loading-wrapper]:last-child a{border-top-right-radius:6px;border-bottom-right-radius:6px;}/*!sc*/ .lirRhW [data-loading-wrapper] > *{margin-inline-end:-1px;position:relative;border-radius:0;}/*!sc*/ .lirRhW [data-loading-wrapper] > *:focus,.lirRhW [data-loading-wrapper] > *:active,.lirRhW [data-loading-wrapper] > *:hover{z-index:1;}/*!sc*/ data-styled.g104[id="ButtonGroup__StyledButtonGroup-sc-1gxhls1-0"]{content:"lirRhW,"}/*!sc*/ .dbGjOi{--segmented-control-button-inner-padding:12px;--segmented-control-button-bg-inset:4px;--segmented-control-outer-radius:6px;background-color:transparent;border-color:transparent;border-radius:var(--segmented-control-outer-radius);border-width:0;color:currentColor;cursor:pointer;font-family:inherit;font-size:inherit;font-weight:600;padding:0;height:100%;width:100%;}/*!sc*/ .dbGjOi:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-1px;}/*!sc*/ .dbGjOi:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .dbGjOi:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-1px;}/*!sc*/ .dbGjOi .segmentedControl-content{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;background-color:var(--controlKnob-bgColor-rest,var(--color-segmented-control-button-bg,#ffffff));border-color:var(--controlKnob-borderColor-rest,var(--color-segmented-control-button-hover-active-selected-border,#8c959f));border-style:solid;border-width:1px;border-radius:var(--segmented-control-outer-radius);display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:100%;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;padding-left:var(--segmented-control-button-inner-padding);padding-right:var(--segmented-control-button-inner-padding);}/*!sc*/ .dbGjOi svg{fill:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .dbGjOi:focus:focus-visible:not(:last-child):after{width:0;}/*!sc*/ .dbGjOi .segmentedControl-text:after{content:"Code";display:block;font-weight:600;height:0;overflow:hidden;pointer-events:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;visibility:hidden;}/*!sc*/ @media (pointer:coarse){.dbGjOi:before{content:"";position:absolute;left:0;right:0;-webkit-transform:translateY(-50%);-ms-transform:translateY(-50%);transform:translateY(-50%);top:50%;min-height:44px;}}/*!sc*/ .bHmvop{--segmented-control-button-inner-padding:12px;--segmented-control-button-bg-inset:4px;--segmented-control-outer-radius:6px;background-color:transparent;border-color:transparent;border-radius:var(--segmented-control-outer-radius);border-width:0;color:currentColor;cursor:pointer;font-family:inherit;font-size:inherit;font-weight:400;padding:var(--segmented-control-button-bg-inset);height:100%;width:100%;}/*!sc*/ .bHmvop:focus:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-1px;}/*!sc*/ .bHmvop:focus:not(:disabled):not(:focus-visible){outline:solid 1px transparent;}/*!sc*/ .bHmvop:focus-visible:not(:disabled){box-shadow:none;outline:2px solid var(--fgColor-accent,var(--color-accent-fg,#0969da));outline-offset:-1px;}/*!sc*/ .bHmvop .segmentedControl-content{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;background-color:transparent;border-color:transparent;border-style:solid;border-width:1px;border-radius:calc(var(--segmented-control-outer-radius) - var(--segmented-control-button-bg-inset) / 2);display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:100%;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;padding-left:calc(var(--segmented-control-button-inner-padding) - var(--segmented-control-button-bg-inset));padding-right:calc(var(--segmented-control-button-inner-padding) - var(--segmented-control-button-bg-inset));}/*!sc*/ .bHmvop svg{fill:var(--fgColor-muted,var(--color-fg-muted,#656d76));}/*!sc*/ .bHmvop:hover .segmentedControl-content{background-color:var(--controlTrack-bgColor-hover,var(--color-segmented-control-button-hover-bg,rgba(175,184,193,0.2)));}/*!sc*/ .bHmvop:active .segmentedControl-content{background-color:var(--controlTrack-bgColor-active,var(--color-segmented-control-button-hover-active-bg,rgba(175,184,193,0.4)));}/*!sc*/ .bHmvop:focus:focus-visible:not(:last-child):after{width:0;}/*!sc*/ .bHmvop .segmentedControl-text:after{content:"Blame";display:block;font-weight:600;height:0;overflow:hidden;pointer-events:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;visibility:hidden;}/*!sc*/ @media (pointer:coarse){.bHmvop:before{content:"";position:absolute;left:0;right:0;-webkit-transform:translateY(-50%);-ms-transform:translateY(-50%);transform:translateY(-50%);top:50%;min-height:44px;}}/*!sc*/ data-styled.g106[id="SegmentedControlButton__SegmentedControlButtonStyled-sc-8lkgxl-0"]{content:"dbGjOi,bHmvop,"}/*!sc*/ .lawgDG{background-color:var(--controlTrack-bgColor-rest,var(--color-segmented-control-bg,#eaeef2));border-radius:6px;border:1px solid;border-color:var(--controlTrack-borderColor-rest,transparent);display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;font-size:14px;height:28px;margin:0;padding:0;}/*!sc*/ data-styled.g108[id="SegmentedControl__SegmentedControlList-sc-1rzig82-0"]{content:"lawgDG,"}/*!sc*/ </style><meta data-hydrostats="publish"/>   <button hidden="" data-testid="header-permalink-button" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button><div><div style="--sticky-pane-height:100vh" class="Box-sc-g0xbh4-0 hOfjFo"><div class="Box-sc-g0xbh4-0 oDGAe"><div class="Box-sc-g0xbh4-0 kowOcT"><div tabindex="0" class="Box-sc-g0xbh4-0 gISSDQ"><div class="Box-sc-g0xbh4-0 fLEPlD"><div class="Box-sc-g0xbh4-0 hPvFuC"></div><div style="--pane-width:320px" class="Box-sc-g0xbh4-0 fFSoPl"></div><div class="Box-sc-g0xbh4-0 bTBnTW"><div role="slider" aria-label="Draggable pane splitter" aria-valuemin="0" aria-valuemax="0" aria-valuenow="0" aria-valuetext="Pane width 0 pixels" tabindex="0" class="Box-sc-g0xbh4-0 bHLmSv"></div></div></div></div><div class="Box-sc-g0xbh4-0 iKqMNA"><div class="Box-sc-g0xbh4-0"></div><div class="Box-sc-g0xbh4-0 FxAyp"><div data-selector="repos-split-pane-content" tabindex="0" class="Box-sc-g0xbh4-0 leYMvG"><div class="Box-sc-g0xbh4-0 KMPzq"><div class="Box-sc-g0xbh4-0 hfKjHv container"><div class="px-3 pt-3 pb-0" id="StickyHeader"><div class="Box-sc-g0xbh4-0 gZWyZE"><div class="Box-sc-g0xbh4-0 dwYKDk"><div class="Box-sc-g0xbh4-0 ibcGmb react-code-view-header-wrap--narrow"><div class="Box-sc-g0xbh4-0 hKaEJF"><h2 class="Box-sc-g0xbh4-0 XosP prc-Heading-Heading-6CmGO"><button style="--button-color:fg.muted" type="button" aria-label="Expand file tree" data-testid="expand-file-tree-button-mobile" class="types__StyledButton-sc-ws60qy-0 kBQCgV" data-loading="false" data-size="medium" aria-describedby=":Rld9lab:-loading-announcement"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="leadingVisual" class="Box-sc-g0xbh4-0 hzSPyu"><svg aria-hidden="true" focusable="false" class="octicon octicon-arrow-left" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M7.78 12.53a.75.75 0 0 1-1.06 0L2.47 8.28a.75.75 0 0 1 0-1.06l4.25-4.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L4.81 7h7.44a.75.75 0 0 1 0 1.5H4.81l2.97 2.97a.75.75 0 0 1 0 1.06Z"></path></svg></span><span data-component="text">Files</span></span></button><span role="tooltip" aria-label="Expand file tree" id="expand-button-file-tree-button" class="Tooltip__TooltipBase-sc-17tf59c-0 hWlpPn tooltipped-se"><button data-component="IconButton" type="button" data-testid="expand-file-tree-button" aria-controls="repos-file-tree" class="types__StyledButton-sc-ws60qy-0 dPmZyJ position-relative ExpandFileTreeButton-module__expandButton--gL4is ExpandFileTreeButton-module__filesButtonBreakpoint--WfX9t fgColor-muted prc-Button-IconButton-szpyj" data-loading="false" data-no-visuals="true" data-size="medium" aria-describedby=":R35d9lab:-loading-announcement" aria-labelledby="expand-button-file-tree-button"><svg aria-hidden="true" focusable="false" class="octicon octicon-sidebar-collapse" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M6.823 7.823a.25.25 0 0 1 0 .354l-2.396 2.396A.25.25 0 0 1 4 10.396V5.604a.25.25 0 0 1 .427-.177Z"></path><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 .138.112.25.25.25H9.5v-13H1.75a.25.25 0 0 0-.25.25ZM11 14.5h3.25a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25H11Z"></path></svg></button></span><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button></h2></div><div class="react-code-view-header-mb--narrow mr-2"><button type="button" aria-haspopup="true" aria-expanded="false" tabindex="0" aria-label="master branch" data-testid="anchor-button" class="types__StyledButton-sc-ws60qy-0 iQGjqs ref-selector-class" data-loading="false" data-size="medium" aria-describedby="branch-picker-repos-header-ref-selector-wide-loading-announcement" id="branch-picker-repos-header-ref-selector-wide"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="text"><div class="Box-sc-g0xbh4-0 bZBlpz"><div class="Box-sc-g0xbh4-0 lhTYNA"><svg aria-hidden="true" focusable="false" class="octicon octicon-git-branch" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M9.5 3.25a2.25 2.25 0 1 1 3 2.122V6A2.5 2.5 0 0 1 10 8.5H6a1 1 0 0 0-1 1v1.128a2.251 2.251 0 1 1-1.5 0V5.372a2.25 2.25 0 1 1 1.5 0v1.836A2.493 2.493 0 0 1 6 7h4a1 1 0 0 0 1-1v-.628A2.25 2.25 0 0 1 9.5 3.25Zm-6 0a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Zm8.25-.75a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5ZM4.25 12a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Z"></path></svg></div><div class="Box-sc-g0xbh4-0 dbrgmi ref-selector-button-text-container"><span class="Text__StyledText-sc-17v1xeu-0 eMMFM"> master</span></div></div></span><span data-component="trailingVisual" class="Box-sc-g0xbh4-0 hzSPyu"><svg aria-hidden="true" focusable="false" class="octicon octicon-triangle-down" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="m4.427 7.427 3.396 3.396a.25.25 0 0 0 .354 0l3.396-3.396A.25.25 0 0 0 11.396 7H4.604a.25.25 0 0 0-.177.427Z"></path></svg></span></span></button><button hidden="" data-hotkey-scope="read-only-cursor-text-area"></button></div><div class="Box-sc-g0xbh4-0 dHJiml react-code-view-header-mb--narrow"><div class="Box-sc-g0xbh4-0 cEytCf"><nav data-testid="breadcrumbs" aria-labelledby="repos-header-breadcrumb-heading" id="repos-header-breadcrumb" class="Box-sc-g0xbh4-0 fzFXnm"><h2 class="sr-only prc-Heading-Heading-6CmGO" data-testid="screen-reader-heading" id="repos-header-breadcrumb-heading">Breadcrumbs</h2><ol class="Box-sc-g0xbh4-0 iMnkmv"><li class="Box-sc-g0xbh4-0 ghzDag"><a class="Box-sc-g0xbh4-0 kHuKdh prc-Link-Link-85e08" sx="[object Object]" data-testid="breadcrumbs-repo-link" href="/keras-team/keras-io/tree/master">keras-io</a></li><li class="Box-sc-g0xbh4-0 ghzDag"><span class="Text__StyledText-sc-17v1xeu-0 HlHVj" aria-hidden="true">/</span><a class="Box-sc-g0xbh4-0 kgiVEz prc-Link-Link-85e08" sx="[object Object]" href="/keras-team/keras-io/tree/master/examples">examples</a></li><li class="Box-sc-g0xbh4-0 ghzDag"><span class="Text__StyledText-sc-17v1xeu-0 HlHVj" aria-hidden="true">/</span><a class="Box-sc-g0xbh4-0 kgiVEz prc-Link-Link-85e08" sx="[object Object]" href="/keras-team/keras-io/tree/master/examples/keras_recipes">keras_recipes</a></li></ol></nav><div data-testid="breadcrumbs-filename" class="Box-sc-g0xbh4-0 ghzDag"><span class="Text__StyledText-sc-17v1xeu-0 HlHVj" aria-hidden="true">/</span><h1 class="Box-sc-g0xbh4-0 jGhzSQ prc-Heading-Heading-6CmGO" tabindex="-1" id="file-name-id">debugging_tips.py</h1></div><div aria-describedby=":R1td9lab:"><button data-component="IconButton" type="button" aria-label="Copy path" tabindex="0" class="types__StyledButton-sc-ws60qy-0 dPmZyJ prc-Button-IconButton-szpyj" data-loading="false" data-no-visuals="true" data-size="small" aria-describedby=":R7td9lab:-loading-announcement"><svg aria-hidden="true" focusable="false" class="octicon octicon-copy" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></button></div></div></div></div><div class="react-code-view-header-element--wide"><div class="Box-sc-g0xbh4-0 faNtbn"><div class="d-flex gap-2"> <div><div class="Box-sc-g0xbh4-0 fmQaBv"><span class="TextInputWrapper__TextInputBaseWrapper-sc-1mqhpbi-0 TextInputWrapper-sc-1mqhpbi-1 gwqFqs decvaq TextInput-wrapper" aria-busy="false"><span class="TextInput-icon" id=":R5j6d9lab:" aria-hidden="true"><svg aria-hidden="true" focusable="false" class="octicon octicon-search" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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><input type="text" aria-label="Go to file" role="combobox" aria-controls="file-results-list" aria-expanded="false" aria-haspopup="dialog" autoCorrect="off" spellcheck="false" placeholder="Go to file" aria-describedby=":R5j6d9lab: :R5j6d9labH1:" data-component="input" class="UnstyledTextInput-sc-14ypya-0 kbCLEG" value=""/><span class="TextInput-icon" id=":R5j6d9labH1:" aria-hidden="true"></span></span></div><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button></div><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button><button type="button" class="types__StyledButton-sc-ws60qy-0 iLfocZ" data-loading="false" data-no-visuals="true" data-size="medium" aria-describedby=":R2l6d9lab:-loading-announcement"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="text">Blame</span></span></button><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button data-component="IconButton" type="button" aria-label="More file actions" title="More file actions" data-testid="more-file-actions-button-nav-menu-wide" aria-haspopup="true" aria-expanded="false" tabindex="0" class="types__StyledButton-sc-ws60qy-0 JVsBq js-blob-dropdown-click prc-Button-IconButton-szpyj" data-loading="false" data-no-visuals="true" data-size="medium" aria-describedby=":R156d9lab:-loading-announcement" id=":R156d9lab:"><svg aria-hidden="true" focusable="false" class="octicon octicon-kebab-horizontal" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path></svg></button> </div></div></div><div class="react-code-view-header-element--narrow"><div class="Box-sc-g0xbh4-0 faNtbn"><div class="d-flex gap-2"> <button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button><button type="button" class="types__StyledButton-sc-ws60qy-0 iLfocZ" data-loading="false" data-no-visuals="true" data-size="medium" aria-describedby=":R2l7d9lab:-loading-announcement"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="text">Blame</span></span></button><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button data-component="IconButton" type="button" aria-label="More file actions" title="More file actions" data-testid="more-file-actions-button-nav-menu-narrow" aria-haspopup="true" aria-expanded="false" tabindex="0" class="types__StyledButton-sc-ws60qy-0 JVsBq js-blob-dropdown-click prc-Button-IconButton-szpyj" data-loading="false" data-no-visuals="true" data-size="medium" aria-describedby=":R157d9lab:-loading-announcement" id=":R157d9lab:"><svg aria-hidden="true" focusable="false" class="octicon octicon-kebab-horizontal" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path></svg></button> </div></div></div></div></div></div></div></div><div class="Box-sc-g0xbh4-0 dJxjrT react-code-view-bottom-padding"> <div class="Box-sc-g0xbh4-0 eFxKDQ"></div>   </div><div class="Box-sc-g0xbh4-0 dJxjrT">   <button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button><div class="d-flex flex-column border rounded-2 mb-3 pl-1"><div class="Box-sc-g0xbh4-0 dzCJzi"><h2 class="sr-only prc-Heading-Heading-6CmGO" data-testid="screen-reader-heading">Latest commit</h2><div style="width:120px" class="Skeleton Skeleton--text" data-testid="loading"> </div><div class="d-flex flex-shrink-0 gap-2"><div data-testid="latest-commit-details" class="d-none d-sm-flex flex-items-center"></div><div class="d-flex gap-2"><h2 class="sr-only prc-Heading-Heading-6CmGO" data-testid="screen-reader-heading">History</h2><a href="/keras-team/keras-io/commits/master/examples/keras_recipes/debugging_tips.py" class="types__StyledButton-sc-ws60qy-0 dPmZyJ d-none d-lg-flex LinkButton-module__code-view-link-button--xvCGA flex-items-center fgColor-default" data-loading="false" data-size="small" aria-describedby=":R5dlal9lab:-loading-announcement"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="leadingVisual" class="Box-sc-g0xbh4-0 hzSPyu"><svg aria-hidden="true" focusable="false" class="octicon octicon-history" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></span><span data-component="text"><span class="fgColor-default">History</span></span></span></a><div class="d-sm-none"></div><div class="d-flex d-lg-none"><span role="tooltip" aria-label="History" id="history-icon-button-tooltip" class="Tooltip__TooltipBase-sc-17tf59c-0 hWlpPn tooltipped-n"><a href="/keras-team/keras-io/commits/master/examples/keras_recipes/debugging_tips.py" class="types__StyledButton-sc-ws60qy-0 dPmZyJ LinkButton-module__code-view-link-button--xvCGA flex-items-center fgColor-default" data-loading="false" data-size="small" aria-describedby=":Rpdlal9lab:-loading-announcement history-icon-button-tooltip"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="leadingVisual" class="Box-sc-g0xbh4-0 hzSPyu"><svg aria-hidden="true" focusable="false" class="octicon octicon-history" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></span></span></a></span></div></div></div></div></div><div class="Box-sc-g0xbh4-0 ldRxiI"><div class="Box-sc-g0xbh4-0 fVkfyA container"><div class="Box-sc-g0xbh4-0 gNAmSV react-code-size-details-banner"><div class="Box-sc-g0xbh4-0 jNEwzY react-code-size-details-banner"><div class="Box-sc-g0xbh4-0 bsDwxw text-mono"><div title="17.6 KB" data-testid="blob-size" class="Truncate__StyledTruncate-sc-23o1d2-0 eAtkQz"><span>510 lines (398 loc) · 17.6 KB</span></div></div></div></div><div class="Box-sc-g0xbh4-0 jdLMhu react-blob-view-header-sticky" id="repos-sticky-header"><div class="Box-sc-g0xbh4-0 tOISc"><div class="react-blob-sticky-header"><div class="Box-sc-g0xbh4-0 hqwSEx"><div class="Box-sc-g0xbh4-0 bDVoEr"><div class="Box-sc-g0xbh4-0 kYLlPM"><div class="Box-sc-g0xbh4-0 gYjEmn"><button type="button" aria-haspopup="true" aria-expanded="false" tabindex="0" aria-label="master branch" data-testid="anchor-button" class="types__StyledButton-sc-ws60qy-0 iQGjqs ref-selector-class" data-loading="false" data-size="medium" aria-describedby="branch-picker-repos-header-ref-selector-loading-announcement" id="branch-picker-repos-header-ref-selector"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="text"><div class="Box-sc-g0xbh4-0 bZBlpz"><div class="Box-sc-g0xbh4-0 lhTYNA"><svg aria-hidden="true" focusable="false" class="octicon octicon-git-branch" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M9.5 3.25a2.25 2.25 0 1 1 3 2.122V6A2.5 2.5 0 0 1 10 8.5H6a1 1 0 0 0-1 1v1.128a2.251 2.251 0 1 1-1.5 0V5.372a2.25 2.25 0 1 1 1.5 0v1.836A2.493 2.493 0 0 1 6 7h4a1 1 0 0 0 1-1v-.628A2.25 2.25 0 0 1 9.5 3.25Zm-6 0a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Zm8.25-.75a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5ZM4.25 12a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Z"></path></svg></div><div class="Box-sc-g0xbh4-0 dbrgmi ref-selector-button-text-container"><span class="Text__StyledText-sc-17v1xeu-0 eMMFM"> master</span></div></div></span><span data-component="trailingVisual" class="Box-sc-g0xbh4-0 hzSPyu"><svg aria-hidden="true" focusable="false" class="octicon octicon-triangle-down" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="m4.427 7.427 3.396 3.396a.25.25 0 0 0 .354 0l3.396-3.396A.25.25 0 0 0 11.396 7H4.604a.25.25 0 0 0-.177.427Z"></path></svg></span></span></button><button hidden="" data-hotkey-scope="read-only-cursor-text-area"></button></div><div class="Box-sc-g0xbh4-0 kGqOLL"><div class="Box-sc-g0xbh4-0 fHind"><nav data-testid="breadcrumbs" aria-labelledby="sticky-breadcrumb-heading" id="sticky-breadcrumb" class="Box-sc-g0xbh4-0 fzFXnm"><h2 class="sr-only prc-Heading-Heading-6CmGO" data-testid="screen-reader-heading" id="sticky-breadcrumb-heading">Breadcrumbs</h2><ol class="Box-sc-g0xbh4-0 iMnkmv"><li class="Box-sc-g0xbh4-0 ghzDag"><a class="Box-sc-g0xbh4-0 kHuKdh prc-Link-Link-85e08" sx="[object Object]" data-testid="breadcrumbs-repo-link" href="/keras-team/keras-io/tree/master">keras-io</a></li><li class="Box-sc-g0xbh4-0 ghzDag"><span class="Text__StyledText-sc-17v1xeu-0 lauzFl" aria-hidden="true">/</span><a class="Box-sc-g0xbh4-0 kgiVEz prc-Link-Link-85e08" sx="[object Object]" href="/keras-team/keras-io/tree/master/examples">examples</a></li><li class="Box-sc-g0xbh4-0 ghzDag"><span class="Text__StyledText-sc-17v1xeu-0 lauzFl" aria-hidden="true">/</span><a class="Box-sc-g0xbh4-0 kgiVEz prc-Link-Link-85e08" sx="[object Object]" href="/keras-team/keras-io/tree/master/examples/keras_recipes">keras_recipes</a></li></ol></nav><div data-testid="breadcrumbs-filename" class="Box-sc-g0xbh4-0 ghzDag"><span class="Text__StyledText-sc-17v1xeu-0 lauzFl" aria-hidden="true">/</span><h1 class="Box-sc-g0xbh4-0 dnZoUW prc-Heading-Heading-6CmGO" tabindex="-1" id="sticky-file-name-id">debugging_tips.py</h1></div></div></div></div><button style="--button-color:fg.default" type="button" class="types__StyledButton-sc-ws60qy-0 fwExmK" data-loading="false" data-size="small" aria-describedby=":Riptal9lab:-loading-announcement"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="leadingVisual" class="Box-sc-g0xbh4-0 hzSPyu"><svg aria-hidden="true" focusable="false" class="octicon octicon-arrow-up" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M3.47 7.78a.75.75 0 0 1 0-1.06l4.25-4.25a.75.75 0 0 1 1.06 0l4.25 4.25a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018L9 4.81v7.44a.75.75 0 0 1-1.5 0V4.81L4.53 7.78a.75.75 0 0 1-1.06 0Z"></path></svg></span><span data-component="text">Top</span></span></button></div></div></div><div class="Box-sc-g0xbh4-0 kTvpNk"><h2 class="sr-only prc-Heading-Heading-6CmGO" data-testid="screen-reader-heading">File metadata and controls</h2><div class="Box-sc-g0xbh4-0 iNMjfP"><ul aria-label="File view" class="SegmentedControl__SegmentedControlList-sc-1rzig82-0 lawgDG"><li class="Box-sc-g0xbh4-0 fefCSX"><button aria-current="true" type="button" class="SegmentedControlButton__SegmentedControlButtonStyled-sc-8lkgxl-0 dbGjOi"><span class="segmentedControl-content"><div class="Box-sc-g0xbh4-0 segmentedControl-text">Code</div></span></button></li><li class="Box-sc-g0xbh4-0 idgUkN"><button aria-current="false" type="button" class="SegmentedControlButton__SegmentedControlButtonStyled-sc-8lkgxl-0 bHmvop"><span class="segmentedControl-content"><div class="Box-sc-g0xbh4-0 segmentedControl-text">Blame</div></span></button></li></ul><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><div class="Box-sc-g0xbh4-0 jNEwzY react-code-size-details-in-header"><div class="Box-sc-g0xbh4-0 bsDwxw text-mono"><div title="17.6 KB" data-testid="blob-size" class="Truncate__StyledTruncate-sc-23o1d2-0 eAtkQz"><span>510 lines (398 loc) · 17.6 KB</span></div></div></div></div><div class="Box-sc-g0xbh4-0 kcLCKF"><div class="Box-sc-g0xbh4-0 kVWtTz react-blob-header-edit-and-raw-actions"><div class="ButtonGroup__StyledButtonGroup-sc-1gxhls1-0 lirRhW"><a href="https://github.com/keras-team/keras-io/raw/refs/heads/master/examples/keras_recipes/debugging_tips.py" data-testid="raw-button" class="types__StyledButton-sc-ws60qy-0 ifVXZX" data-loading="false" data-no-visuals="true" data-size="small" aria-describedby=":R5csptal9lab:-loading-announcement"><span data-component="buttonContent" class="Box-sc-g0xbh4-0 gUkoLg"><span data-component="text">Raw</span></span></a><button data-component="IconButton" type="button" aria-label="Copy raw content" data-testid="copy-raw-button" class="types__StyledButton-sc-ws60qy-0 gGdPyq prc-Button-IconButton-szpyj" data-loading="false" data-no-visuals="true" data-size="small" aria-describedby=":Rpcsptal9lab:-loading-announcement"><svg aria-hidden="true" focusable="false" class="octicon octicon-copy" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></button><span role="tooltip" aria-label="Download raw file" id=":Rdcsptal9lab:" class="Tooltip__TooltipBase-sc-17tf59c-0 hWlpPn tooltipped-n"><button data-component="IconButton" type="button" aria-label="Download raw content" data-testid="download-raw-button" class="types__StyledButton-sc-ws60qy-0 dOuZvu prc-Button-IconButton-szpyj" data-loading="false" data-no-visuals="true" data-size="small" aria-describedby=":Rtcsptal9lab:-loading-announcement"><svg aria-hidden="true" focusable="false" class="octicon octicon-download" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M2.75 14A1.75 1.75 0 0 1 1 12.25v-2.5a.75.75 0 0 1 1.5 0v2.5c0 .138.112.25.25.25h10.5a.25.25 0 0 0 .25-.25v-2.5a.75.75 0 0 1 1.5 0v2.5A1.75 1.75 0 0 1 13.25 14Z"></path><path d="M7.25 7.689V2a.75.75 0 0 1 1.5 0v5.689l1.97-1.969a.749.749 0 1 1 1.06 1.06l-3.25 3.25a.749.749 0 0 1-1.06 0L4.22 6.78a.749.749 0 1 1 1.06-1.06l1.97 1.969Z"></path></svg></button></span></div><button hidden="" data-testid="raw-button-shortcut" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden="" data-testid="copy-raw-button-shortcut" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden="" data-testid="download-raw-button-shortcut" data-hotkey-scope="read-only-cursor-text-area"></button></div><span role="tooltip" aria-label="Open symbols panel" id=":R5sptal9lab:" class="Tooltip__TooltipBase-sc-17tf59c-0 hWlpPn tooltipped-nw"><button data-component="IconButton" type="button" aria-label="Symbols" aria-pressed="false" aria-expanded="false" aria-controls="symbols-pane" data-testid="symbols-button" class="types__StyledButton-sc-ws60qy-0 iZkvjn prc-Button-IconButton-szpyj" data-loading="false" data-no-visuals="true" data-size="small" aria-describedby="symbols-button-loading-announcement" id="symbols-button"><svg aria-hidden="true" focusable="false" class="octicon octicon-code-square" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></button></span><div class="react-blob-header-edit-and-raw-actions-combined"><button data-component="IconButton" type="button" aria-label="Edit and raw actions" title="More file actions" data-testid="more-file-actions-button" aria-haspopup="true" aria-expanded="false" tabindex="0" class="types__StyledButton-sc-ws60qy-0 ggSvLP js-blob-dropdown-click prc-Button-IconButton-szpyj" data-loading="false" data-no-visuals="true" data-size="small" aria-describedby=":Rnsptal9lab:-loading-announcement" id=":Rnsptal9lab:"><svg aria-hidden="true" focusable="false" class="octicon octicon-kebab-horizontal" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path></svg></button></div></div></div></div><div></div></div><div class="Box-sc-g0xbh4-0 hGyMdv"><section aria-labelledby="file-name-id-wide file-name-id-mobile" class="Box-sc-g0xbh4-0 dceWRL"><div class="Box-sc-g0xbh4-0 dGXHv"><div id="highlighted-line-menu-positioner" class="position-relative"><div id="copilot-button-positioner" class="Box-sc-g0xbh4-0 bpDFns"><div class="Box-sc-g0xbh4-0 iJOeCH"><div class="Box-sc-g0xbh4-0 jewUnv react-code-file-contents" role="presentation" aria-hidden="true" data-tab-size="8" data-paste-markdown-skip="true" data-hpc="true"><div class="react-line-numbers" style="pointer-events:auto"><div data-line-number="1" class="react-line-number react-code-text" style="padding-right:16px">1</div><div data-line-number="2" class="react-line-number react-code-text" style="padding-right:16px">2</div><div data-line-number="3" class="react-line-number react-code-text" style="padding-right:16px">3</div><div data-line-number="4" class="react-line-number react-code-text" style="padding-right:16px">4</div><div data-line-number="5" class="react-line-number react-code-text" style="padding-right:16px">5</div><div data-line-number="6" class="react-line-number react-code-text" style="padding-right:16px">6</div><div data-line-number="7" class="react-line-number react-code-text" style="padding-right:16px">7</div><div data-line-number="8" class="react-line-number react-code-text" style="padding-right:16px">8</div><div data-line-number="9" class="react-line-number react-code-text" style="padding-right:16px">9</div><div data-line-number="10" class="react-line-number react-code-text" style="padding-right:16px">10</div><div data-line-number="11" class="react-line-number react-code-text" style="padding-right:16px">11</div><div data-line-number="12" class="react-line-number react-code-text" style="padding-right:16px">12</div><div data-line-number="13" class="react-line-number react-code-text" style="padding-right:16px">13</div><div data-line-number="14" class="react-line-number react-code-text" style="padding-right:16px">14</div><div data-line-number="15" class="react-line-number react-code-text" style="padding-right:16px">15</div><div data-line-number="16" class="react-line-number react-code-text" style="padding-right:16px">16</div><div data-line-number="17" class="react-line-number react-code-text" style="padding-right:16px">17</div><div data-line-number="18" class="react-line-number react-code-text" style="padding-right:16px">18</div><div data-line-number="19" class="react-line-number react-code-text" style="padding-right:16px">19</div><div data-line-number="20" class="react-line-number react-code-text" style="padding-right:16px">20</div><div data-line-number="21" class="react-line-number react-code-text" style="padding-right:16px">21</div><div data-line-number="22" class="react-line-number react-code-text" style="padding-right:16px">22</div><div data-line-number="23" class="react-line-number react-code-text" style="padding-right:16px">23</div><div data-line-number="24" class="react-line-number react-code-text" style="padding-right:16px">24</div><div data-line-number="25" class="react-line-number react-code-text" style="padding-right:16px">25</div><div data-line-number="26" class="react-line-number react-code-text" style="padding-right:16px">26</div><div data-line-number="27" class="react-line-number react-code-text" style="padding-right:16px">27</div><div data-line-number="28" class="react-line-number react-code-text" style="padding-right:16px">28</div><div data-line-number="29" class="react-line-number react-code-text" style="padding-right:16px">29</div><div data-line-number="30" class="react-line-number react-code-text" style="padding-right:16px">30</div><div data-line-number="31" class="react-line-number react-code-text" style="padding-right:16px">31</div><div data-line-number="32" class="react-line-number react-code-text" style="padding-right:16px">32</div><div data-line-number="33" class="react-line-number react-code-text" style="padding-right:16px">33</div><div data-line-number="34" class="react-line-number react-code-text" style="padding-right:16px">34</div><div data-line-number="35" class="react-line-number react-code-text" style="padding-right:16px">35</div><div data-line-number="36" class="react-line-number react-code-text" style="padding-right:16px">36</div><div data-line-number="37" class="react-line-number react-code-text" style="padding-right:16px">37</div><div data-line-number="38" class="react-line-number react-code-text" style="padding-right:16px">38</div><div data-line-number="39" class="react-line-number react-code-text" style="padding-right:16px">39</div><div data-line-number="40" class="react-line-number react-code-text" style="padding-right:16px">40</div><div data-line-number="41" class="react-line-number react-code-text" style="padding-right:16px">41</div><div data-line-number="42" class="react-line-number react-code-text" style="padding-right:16px">42</div><div data-line-number="43" class="react-line-number react-code-text" style="padding-right:16px">43</div><div data-line-number="44" class="react-line-number react-code-text" style="padding-right:16px">44</div><div data-line-number="45" class="react-line-number react-code-text" style="padding-right:16px">45</div><div data-line-number="46" class="react-line-number react-code-text" style="padding-right:16px">46</div><div data-line-number="47" class="react-line-number react-code-text" style="padding-right:16px">47</div><div data-line-number="48" class="react-line-number react-code-text" style="padding-right:16px">48</div><div data-line-number="49" class="react-line-number react-code-text" style="padding-right:16px">49</div><div data-line-number="50" class="react-line-number react-code-text" style="padding-right:16px">50</div><div data-line-number="51" class="react-line-number react-code-text" style="padding-right:16px">51</div><div data-line-number="52" class="react-line-number react-code-text" style="padding-right:16px">52</div><div data-line-number="53" class="react-line-number react-code-text" style="padding-right:16px">53</div><div data-line-number="54" class="react-line-number react-code-text" style="padding-right:16px">54</div><div data-line-number="55" class="react-line-number react-code-text" style="padding-right:16px">55</div><div data-line-number="56" class="react-line-number react-code-text" style="padding-right:16px">56</div><div data-line-number="57" class="react-line-number react-code-text" style="padding-right:16px">57</div><div data-line-number="58" class="react-line-number react-code-text" style="padding-right:16px">58</div><div data-line-number="59" class="react-line-number react-code-text" style="padding-right:16px">59</div><div data-line-number="60" class="react-line-number react-code-text" style="padding-right:16px">60</div><div data-line-number="61" class="react-line-number react-code-text" style="padding-right:16px">61<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="62" class="child-of-line-60 react-line-number react-code-text" style="padding-right:16px">62<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="63" class="child-of-line-60 child-of-line-61 react-line-number react-code-text" style="padding-right:16px">63</div><div data-line-number="64" class="child-of-line-60 child-of-line-61 react-line-number react-code-text" style="padding-right:16px">64</div><div data-line-number="65" class="child-of-line-60 child-of-line-61 react-line-number react-code-text" style="padding-right:16px">65</div><div data-line-number="66" class="child-of-line-60 child-of-line-61 react-line-number react-code-text" style="padding-right:16px">66</div><div data-line-number="67" class="child-of-line-60 child-of-line-61 react-line-number react-code-text" style="padding-right:16px">67</div><div data-line-number="68" class="child-of-line-60 child-of-line-61 react-line-number react-code-text" style="padding-right:16px">68</div><div data-line-number="69" class="child-of-line-60 react-line-number react-code-text" style="padding-right:16px">69</div><div data-line-number="70" class="child-of-line-60 react-line-number react-code-text" style="padding-right:16px">70</div><div data-line-number="71" class="child-of-line-60 react-line-number react-code-text" style="padding-right:16px">71<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="72" class="child-of-line-60 child-of-line-70 react-line-number react-code-text" style="padding-right:16px">72</div><div data-line-number="73" class="child-of-line-60 child-of-line-70 react-line-number react-code-text" style="padding-right:16px">73</div><div data-line-number="74" class="child-of-line-60 child-of-line-70 react-line-number react-code-text" style="padding-right:16px">74</div><div data-line-number="75" class="child-of-line-60 child-of-line-70 react-line-number react-code-text" style="padding-right:16px">75</div><div data-line-number="76" class="child-of-line-60 child-of-line-70 react-line-number react-code-text" style="padding-right:16px">76</div><div data-line-number="77" class="child-of-line-60 child-of-line-70 react-line-number react-code-text" style="padding-right:16px">77</div><div data-line-number="78" class="child-of-line-60 child-of-line-70 react-line-number react-code-text" style="padding-right:16px">78</div><div data-line-number="79" class="react-line-number react-code-text" style="padding-right:16px">79</div><div data-line-number="80" class="react-line-number react-code-text" style="padding-right:16px">80</div><div data-line-number="81" class="react-line-number react-code-text" style="padding-right:16px">81</div><div data-line-number="82" class="react-line-number react-code-text" style="padding-right:16px">82</div><div data-line-number="83" class="react-line-number react-code-text" style="padding-right:16px">83</div><div data-line-number="84" class="react-line-number react-code-text" style="padding-right:16px">84</div><div data-line-number="85" class="react-line-number react-code-text" style="padding-right:16px">85</div><div data-line-number="86" class="react-line-number react-code-text" style="padding-right:16px">86</div><div data-line-number="87" class="react-line-number react-code-text" style="padding-right:16px">87</div><div data-line-number="88" class="react-line-number react-code-text" style="padding-right:16px">88</div><div data-line-number="89" class="react-line-number react-code-text" style="padding-right:16px">89</div><div data-line-number="90" class="react-line-number react-code-text" style="padding-right:16px">90</div><div data-line-number="91" class="react-line-number react-code-text" style="padding-right:16px">91</div><div data-line-number="92" class="react-line-number react-code-text" style="padding-right:16px">92</div><div data-line-number="93" class="react-line-number react-code-text" style="padding-right:16px">93</div><div data-line-number="94" class="react-line-number react-code-text" style="padding-right:16px">94</div><div data-line-number="95" class="react-line-number react-code-text" style="padding-right:16px">95</div><div data-line-number="96" class="react-line-number react-code-text" style="padding-right:16px">96</div><div data-line-number="97" class="react-line-number react-code-text" style="padding-right:16px">97</div><div data-line-number="98" class="react-line-number react-code-text" style="padding-right:16px">98</div><div data-line-number="99" class="react-line-number react-code-text" style="padding-right:16px">99</div><div data-line-number="100" class="react-line-number react-code-text" style="padding-right:16px">100</div><div data-line-number="101" class="react-line-number react-code-text" style="padding-right:16px">101</div><div data-line-number="102" class="react-line-number react-code-text" style="padding-right:16px">102</div><div data-line-number="103" class="react-line-number react-code-text" style="padding-right:16px">103</div><div data-line-number="104" class="react-line-number react-code-text" style="padding-right:16px">104</div><div data-line-number="105" class="react-line-number react-code-text" style="padding-right:16px">105</div><div data-line-number="106" class="react-line-number react-code-text" style="padding-right:16px">106</div><div data-line-number="107" class="react-line-number react-code-text" style="padding-right:16px">107</div><div data-line-number="108" class="react-line-number react-code-text" style="padding-right:16px">108</div><div data-line-number="109" class="react-line-number react-code-text" style="padding-right:16px">109</div><div data-line-number="110" class="react-line-number react-code-text" style="padding-right:16px">110</div><div data-line-number="111" class="react-line-number react-code-text" style="padding-right:16px">111<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="112" class="child-of-line-110 react-line-number react-code-text" style="padding-right:16px">112<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="113" class="child-of-line-110 child-of-line-111 react-line-number react-code-text" style="padding-right:16px">113</div><div data-line-number="114" class="child-of-line-110 child-of-line-111 react-line-number react-code-text" style="padding-right:16px">114</div><div data-line-number="115" class="child-of-line-110 child-of-line-111 react-line-number react-code-text" style="padding-right:16px">115</div><div data-line-number="116" class="child-of-line-110 child-of-line-111 react-line-number react-code-text" style="padding-right:16px">116</div><div data-line-number="117" class="child-of-line-110 child-of-line-111 react-line-number react-code-text" style="padding-right:16px">117</div><div data-line-number="118" class="child-of-line-110 child-of-line-111 react-line-number react-code-text" style="padding-right:16px">118</div><div data-line-number="119" class="child-of-line-110 react-line-number react-code-text" style="padding-right:16px">119</div><div data-line-number="120" class="child-of-line-110 react-line-number react-code-text" style="padding-right:16px">120</div><div data-line-number="121" class="child-of-line-110 react-line-number react-code-text" style="padding-right:16px">121<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="122" class="child-of-line-110 child-of-line-120 react-line-number react-code-text" style="padding-right:16px">122</div><div data-line-number="123" class="child-of-line-110 child-of-line-120 react-line-number react-code-text" style="padding-right:16px">123</div><div data-line-number="124" class="child-of-line-110 child-of-line-120 react-line-number react-code-text" style="padding-right:16px">124</div><div data-line-number="125" class="child-of-line-110 child-of-line-120 react-line-number react-code-text" style="padding-right:16px">125</div><div data-line-number="126" class="child-of-line-110 child-of-line-120 react-line-number react-code-text" style="padding-right:16px">126</div><div data-line-number="127" class="child-of-line-110 child-of-line-120 react-line-number react-code-text" style="padding-right:16px">127</div><div data-line-number="128" class="child-of-line-110 child-of-line-120 react-line-number react-code-text" style="padding-right:16px">128</div><div data-line-number="129" class="react-line-number react-code-text" style="padding-right:16px">129</div><div data-line-number="130" class="react-line-number react-code-text" style="padding-right:16px">130</div><div data-line-number="131" class="react-line-number react-code-text" style="padding-right:16px">131</div><div data-line-number="132" class="react-line-number react-code-text" style="padding-right:16px">132</div><div data-line-number="133" class="react-line-number react-code-text" style="padding-right:16px">133</div><div data-line-number="134" class="react-line-number react-code-text" style="padding-right:16px">134</div><div data-line-number="135" class="react-line-number react-code-text" style="padding-right:16px">135</div><div data-line-number="136" class="react-line-number react-code-text" style="padding-right:16px">136</div><div data-line-number="137" class="react-line-number react-code-text" style="padding-right:16px">137</div><div data-line-number="138" class="react-line-number react-code-text" style="padding-right:16px">138</div><div data-line-number="139" class="react-line-number react-code-text" style="padding-right:16px">139</div><div data-line-number="140" class="react-line-number react-code-text" style="padding-right:16px">140</div><div data-line-number="141" class="react-line-number react-code-text" style="padding-right:16px">141</div><div data-line-number="142" class="react-line-number react-code-text" style="padding-right:16px">142</div><div data-line-number="143" class="react-line-number react-code-text" style="padding-right:16px">143</div><div data-line-number="144" class="react-line-number react-code-text" style="padding-right:16px">144</div><div data-line-number="145" class="react-line-number react-code-text" style="padding-right:16px">145</div><div data-line-number="146" class="react-line-number react-code-text" style="padding-right:16px">146</div><div data-line-number="147" class="react-line-number react-code-text" style="padding-right:16px">147<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="148" class="child-of-line-146 react-line-number react-code-text" style="padding-right:16px">148<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="149" class="child-of-line-146 child-of-line-147 react-line-number react-code-text" style="padding-right:16px">149</div><div data-line-number="150" class="child-of-line-146 child-of-line-147 react-line-number react-code-text" style="padding-right:16px">150</div><div data-line-number="151" class="child-of-line-146 child-of-line-147 react-line-number react-code-text" style="padding-right:16px">151</div><div data-line-number="152" class="child-of-line-146 child-of-line-147 react-line-number react-code-text" style="padding-right:16px">152</div><div data-line-number="153" class="child-of-line-146 child-of-line-147 react-line-number react-code-text" style="padding-right:16px">153</div><div data-line-number="154" class="child-of-line-146 child-of-line-147 react-line-number react-code-text" style="padding-right:16px">154</div><div data-line-number="155" class="child-of-line-146 react-line-number react-code-text" style="padding-right:16px">155</div><div data-line-number="156" class="child-of-line-146 react-line-number react-code-text" style="padding-right:16px">156</div><div data-line-number="157" class="child-of-line-146 react-line-number react-code-text" style="padding-right:16px">157<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="158" class="child-of-line-146 child-of-line-156 react-line-number react-code-text" style="padding-right:16px">158</div><div data-line-number="159" class="child-of-line-146 child-of-line-156 react-line-number react-code-text" style="padding-right:16px">159</div><div data-line-number="160" class="child-of-line-146 child-of-line-156 react-line-number react-code-text" style="padding-right:16px">160</div><div data-line-number="161" class="child-of-line-146 child-of-line-156 react-line-number react-code-text" style="padding-right:16px">161</div><div data-line-number="162" class="child-of-line-146 child-of-line-156 react-line-number react-code-text" style="padding-right:16px">162</div><div data-line-number="163" class="child-of-line-146 child-of-line-156 react-line-number react-code-text" style="padding-right:16px">163</div><div data-line-number="164" class="child-of-line-146 child-of-line-156 react-line-number react-code-text" style="padding-right:16px">164</div><div data-line-number="165" class="react-line-number react-code-text" style="padding-right:16px">165</div><div data-line-number="166" class="react-line-number react-code-text" style="padding-right:16px">166</div><div data-line-number="167" class="react-line-number react-code-text" style="padding-right:16px">167</div><div data-line-number="168" class="react-line-number react-code-text" style="padding-right:16px">168</div><div data-line-number="169" class="react-line-number react-code-text" style="padding-right:16px">169</div><div data-line-number="170" class="react-line-number react-code-text" style="padding-right:16px">170</div><div data-line-number="171" class="react-line-number react-code-text" style="padding-right:16px">171</div><div data-line-number="172" class="react-line-number react-code-text" style="padding-right:16px">172</div><div data-line-number="173" class="react-line-number react-code-text" style="padding-right:16px">173</div><div data-line-number="174" class="react-line-number react-code-text" style="padding-right:16px">174</div><div data-line-number="175" class="react-line-number react-code-text" style="padding-right:16px">175</div><div data-line-number="176" class="react-line-number react-code-text" style="padding-right:16px">176</div><div data-line-number="177" class="react-line-number react-code-text" style="padding-right:16px">177</div><div data-line-number="178" class="react-line-number react-code-text" style="padding-right:16px">178</div><div data-line-number="179" class="react-line-number react-code-text" style="padding-right:16px">179</div><div data-line-number="180" class="react-line-number react-code-text" style="padding-right:16px">180</div><div data-line-number="181" class="react-line-number react-code-text" style="padding-right:16px">181</div><div data-line-number="182" class="react-line-number react-code-text" style="padding-right:16px">182</div><div data-line-number="183" class="react-line-number react-code-text" style="padding-right:16px">183</div><div data-line-number="184" class="react-line-number react-code-text" style="padding-right:16px">184</div><div data-line-number="185" class="react-line-number react-code-text" style="padding-right:16px">185</div><div data-line-number="186" class="react-line-number react-code-text" style="padding-right:16px">186</div><div data-line-number="187" class="react-line-number react-code-text" style="padding-right:16px">187</div><div data-line-number="188" class="react-line-number react-code-text" style="padding-right:16px">188</div><div data-line-number="189" class="react-line-number react-code-text" style="padding-right:16px">189</div><div data-line-number="190" class="react-line-number react-code-text" style="padding-right:16px">190</div><div data-line-number="191" class="react-line-number react-code-text" style="padding-right:16px">191</div><div data-line-number="192" class="react-line-number react-code-text" style="padding-right:16px">192</div><div data-line-number="193" class="react-line-number react-code-text" style="padding-right:16px">193</div><div data-line-number="194" class="react-line-number react-code-text" style="padding-right:16px">194</div><div data-line-number="195" class="react-line-number react-code-text" style="padding-right:16px">195</div><div data-line-number="196" class="react-line-number react-code-text" style="padding-right:16px">196</div><div data-line-number="197" class="react-line-number react-code-text" style="padding-right:16px">197</div><div data-line-number="198" class="react-line-number react-code-text" style="padding-right:16px">198</div><div data-line-number="199" class="react-line-number react-code-text" style="padding-right:16px">199</div><div data-line-number="200" class="react-line-number react-code-text" style="padding-right:16px">200</div><div data-line-number="201" class="react-line-number react-code-text" style="padding-right:16px">201</div><div data-line-number="202" class="react-line-number react-code-text" style="padding-right:16px">202</div><div data-line-number="203" class="react-line-number react-code-text" style="padding-right:16px">203</div><div data-line-number="204" class="react-line-number react-code-text" style="padding-right:16px">204</div><div data-line-number="205" class="react-line-number react-code-text" style="padding-right:16px">205</div><div data-line-number="206" class="react-line-number react-code-text" style="padding-right:16px">206</div><div data-line-number="207" class="react-line-number react-code-text" style="padding-right:16px">207</div><div data-line-number="208" class="react-line-number react-code-text" style="padding-right:16px">208</div><div data-line-number="209" class="react-line-number react-code-text" style="padding-right:16px">209</div><div data-line-number="210" class="react-line-number react-code-text" style="padding-right:16px">210</div><div data-line-number="211" class="react-line-number react-code-text" style="padding-right:16px">211</div><div data-line-number="212" class="react-line-number react-code-text" style="padding-right:16px">212</div><div data-line-number="213" class="react-line-number react-code-text" style="padding-right:16px">213</div><div data-line-number="214" class="react-line-number react-code-text" style="padding-right:16px">214</div><div data-line-number="215" class="react-line-number react-code-text" style="padding-right:16px">215</div><div data-line-number="216" class="react-line-number react-code-text" style="padding-right:16px">216</div><div data-line-number="217" class="react-line-number react-code-text" style="padding-right:16px">217</div><div data-line-number="218" class="react-line-number react-code-text" style="padding-right:16px">218</div><div data-line-number="219" class="react-line-number react-code-text" style="padding-right:16px">219</div><div data-line-number="220" class="react-line-number react-code-text" style="padding-right:16px">220</div><div data-line-number="221" class="react-line-number react-code-text" style="padding-right:16px">221</div><div data-line-number="222" class="react-line-number react-code-text" style="padding-right:16px">222</div><div data-line-number="223" class="react-line-number react-code-text" style="padding-right:16px">223</div><div data-line-number="224" class="react-line-number react-code-text" style="padding-right:16px">224</div><div data-line-number="225" class="react-line-number react-code-text" style="padding-right:16px">225</div><div data-line-number="226" class="react-line-number react-code-text" style="padding-right:16px">226</div><div data-line-number="227" class="react-line-number react-code-text" style="padding-right:16px">227</div><div data-line-number="228" class="react-line-number react-code-text" style="padding-right:16px">228</div><div data-line-number="229" class="react-line-number react-code-text" style="padding-right:16px">229</div><div data-line-number="230" class="react-line-number react-code-text" style="padding-right:16px">230</div><div data-line-number="231" class="react-line-number react-code-text" style="padding-right:16px">231</div><div data-line-number="232" class="react-line-number react-code-text" style="padding-right:16px">232</div><div data-line-number="233" class="react-line-number react-code-text" style="padding-right:16px">233</div><div data-line-number="234" class="react-line-number react-code-text" style="padding-right:16px">234</div><div data-line-number="235" class="react-line-number react-code-text" style="padding-right:16px">235</div><div data-line-number="236" class="react-line-number react-code-text" style="padding-right:16px">236</div><div data-line-number="237" class="react-line-number react-code-text" style="padding-right:16px">237</div><div data-line-number="238" class="react-line-number react-code-text" style="padding-right:16px">238</div><div data-line-number="239" class="react-line-number react-code-text" style="padding-right:16px">239</div><div data-line-number="240" class="react-line-number react-code-text" style="padding-right:16px">240</div><div data-line-number="241" class="react-line-number react-code-text" style="padding-right:16px">241</div><div data-line-number="242" class="react-line-number react-code-text" style="padding-right:16px">242</div><div data-line-number="243" class="react-line-number react-code-text" style="padding-right:16px">243</div><div data-line-number="244" class="react-line-number react-code-text" style="padding-right:16px">244</div><div data-line-number="245" class="react-line-number react-code-text" style="padding-right:16px">245</div><div data-line-number="246" class="react-line-number react-code-text" style="padding-right:16px">246</div><div data-line-number="247" class="react-line-number react-code-text" style="padding-right:16px">247</div><div data-line-number="248" class="react-line-number react-code-text" style="padding-right:16px">248</div><div data-line-number="249" class="react-line-number react-code-text" style="padding-right:16px">249</div><div data-line-number="250" class="react-line-number react-code-text" style="padding-right:16px">250</div><div data-line-number="251" class="react-line-number react-code-text" style="padding-right:16px">251</div><div data-line-number="252" class="react-line-number react-code-text" style="padding-right:16px">252</div><div data-line-number="253" class="react-line-number react-code-text" style="padding-right:16px">253</div><div data-line-number="254" class="react-line-number react-code-text" style="padding-right:16px">254</div><div data-line-number="255" class="react-line-number react-code-text" style="padding-right:16px">255</div><div data-line-number="256" class="react-line-number react-code-text" style="padding-right:16px">256</div><div data-line-number="257" class="react-line-number react-code-text" style="padding-right:16px">257</div><div data-line-number="258" class="react-line-number react-code-text" style="padding-right:16px">258</div><div data-line-number="259" class="react-line-number react-code-text" style="padding-right:16px">259</div><div data-line-number="260" class="react-line-number react-code-text" style="padding-right:16px">260</div><div data-line-number="261" class="react-line-number react-code-text" style="padding-right:16px">261<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="262" class="child-of-line-260 react-line-number react-code-text" style="padding-right:16px">262<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="263" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">263</div><div data-line-number="264" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">264</div><div data-line-number="265" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">265</div><div data-line-number="266" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">266</div><div data-line-number="267" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">267</div><div data-line-number="268" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">268</div><div data-line-number="269" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">269</div><div data-line-number="270" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">270</div><div data-line-number="271" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">271</div><div data-line-number="272" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">272</div><div data-line-number="273" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">273</div><div data-line-number="274" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">274</div><div data-line-number="275" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">275</div><div data-line-number="276" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">276</div><div data-line-number="277" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">277</div><div data-line-number="278" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">278</div><div data-line-number="279" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">279</div><div data-line-number="280" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">280</div><div data-line-number="281" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">281</div><div data-line-number="282" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">282</div><div data-line-number="283" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">283</div><div data-line-number="284" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">284</div><div data-line-number="285" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">285</div><div data-line-number="286" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">286</div><div data-line-number="287" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">287</div><div data-line-number="288" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">288</div><div data-line-number="289" class="child-of-line-260 child-of-line-261 react-line-number react-code-text" style="padding-right:16px">289</div><div data-line-number="290" class="react-line-number react-code-text" style="padding-right:16px">290</div><div data-line-number="291" class="react-line-number react-code-text" style="padding-right:16px">291</div><div data-line-number="292" class="react-line-number react-code-text" style="padding-right:16px">292</div><div data-line-number="293" class="react-line-number react-code-text" style="padding-right:16px">293</div><div data-line-number="294" class="react-line-number react-code-text" style="padding-right:16px">294</div><div data-line-number="295" class="react-line-number react-code-text" style="padding-right:16px">295</div><div data-line-number="296" class="react-line-number react-code-text" style="padding-right:16px">296</div><div data-line-number="297" class="react-line-number react-code-text" style="padding-right:16px">297</div><div data-line-number="298" class="react-line-number react-code-text" style="padding-right:16px">298</div><div data-line-number="299" class="react-line-number react-code-text" style="padding-right:16px">299</div><div data-line-number="300" class="react-line-number react-code-text" style="padding-right:16px">300</div><div data-line-number="301" class="react-line-number react-code-text" style="padding-right:16px">301</div><div data-line-number="302" class="react-line-number react-code-text" style="padding-right:16px">302</div><div data-line-number="303" class="react-line-number react-code-text" style="padding-right:16px">303<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="304" class="child-of-line-302 react-line-number react-code-text" style="padding-right:16px">304</div><div data-line-number="305" class="child-of-line-302 react-line-number react-code-text" style="padding-right:16px">305</div><div data-line-number="306" class="child-of-line-302 react-line-number react-code-text" style="padding-right:16px">306</div><div data-line-number="307" class="child-of-line-302 react-line-number react-code-text" style="padding-right:16px">307</div><div data-line-number="308" class="react-line-number react-code-text" style="padding-right:16px">308</div><div data-line-number="309" class="react-line-number react-code-text" style="padding-right:16px">309</div><div data-line-number="310" class="react-line-number react-code-text" style="padding-right:16px">310</div><div data-line-number="311" class="react-line-number react-code-text" style="padding-right:16px">311</div><div data-line-number="312" class="react-line-number react-code-text" style="padding-right:16px">312</div><div data-line-number="313" class="react-line-number react-code-text" style="padding-right:16px">313</div><div data-line-number="314" class="react-line-number react-code-text" style="padding-right:16px">314</div><div data-line-number="315" class="react-line-number react-code-text" style="padding-right:16px">315</div><div data-line-number="316" class="react-line-number react-code-text" style="padding-right:16px">316</div><div data-line-number="317" class="react-line-number react-code-text" style="padding-right:16px">317</div><div data-line-number="318" class="react-line-number react-code-text" style="padding-right:16px">318</div><div data-line-number="319" class="react-line-number react-code-text" style="padding-right:16px">319</div><div data-line-number="320" class="react-line-number react-code-text" style="padding-right:16px">320</div><div data-line-number="321" class="react-line-number react-code-text" style="padding-right:16px">321</div><div data-line-number="322" class="react-line-number react-code-text" style="padding-right:16px">322</div><div data-line-number="323" class="react-line-number react-code-text" style="padding-right:16px">323</div><div data-line-number="324" class="react-line-number react-code-text" style="padding-right:16px">324</div><div data-line-number="325" class="react-line-number react-code-text" style="padding-right:16px">325</div><div data-line-number="326" class="react-line-number react-code-text" style="padding-right:16px">326</div><div data-line-number="327" class="react-line-number react-code-text" style="padding-right:16px">327</div><div data-line-number="328" class="react-line-number react-code-text" style="padding-right:16px">328</div><div data-line-number="329" class="react-line-number react-code-text" style="padding-right:16px">329</div><div data-line-number="330" class="react-line-number react-code-text" style="padding-right:16px">330</div><div data-line-number="331" class="react-line-number react-code-text" style="padding-right:16px">331</div><div data-line-number="332" class="react-line-number react-code-text" style="padding-right:16px">332<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="333" class="child-of-line-331 react-line-number react-code-text" style="padding-right:16px">333<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="334" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">334</div><div data-line-number="335" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">335</div><div data-line-number="336" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">336</div><div data-line-number="337" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">337</div><div data-line-number="338" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">338</div><div data-line-number="339" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">339</div><div data-line-number="340" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">340</div><div data-line-number="341" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">341</div><div data-line-number="342" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">342</div><div data-line-number="343" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">343</div><div data-line-number="344" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">344</div><div data-line-number="345" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">345</div><div data-line-number="346" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">346</div><div data-line-number="347" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">347</div><div data-line-number="348" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">348</div><div data-line-number="349" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">349</div><div data-line-number="350" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">350</div><div data-line-number="351" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">351</div><div data-line-number="352" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">352</div><div data-line-number="353" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">353</div><div data-line-number="354" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">354</div><div data-line-number="355" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">355</div><div data-line-number="356" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">356</div><div data-line-number="357" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">357</div><div data-line-number="358" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">358</div><div data-line-number="359" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">359</div><div data-line-number="360" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">360</div><div data-line-number="361" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">361</div><div data-line-number="362" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">362</div><div data-line-number="363" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">363</div><div data-line-number="364" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">364</div><div data-line-number="365" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">365</div><div data-line-number="366" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">366</div><div data-line-number="367" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">367</div><div data-line-number="368" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">368</div><div data-line-number="369" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">369</div><div data-line-number="370" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">370</div><div data-line-number="371" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">371</div><div data-line-number="372" class="child-of-line-331 child-of-line-332 react-line-number react-code-text" style="padding-right:16px">372</div><div data-line-number="373" class="react-line-number react-code-text" style="padding-right:16px">373</div><div data-line-number="374" class="react-line-number react-code-text" style="padding-right:16px">374</div><div data-line-number="375" class="react-line-number react-code-text" style="padding-right:16px">375</div><div data-line-number="376" class="react-line-number react-code-text" style="padding-right:16px">376</div><div data-line-number="377" class="react-line-number react-code-text" style="padding-right:16px">377</div><div data-line-number="378" class="react-line-number react-code-text" style="padding-right:16px">378</div><div data-line-number="379" class="react-line-number react-code-text" style="padding-right:16px">379</div><div data-line-number="380" class="react-line-number react-code-text" style="padding-right:16px">380</div><div data-line-number="381" class="react-line-number react-code-text" style="padding-right:16px">381</div><div data-line-number="382" class="react-line-number react-code-text" style="padding-right:16px">382</div><div data-line-number="383" class="react-line-number react-code-text" style="padding-right:16px">383</div><div data-line-number="384" class="react-line-number react-code-text" style="padding-right:16px">384</div><div data-line-number="385" class="react-line-number react-code-text" style="padding-right:16px">385</div><div data-line-number="386" class="react-line-number react-code-text" style="padding-right:16px">386</div><div data-line-number="387" class="react-line-number react-code-text" style="padding-right:16px">387</div><div data-line-number="388" class="react-line-number react-code-text" style="padding-right:16px">388</div><div data-line-number="389" class="react-line-number react-code-text" style="padding-right:16px">389</div><div data-line-number="390" class="react-line-number react-code-text" style="padding-right:16px">390</div><div data-line-number="391" class="react-line-number react-code-text" style="padding-right:16px">391</div><div data-line-number="392" class="react-line-number react-code-text" style="padding-right:16px">392</div><div data-line-number="393" class="react-line-number react-code-text" style="padding-right:16px">393</div><div data-line-number="394" class="react-line-number react-code-text" style="padding-right:16px">394</div><div data-line-number="395" class="react-line-number react-code-text" style="padding-right:16px">395</div><div data-line-number="396" class="react-line-number react-code-text" style="padding-right:16px">396</div><div data-line-number="397" class="react-line-number react-code-text" style="padding-right:16px">397</div><div data-line-number="398" class="react-line-number react-code-text" style="padding-right:16px">398</div><div data-line-number="399" class="react-line-number react-code-text" style="padding-right:16px">399<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="400" class="child-of-line-398 react-line-number react-code-text" style="padding-right:16px">400<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="401" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">401</div><div data-line-number="402" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">402</div><div data-line-number="403" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">403</div><div data-line-number="404" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">404</div><div data-line-number="405" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">405</div><div data-line-number="406" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">406</div><div data-line-number="407" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">407</div><div data-line-number="408" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">408</div><div data-line-number="409" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">409</div><div data-line-number="410" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">410</div><div data-line-number="411" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">411</div><div data-line-number="412" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">412</div><div data-line-number="413" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">413</div><div data-line-number="414" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">414</div><div data-line-number="415" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">415</div><div data-line-number="416" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">416</div><div data-line-number="417" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">417</div><div data-line-number="418" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">418</div><div data-line-number="419" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">419</div><div data-line-number="420" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">420</div><div data-line-number="421" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">421</div><div data-line-number="422" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">422</div><div data-line-number="423" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">423</div><div data-line-number="424" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">424</div><div data-line-number="425" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">425</div><div data-line-number="426" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">426</div><div data-line-number="427" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">427</div><div data-line-number="428" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">428</div><div data-line-number="429" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">429</div><div data-line-number="430" class="child-of-line-398 child-of-line-399 react-line-number react-code-text" style="padding-right:16px">430</div><div data-line-number="431" class="react-line-number react-code-text" style="padding-right:16px">431</div><div data-line-number="432" class="react-line-number react-code-text" style="padding-right:16px">432</div><div data-line-number="433" class="react-line-number react-code-text" style="padding-right:16px">433</div><div data-line-number="434" class="react-line-number react-code-text" style="padding-right:16px">434</div><div data-line-number="435" class="react-line-number react-code-text" style="padding-right:16px">435</div><div data-line-number="436" class="react-line-number react-code-text" style="padding-right:16px">436</div><div data-line-number="437" class="react-line-number react-code-text" style="padding-right:16px">437</div><div data-line-number="438" class="react-line-number react-code-text" style="padding-right:16px">438</div><div data-line-number="439" class="react-line-number react-code-text" style="padding-right:16px">439</div><div data-line-number="440" class="react-line-number react-code-text" style="padding-right:16px">440</div><div data-line-number="441" class="react-line-number react-code-text" style="padding-right:16px">441</div><div data-line-number="442" class="react-line-number react-code-text" style="padding-right:16px">442</div><div data-line-number="443" class="react-line-number react-code-text" style="padding-right:16px">443</div><div data-line-number="444" class="react-line-number react-code-text" style="padding-right:16px">444</div><div data-line-number="445" class="react-line-number react-code-text" style="padding-right:16px">445</div><div data-line-number="446" class="react-line-number react-code-text" style="padding-right:16px">446</div><div data-line-number="447" class="react-line-number react-code-text" style="padding-right:16px">447</div><div data-line-number="448" class="react-line-number react-code-text" style="padding-right:16px">448</div><div data-line-number="449" class="react-line-number react-code-text" style="padding-right:16px">449</div><div data-line-number="450" class="react-line-number react-code-text" style="padding-right:16px">450</div><div data-line-number="451" class="react-line-number react-code-text" style="padding-right:16px">451</div><div data-line-number="452" class="react-line-number react-code-text" style="padding-right:16px">452</div><div data-line-number="453" class="react-line-number react-code-text" style="padding-right:16px">453</div><div data-line-number="454" class="react-line-number react-code-text" style="padding-right:16px">454</div><div data-line-number="455" class="react-line-number react-code-text" style="padding-right:16px">455</div><div data-line-number="456" class="react-line-number react-code-text" style="padding-right:16px">456</div><div data-line-number="457" class="react-line-number react-code-text" style="padding-right:16px">457</div><div data-line-number="458" class="react-line-number react-code-text" style="padding-right:16px">458</div><div data-line-number="459" class="react-line-number react-code-text" style="padding-right:16px">459</div><div data-line-number="460" class="react-line-number react-code-text" style="padding-right:16px">460</div><div data-line-number="461" class="react-line-number react-code-text" style="padding-right:16px">461</div><div data-line-number="462" class="react-line-number react-code-text" style="padding-right:16px">462</div><div data-line-number="463" class="react-line-number react-code-text" style="padding-right:16px">463</div><div data-line-number="464" class="react-line-number react-code-text" style="padding-right:16px">464</div><div data-line-number="465" class="react-line-number react-code-text" style="padding-right:16px">465</div><div data-line-number="466" class="react-line-number react-code-text" style="padding-right:16px">466<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="467" class="child-of-line-465 react-line-number react-code-text" style="padding-right:16px">467<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><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></div></span></div><div data-line-number="468" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">468</div><div data-line-number="469" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">469</div><div data-line-number="470" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">470</div><div data-line-number="471" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">471</div><div data-line-number="472" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">472</div><div data-line-number="473" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">473</div><div data-line-number="474" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">474</div><div data-line-number="475" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">475</div><div data-line-number="476" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">476</div><div data-line-number="477" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">477</div><div data-line-number="478" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">478</div><div data-line-number="479" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">479</div><div data-line-number="480" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">480</div><div data-line-number="481" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">481</div><div data-line-number="482" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">482</div><div data-line-number="483" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">483</div><div data-line-number="484" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">484</div><div data-line-number="485" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">485</div><div data-line-number="486" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">486</div><div data-line-number="487" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">487</div><div data-line-number="488" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">488</div><div data-line-number="489" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">489</div><div data-line-number="490" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">490</div><div data-line-number="491" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">491</div><div data-line-number="492" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">492</div><div data-line-number="493" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">493</div><div data-line-number="494" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">494</div><div data-line-number="495" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">495</div><div data-line-number="496" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">496</div><div data-line-number="497" class="child-of-line-465 child-of-line-466 react-line-number react-code-text" style="padding-right:16px">497</div><div data-line-number="498" class="react-line-number react-code-text" style="padding-right:16px">498</div><div data-line-number="499" class="react-line-number react-code-text" style="padding-right:16px">499</div><div data-line-number="500" class="react-line-number react-code-text" style="padding-right:16px">500</div><div data-line-number="501" class="react-line-number react-code-text" style="padding-right:16px">501</div><div data-line-number="502" class="react-line-number react-code-text" style="padding-right:16px">502</div><div data-line-number="503" class="react-line-number react-code-text" style="padding-right:16px">503</div><div data-line-number="504" class="react-line-number react-code-text" style="padding-right:16px">504</div><div data-line-number="505" class="react-line-number react-code-text" style="padding-right:16px">505</div><div data-line-number="506" class="react-line-number react-code-text" style="padding-right:16px">506</div><div data-line-number="507" class="react-line-number react-code-text" style="padding-right:16px">507</div><div data-line-number="508" class="react-line-number react-code-text" style="padding-right:16px">508</div><div data-line-number="509" class="react-line-number react-code-text" style="padding-right:16px">509</div><div data-line-number="510" class="react-line-number react-code-text" style="padding-right:16px">510</div></div><div class="react-code-lines"><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC1" class="react-file-line html-div" data-testid="code-cell" data-line-number="1" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC2" class="react-file-line html-div" data-testid="code-cell" data-line-number="2" style="position:relative"><span class="pl-s">Title: Keras debugging tips</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC3" class="react-file-line html-div" data-testid="code-cell" data-line-number="3" style="position:relative"><span class="pl-s">Author: [fchollet](https://twitter.com/fchollet)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC4" class="react-file-line html-div" data-testid="code-cell" data-line-number="4" style="position:relative"><span class="pl-s">Date created: 2020/05/16</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC5" class="react-file-line html-div" data-testid="code-cell" data-line-number="5" style="position:relative"><span class="pl-s">Last modified: 2023/11/16</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC6" class="react-file-line html-div" data-testid="code-cell" data-line-number="6" style="position:relative"><span class="pl-s">Description: Four simple tips to help you debug your Keras code.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC7" class="react-file-line html-div" data-testid="code-cell" data-line-number="7" style="position:relative"><span class="pl-s">Accelerator: GPU</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC8" class="react-file-line html-div" data-testid="code-cell" data-line-number="8" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC9" class="react-file-line html-div" data-testid="code-cell" data-line-number="9" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC10" class="react-file-line html-div" data-testid="code-cell" data-line-number="10" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC11" class="react-file-line html-div" data-testid="code-cell" data-line-number="11" style="position:relative"><span class="pl-s">## Introduction</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC12" class="react-file-line html-div" data-testid="code-cell" data-line-number="12" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC13" class="react-file-line html-div" data-testid="code-cell" data-line-number="13" style="position:relative"><span class="pl-s">It's generally possible to do almost anything in Keras *without writing code* per se:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC14" class="react-file-line html-div" data-testid="code-cell" data-line-number="14" style="position:relative"><span class="pl-s">whether you're implementing a new type of GAN or the latest convnet architecture for</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC15" class="react-file-line html-div" data-testid="code-cell" data-line-number="15" style="position:relative"><span class="pl-s">image segmentation, you can usually stick to calling built-in methods. Because all</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC16" class="react-file-line html-div" data-testid="code-cell" data-line-number="16" style="position:relative"><span class="pl-s">built-in methods do extensive input validation checks, you will have little to no</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC17" class="react-file-line html-div" data-testid="code-cell" data-line-number="17" style="position:relative"><span class="pl-s">debugging to do. A Functional API model made entirely of built-in layers will work on</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC18" class="react-file-line html-div" data-testid="code-cell" data-line-number="18" style="position:relative"><span class="pl-s">first try -- if you can compile it, it will run.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC19" class="react-file-line html-div" data-testid="code-cell" data-line-number="19" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC20" class="react-file-line html-div" data-testid="code-cell" data-line-number="20" style="position:relative"><span class="pl-s">However, sometimes, you will need to dive deeper and write your own code. Here are some</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC21" class="react-file-line html-div" data-testid="code-cell" data-line-number="21" style="position:relative"><span class="pl-s">common examples:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC22" class="react-file-line html-div" data-testid="code-cell" data-line-number="22" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC23" class="react-file-line html-div" data-testid="code-cell" data-line-number="23" style="position:relative"><span class="pl-s">- Creating a new `Layer` subclass.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC24" class="react-file-line html-div" data-testid="code-cell" data-line-number="24" style="position:relative"><span class="pl-s">- Creating a custom `Metric` subclass.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC25" class="react-file-line html-div" data-testid="code-cell" data-line-number="25" style="position:relative"><span class="pl-s">- Implementing a custom `train_step` on a `Model`.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC26" class="react-file-line html-div" data-testid="code-cell" data-line-number="26" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC27" class="react-file-line html-div" data-testid="code-cell" data-line-number="27" style="position:relative"><span class="pl-s">This document provides a few simple tips to help you navigate debugging in these</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC28" class="react-file-line html-div" data-testid="code-cell" data-line-number="28" style="position:relative"><span class="pl-s">situations.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC29" class="react-file-line html-div" data-testid="code-cell" data-line-number="29" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC30" class="react-file-line html-div" data-testid="code-cell" data-line-number="30" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC31" class="react-file-line html-div" data-testid="code-cell" data-line-number="31" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC32" class="react-file-line html-div" data-testid="code-cell" data-line-number="32" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC33" class="react-file-line html-div" data-testid="code-cell" data-line-number="33" style="position:relative"><span class="pl-s">## Tip 1: test each part before you test the whole</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC34" class="react-file-line html-div" data-testid="code-cell" data-line-number="34" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC35" class="react-file-line html-div" data-testid="code-cell" data-line-number="35" style="position:relative"><span class="pl-s">If you've created any object that has a chance of not working as expected, don't just</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC36" class="react-file-line html-div" data-testid="code-cell" data-line-number="36" style="position:relative"><span class="pl-s">drop it in your end-to-end process and watch sparks fly. Rather, test your custom object</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC37" class="react-file-line html-div" data-testid="code-cell" data-line-number="37" style="position:relative"><span class="pl-s">in isolation first. This may seem obvious -- but you'd be surprised how often people</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC38" class="react-file-line html-div" data-testid="code-cell" data-line-number="38" style="position:relative"><span class="pl-s">don't start with this.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC39" class="react-file-line html-div" data-testid="code-cell" data-line-number="39" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC40" class="react-file-line html-div" data-testid="code-cell" data-line-number="40" style="position:relative"><span class="pl-s">- If you write a custom layer, don't call `fit()` on your entire model just yet. Call</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC41" class="react-file-line html-div" data-testid="code-cell" data-line-number="41" style="position:relative"><span class="pl-s">your layer on some test data first.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC42" class="react-file-line html-div" data-testid="code-cell" data-line-number="42" style="position:relative"><span class="pl-s">- If you write a custom metric, start by printing its output for some reference inputs.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC43" class="react-file-line html-div" data-testid="code-cell" data-line-number="43" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC44" class="react-file-line html-div" data-testid="code-cell" data-line-number="44" style="position:relative"><span class="pl-s">Here's a simple example. Let's write a custom layer a bug in it:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC45" class="react-file-line html-div" data-testid="code-cell" data-line-number="45" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC46" class="react-file-line html-div" data-testid="code-cell" data-line-number="46" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC47" class="react-file-line html-div" data-testid="code-cell" data-line-number="47" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC48" class="react-file-line html-div" data-testid="code-cell" data-line-number="48" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">os</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC49" class="react-file-line html-div" data-testid="code-cell" data-line-number="49" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC50" class="react-file-line html-div" data-testid="code-cell" data-line-number="50" style="position:relative"><span class="pl-c"># The last example uses tf.GradientTape and thus requires TensorFlow.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC51" class="react-file-line html-div" data-testid="code-cell" data-line-number="51" style="position:relative"><span class="pl-c"># However, all tips here are applicable with all backends.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC52" class="react-file-line html-div" data-testid="code-cell" data-line-number="52" style="position:relative"><span class="pl-s1">os</span>.<span class="pl-s1">environ</span>[<span class="pl-s">"KERAS_BACKEND"</span>] <span class="pl-c1">=</span> <span class="pl-s">"tensorflow"</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC53" class="react-file-line html-div" data-testid="code-cell" data-line-number="53" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC54" class="react-file-line html-div" data-testid="code-cell" data-line-number="54" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">keras</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC55" class="react-file-line html-div" data-testid="code-cell" data-line-number="55" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">keras</span> <span class="pl-k">import</span> <span class="pl-s1">layers</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC56" class="react-file-line html-div" data-testid="code-cell" data-line-number="56" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">keras</span> <span class="pl-k">import</span> <span class="pl-s1">ops</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC57" class="react-file-line html-div" data-testid="code-cell" data-line-number="57" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">numpy</span> <span class="pl-k">as</span> <span class="pl-s1">np</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC58" class="react-file-line html-div" data-testid="code-cell" data-line-number="58" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">tensorflow</span> <span class="pl-k">as</span> <span class="pl-s1">tf</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC59" class="react-file-line html-div" data-testid="code-cell" data-line-number="59" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC60" class="react-file-line html-div" data-testid="code-cell" data-line-number="60" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC61" class="react-file-line html-div" data-testid="code-cell" data-line-number="61" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">MyAntirectifier</span>(<span class="pl-s1">layers</span>.<span class="pl-v">Layer</span>):</div></div></div><div class="child-of-line-60 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC62" class="react-file-line html-div" data-testid="code-cell" data-line-number="62" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">build</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_shape</span>):</div></div></div><div class="child-of-line-60 child-of-line-61 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC63" class="react-file-line html-div" data-testid="code-cell" data-line-number="63" style="position:relative"> <span class="pl-s1">output_dim</span> <span class="pl-c1">=</span> <span class="pl-s1">input_shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]</div></div></div><div class="child-of-line-60 child-of-line-61 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC64" class="react-file-line html-div" data-testid="code-cell" data-line-number="64" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">kernel</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">add_weight</span>(</div></div></div><div class="child-of-line-60 child-of-line-61 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC65" class="react-file-line html-div" data-testid="code-cell" data-line-number="65" style="position:relative"> <span class="pl-s1">shape</span><span class="pl-c1">=</span>(<span class="pl-s1">output_dim</span> <span class="pl-c1">*</span> <span class="pl-c1">2</span>, <span class="pl-s1">output_dim</span>),</div></div></div><div class="child-of-line-60 child-of-line-61 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC66" class="react-file-line html-div" data-testid="code-cell" data-line-number="66" style="position:relative"> <span class="pl-s1">initializer</span><span class="pl-c1">=</span><span class="pl-s">"he_normal"</span>,</div></div></div><div class="child-of-line-60 child-of-line-61 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC67" class="react-file-line html-div" data-testid="code-cell" data-line-number="67" style="position:relative"> <span class="pl-s1">name</span><span class="pl-c1">=</span><span class="pl-s">"kernel"</span>,</div></div></div><div class="child-of-line-60 child-of-line-61 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC68" class="react-file-line html-div" data-testid="code-cell" data-line-number="68" style="position:relative"> <span class="pl-s1">trainable</span><span class="pl-c1">=</span><span class="pl-c1">True</span>,</div></div></div><div class="child-of-line-60 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC69" class="react-file-line html-div" data-testid="code-cell" data-line-number="69" style="position:relative"> )</div></div></div><div class="child-of-line-60 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC70" class="react-file-line html-div" data-testid="code-cell" data-line-number="70" style="position:relative"> </div></div></div><div class="child-of-line-60 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC71" class="react-file-line html-div" data-testid="code-cell" data-line-number="71" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">call</span>(<span class="pl-s1">self</span>, <span class="pl-s1">inputs</span>):</div></div></div><div class="child-of-line-60 child-of-line-70 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC72" class="react-file-line html-div" data-testid="code-cell" data-line-number="72" style="position:relative"> <span class="pl-c"># Take the positive part of the input</span></div></div></div><div class="child-of-line-60 child-of-line-70 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC73" class="react-file-line html-div" data-testid="code-cell" data-line-number="73" style="position:relative"> <span class="pl-s1">pos</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">relu</span>(<span class="pl-s1">inputs</span>)</div></div></div><div class="child-of-line-60 child-of-line-70 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC74" class="react-file-line html-div" data-testid="code-cell" data-line-number="74" style="position:relative"> <span class="pl-c"># Take the negative part of the input</span></div></div></div><div class="child-of-line-60 child-of-line-70 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC75" class="react-file-line html-div" data-testid="code-cell" data-line-number="75" style="position:relative"> <span class="pl-s1">neg</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">relu</span>(<span class="pl-c1">-</span><span class="pl-s1">inputs</span>)</div></div></div><div class="child-of-line-60 child-of-line-70 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC76" class="react-file-line html-div" data-testid="code-cell" data-line-number="76" style="position:relative"> <span class="pl-c"># Concatenate the positive and negative parts</span></div></div></div><div class="child-of-line-60 child-of-line-70 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC77" class="react-file-line html-div" data-testid="code-cell" data-line-number="77" style="position:relative"> <span class="pl-s1">concatenated</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">concatenate</span>([<span class="pl-s1">pos</span>, <span class="pl-s1">neg</span>], <span class="pl-s1">axis</span><span class="pl-c1">=</span><span class="pl-c1">0</span>)</div></div></div><div class="child-of-line-60 child-of-line-70 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC78" class="react-file-line html-div" data-testid="code-cell" data-line-number="78" style="position:relative"> <span class="pl-c"># Project the concatenation down to the same dimensionality as the input</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC79" class="react-file-line html-div" data-testid="code-cell" data-line-number="79" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">ops</span>.<span class="pl-en">matmul</span>(<span class="pl-s1">concatenated</span>, <span class="pl-s1">self</span>.<span class="pl-s1">kernel</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC80" class="react-file-line html-div" data-testid="code-cell" data-line-number="80" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC81" class="react-file-line html-div" data-testid="code-cell" data-line-number="81" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC82" class="react-file-line html-div" data-testid="code-cell" data-line-number="82" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC83" class="react-file-line html-div" data-testid="code-cell" data-line-number="83" style="position:relative"><span class="pl-s">Now, rather than using it in a end-to-end model directly, let's try to call the layer on</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC84" class="react-file-line html-div" data-testid="code-cell" data-line-number="84" style="position:relative"><span class="pl-s">some test data:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC85" class="react-file-line html-div" data-testid="code-cell" data-line-number="85" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC86" class="react-file-line html-div" data-testid="code-cell" data-line-number="86" style="position:relative"><span class="pl-s">```python</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC87" class="react-file-line html-div" data-testid="code-cell" data-line-number="87" style="position:relative"><span class="pl-s">x = tf.random.normal(shape=(2, 5))</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC88" class="react-file-line html-div" data-testid="code-cell" data-line-number="88" style="position:relative"><span class="pl-s">y = MyAntirectifier()(x)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC89" class="react-file-line html-div" data-testid="code-cell" data-line-number="89" style="position:relative"><span class="pl-s">```</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC90" class="react-file-line html-div" data-testid="code-cell" data-line-number="90" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC91" class="react-file-line html-div" data-testid="code-cell" data-line-number="91" style="position:relative"><span class="pl-s">We get the following error:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC92" class="react-file-line html-div" data-testid="code-cell" data-line-number="92" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC93" class="react-file-line html-div" data-testid="code-cell" data-line-number="93" style="position:relative"><span class="pl-s">```</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC94" class="react-file-line html-div" data-testid="code-cell" data-line-number="94" style="position:relative"><span class="pl-s">...</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC95" class="react-file-line html-div" data-testid="code-cell" data-line-number="95" style="position:relative"><span class="pl-s"> 1 x = tf.random.normal(shape=(2, 5))</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC96" class="react-file-line html-div" data-testid="code-cell" data-line-number="96" style="position:relative"><span class="pl-s">----> 2 y = MyAntirectifier()(x)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC97" class="react-file-line html-div" data-testid="code-cell" data-line-number="97" style="position:relative"><span class="pl-s">...</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC98" class="react-file-line html-div" data-testid="code-cell" data-line-number="98" style="position:relative"><span class="pl-s"> 17 neg = tf.nn.relu(-inputs)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC99" class="react-file-line html-div" data-testid="code-cell" data-line-number="99" style="position:relative"><span class="pl-s"> 18 concatenated = tf.concat([pos, neg], axis=0)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC100" class="react-file-line html-div" data-testid="code-cell" data-line-number="100" style="position:relative"><span class="pl-s">---> 19 return tf.matmul(concatenated, self.kernel)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC101" class="react-file-line html-div" data-testid="code-cell" data-line-number="101" style="position:relative"><span class="pl-s">...</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC102" class="react-file-line html-div" data-testid="code-cell" data-line-number="102" style="position:relative"><span class="pl-s">InvalidArgumentError: Matrix size-incompatible: In[0]: [4,5], In[1]: [10,5] [Op:MatMul]</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC103" class="react-file-line html-div" data-testid="code-cell" data-line-number="103" style="position:relative"><span class="pl-s">```</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC104" class="react-file-line html-div" data-testid="code-cell" data-line-number="104" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC105" class="react-file-line html-div" data-testid="code-cell" data-line-number="105" style="position:relative"><span class="pl-s">Looks like our input tensor in the `matmul` op may have an incorrect shape.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC106" class="react-file-line html-div" data-testid="code-cell" data-line-number="106" style="position:relative"><span class="pl-s">Let's add a print statement to check the actual shapes:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC107" class="react-file-line html-div" data-testid="code-cell" data-line-number="107" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC108" class="react-file-line html-div" data-testid="code-cell" data-line-number="108" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC109" class="react-file-line html-div" data-testid="code-cell" data-line-number="109" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC110" class="react-file-line html-div" data-testid="code-cell" data-line-number="110" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC111" class="react-file-line html-div" data-testid="code-cell" data-line-number="111" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">MyAntirectifier</span>(<span class="pl-s1">layers</span>.<span class="pl-v">Layer</span>):</div></div></div><div class="child-of-line-110 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC112" class="react-file-line html-div" data-testid="code-cell" data-line-number="112" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">build</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_shape</span>):</div></div></div><div class="child-of-line-110 child-of-line-111 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC113" class="react-file-line html-div" data-testid="code-cell" data-line-number="113" style="position:relative"> <span class="pl-s1">output_dim</span> <span class="pl-c1">=</span> <span class="pl-s1">input_shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]</div></div></div><div class="child-of-line-110 child-of-line-111 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC114" class="react-file-line html-div" data-testid="code-cell" data-line-number="114" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">kernel</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">add_weight</span>(</div></div></div><div class="child-of-line-110 child-of-line-111 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC115" class="react-file-line html-div" data-testid="code-cell" data-line-number="115" style="position:relative"> <span class="pl-s1">shape</span><span class="pl-c1">=</span>(<span class="pl-s1">output_dim</span> <span class="pl-c1">*</span> <span class="pl-c1">2</span>, <span class="pl-s1">output_dim</span>),</div></div></div><div class="child-of-line-110 child-of-line-111 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC116" class="react-file-line html-div" data-testid="code-cell" data-line-number="116" style="position:relative"> <span class="pl-s1">initializer</span><span class="pl-c1">=</span><span class="pl-s">"he_normal"</span>,</div></div></div><div class="child-of-line-110 child-of-line-111 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC117" class="react-file-line html-div" data-testid="code-cell" data-line-number="117" style="position:relative"> <span class="pl-s1">name</span><span class="pl-c1">=</span><span class="pl-s">"kernel"</span>,</div></div></div><div class="child-of-line-110 child-of-line-111 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC118" class="react-file-line html-div" data-testid="code-cell" data-line-number="118" style="position:relative"> <span class="pl-s1">trainable</span><span class="pl-c1">=</span><span class="pl-c1">True</span>,</div></div></div><div class="child-of-line-110 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC119" class="react-file-line html-div" data-testid="code-cell" data-line-number="119" style="position:relative"> )</div></div></div><div class="child-of-line-110 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC120" class="react-file-line html-div" data-testid="code-cell" data-line-number="120" style="position:relative"> </div></div></div><div class="child-of-line-110 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC121" class="react-file-line html-div" data-testid="code-cell" data-line-number="121" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">call</span>(<span class="pl-s1">self</span>, <span class="pl-s1">inputs</span>):</div></div></div><div class="child-of-line-110 child-of-line-120 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC122" class="react-file-line html-div" data-testid="code-cell" data-line-number="122" style="position:relative"> <span class="pl-s1">pos</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">relu</span>(<span class="pl-s1">inputs</span>)</div></div></div><div class="child-of-line-110 child-of-line-120 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC123" class="react-file-line html-div" data-testid="code-cell" data-line-number="123" style="position:relative"> <span class="pl-s1">neg</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">relu</span>(<span class="pl-c1">-</span><span class="pl-s1">inputs</span>)</div></div></div><div class="child-of-line-110 child-of-line-120 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC124" class="react-file-line html-div" data-testid="code-cell" data-line-number="124" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"pos.shape:"</span>, <span class="pl-s1">pos</span>.<span class="pl-s1">shape</span>)</div></div></div><div class="child-of-line-110 child-of-line-120 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC125" class="react-file-line html-div" data-testid="code-cell" data-line-number="125" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"neg.shape:"</span>, <span class="pl-s1">neg</span>.<span class="pl-s1">shape</span>)</div></div></div><div class="child-of-line-110 child-of-line-120 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC126" class="react-file-line html-div" data-testid="code-cell" data-line-number="126" style="position:relative"> <span class="pl-s1">concatenated</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">concatenate</span>([<span class="pl-s1">pos</span>, <span class="pl-s1">neg</span>], <span class="pl-s1">axis</span><span class="pl-c1">=</span><span class="pl-c1">0</span>)</div></div></div><div class="child-of-line-110 child-of-line-120 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC127" class="react-file-line html-div" data-testid="code-cell" data-line-number="127" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"concatenated.shape:"</span>, <span class="pl-s1">concatenated</span>.<span class="pl-s1">shape</span>)</div></div></div><div class="child-of-line-110 child-of-line-120 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC128" class="react-file-line html-div" data-testid="code-cell" data-line-number="128" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"kernel.shape:"</span>, <span class="pl-s1">self</span>.<span class="pl-s1">kernel</span>.<span class="pl-s1">shape</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC129" class="react-file-line html-div" data-testid="code-cell" data-line-number="129" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">ops</span>.<span class="pl-en">matmul</span>(<span class="pl-s1">concatenated</span>, <span class="pl-s1">self</span>.<span class="pl-s1">kernel</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC130" class="react-file-line html-div" data-testid="code-cell" data-line-number="130" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC131" class="react-file-line html-div" data-testid="code-cell" data-line-number="131" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC132" class="react-file-line html-div" data-testid="code-cell" data-line-number="132" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC133" class="react-file-line html-div" data-testid="code-cell" data-line-number="133" style="position:relative"><span class="pl-s">We get the following:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC134" class="react-file-line html-div" data-testid="code-cell" data-line-number="134" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC135" class="react-file-line html-div" data-testid="code-cell" data-line-number="135" style="position:relative"><span class="pl-s">```</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC136" class="react-file-line html-div" data-testid="code-cell" data-line-number="136" style="position:relative"><span class="pl-s">pos.shape: (2, 5)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC137" class="react-file-line html-div" data-testid="code-cell" data-line-number="137" style="position:relative"><span class="pl-s">neg.shape: (2, 5)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC138" class="react-file-line html-div" data-testid="code-cell" data-line-number="138" style="position:relative"><span class="pl-s">concatenated.shape: (4, 5)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC139" class="react-file-line html-div" data-testid="code-cell" data-line-number="139" style="position:relative"><span class="pl-s">kernel.shape: (10, 5)</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC140" class="react-file-line html-div" data-testid="code-cell" data-line-number="140" style="position:relative"><span class="pl-s">```</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC141" class="react-file-line html-div" data-testid="code-cell" data-line-number="141" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC142" class="react-file-line html-div" data-testid="code-cell" data-line-number="142" style="position:relative"><span class="pl-s">Turns out we had the wrong axis for the `concat` op! We should be concatenating `neg` and</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC143" class="react-file-line html-div" data-testid="code-cell" data-line-number="143" style="position:relative"><span class="pl-s">`pos` alongside the feature axis 1, not the batch axis 0. Here's the correct version:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC144" class="react-file-line html-div" data-testid="code-cell" data-line-number="144" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC145" class="react-file-line html-div" data-testid="code-cell" data-line-number="145" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC146" class="react-file-line html-div" data-testid="code-cell" data-line-number="146" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC147" class="react-file-line html-div" data-testid="code-cell" data-line-number="147" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">MyAntirectifier</span>(<span class="pl-s1">layers</span>.<span class="pl-v">Layer</span>):</div></div></div><div class="child-of-line-146 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC148" class="react-file-line html-div" data-testid="code-cell" data-line-number="148" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">build</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_shape</span>):</div></div></div><div class="child-of-line-146 child-of-line-147 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC149" class="react-file-line html-div" data-testid="code-cell" data-line-number="149" style="position:relative"> <span class="pl-s1">output_dim</span> <span class="pl-c1">=</span> <span class="pl-s1">input_shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]</div></div></div><div class="child-of-line-146 child-of-line-147 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC150" class="react-file-line html-div" data-testid="code-cell" data-line-number="150" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">kernel</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">add_weight</span>(</div></div></div><div class="child-of-line-146 child-of-line-147 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC151" class="react-file-line html-div" data-testid="code-cell" data-line-number="151" style="position:relative"> <span class="pl-s1">shape</span><span class="pl-c1">=</span>(<span class="pl-s1">output_dim</span> <span class="pl-c1">*</span> <span class="pl-c1">2</span>, <span class="pl-s1">output_dim</span>),</div></div></div><div class="child-of-line-146 child-of-line-147 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC152" class="react-file-line html-div" data-testid="code-cell" data-line-number="152" style="position:relative"> <span class="pl-s1">initializer</span><span class="pl-c1">=</span><span class="pl-s">"he_normal"</span>,</div></div></div><div class="child-of-line-146 child-of-line-147 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC153" class="react-file-line html-div" data-testid="code-cell" data-line-number="153" style="position:relative"> <span class="pl-s1">name</span><span class="pl-c1">=</span><span class="pl-s">"kernel"</span>,</div></div></div><div class="child-of-line-146 child-of-line-147 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC154" class="react-file-line html-div" data-testid="code-cell" data-line-number="154" style="position:relative"> <span class="pl-s1">trainable</span><span class="pl-c1">=</span><span class="pl-c1">True</span>,</div></div></div><div class="child-of-line-146 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC155" class="react-file-line html-div" data-testid="code-cell" data-line-number="155" style="position:relative"> )</div></div></div><div class="child-of-line-146 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC156" class="react-file-line html-div" data-testid="code-cell" data-line-number="156" style="position:relative"> </div></div></div><div class="child-of-line-146 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC157" class="react-file-line html-div" data-testid="code-cell" data-line-number="157" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">call</span>(<span class="pl-s1">self</span>, <span class="pl-s1">inputs</span>):</div></div></div><div class="child-of-line-146 child-of-line-156 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC158" class="react-file-line html-div" data-testid="code-cell" data-line-number="158" style="position:relative"> <span class="pl-s1">pos</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">relu</span>(<span class="pl-s1">inputs</span>)</div></div></div><div class="child-of-line-146 child-of-line-156 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC159" class="react-file-line html-div" data-testid="code-cell" data-line-number="159" style="position:relative"> <span class="pl-s1">neg</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">relu</span>(<span class="pl-c1">-</span><span class="pl-s1">inputs</span>)</div></div></div><div class="child-of-line-146 child-of-line-156 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC160" class="react-file-line html-div" data-testid="code-cell" data-line-number="160" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"pos.shape:"</span>, <span class="pl-s1">pos</span>.<span class="pl-s1">shape</span>)</div></div></div><div class="child-of-line-146 child-of-line-156 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC161" class="react-file-line html-div" data-testid="code-cell" data-line-number="161" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"neg.shape:"</span>, <span class="pl-s1">neg</span>.<span class="pl-s1">shape</span>)</div></div></div><div class="child-of-line-146 child-of-line-156 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC162" class="react-file-line html-div" data-testid="code-cell" data-line-number="162" style="position:relative"> <span class="pl-s1">concatenated</span> <span class="pl-c1">=</span> <span class="pl-s1">ops</span>.<span class="pl-en">concatenate</span>([<span class="pl-s1">pos</span>, <span class="pl-s1">neg</span>], <span class="pl-s1">axis</span><span class="pl-c1">=</span><span class="pl-c1">1</span>)</div></div></div><div class="child-of-line-146 child-of-line-156 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC163" class="react-file-line html-div" data-testid="code-cell" data-line-number="163" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"concatenated.shape:"</span>, <span class="pl-s1">concatenated</span>.<span class="pl-s1">shape</span>)</div></div></div><div class="child-of-line-146 child-of-line-156 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC164" class="react-file-line html-div" data-testid="code-cell" data-line-number="164" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"kernel.shape:"</span>, <span class="pl-s1">self</span>.<span class="pl-s1">kernel</span>.<span class="pl-s1">shape</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC165" class="react-file-line html-div" data-testid="code-cell" data-line-number="165" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">ops</span>.<span class="pl-en">matmul</span>(<span class="pl-s1">concatenated</span>, <span class="pl-s1">self</span>.<span class="pl-s1">kernel</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC166" class="react-file-line html-div" data-testid="code-cell" data-line-number="166" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC167" class="react-file-line html-div" data-testid="code-cell" data-line-number="167" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC168" class="react-file-line html-div" data-testid="code-cell" data-line-number="168" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC169" class="react-file-line html-div" data-testid="code-cell" data-line-number="169" style="position:relative"><span class="pl-s">Now our code works fine:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC170" class="react-file-line html-div" data-testid="code-cell" data-line-number="170" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC171" class="react-file-line html-div" data-testid="code-cell" data-line-number="171" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC172" class="react-file-line html-div" data-testid="code-cell" data-line-number="172" style="position:relative"><span class="pl-s1">x</span> <span class="pl-c1">=</span> <span class="pl-s1">keras</span>.<span class="pl-s1">random</span>.<span class="pl-en">normal</span>(<span class="pl-s1">shape</span><span class="pl-c1">=</span>(<span class="pl-c1">2</span>, <span class="pl-c1">5</span>))</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC173" class="react-file-line html-div" data-testid="code-cell" data-line-number="173" style="position:relative"><span class="pl-s1">y</span> <span class="pl-c1">=</span> <span class="pl-v">MyAntirectifier</span>()(<span class="pl-s1">x</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC174" class="react-file-line html-div" data-testid="code-cell" data-line-number="174" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC175" class="react-file-line html-div" data-testid="code-cell" data-line-number="175" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC176" class="react-file-line html-div" data-testid="code-cell" data-line-number="176" style="position:relative"><span class="pl-s">## Tip 2: use `model.summary()` and `plot_model()` to check layer output shapes</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC177" class="react-file-line html-div" data-testid="code-cell" data-line-number="177" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC178" class="react-file-line html-div" data-testid="code-cell" data-line-number="178" style="position:relative"><span class="pl-s">If you're working with complex network topologies, you're going to need a way</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC179" class="react-file-line html-div" data-testid="code-cell" data-line-number="179" style="position:relative"><span class="pl-s">to visualize how your layers are connected and how they transform the data that passes</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC180" class="react-file-line html-div" data-testid="code-cell" data-line-number="180" style="position:relative"><span class="pl-s">through them.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC181" class="react-file-line html-div" data-testid="code-cell" data-line-number="181" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC182" class="react-file-line html-div" data-testid="code-cell" data-line-number="182" style="position:relative"><span class="pl-s">Here's an example. Consider this model with three inputs and two outputs (lifted from the</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC183" class="react-file-line html-div" data-testid="code-cell" data-line-number="183" style="position:relative"><span class="pl-s">[Functional API guide](https://keras.io/guides/functional_api/#manipulate-complex-graph-topologies)):</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC184" class="react-file-line html-div" data-testid="code-cell" data-line-number="184" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC185" class="react-file-line html-div" data-testid="code-cell" data-line-number="185" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC186" class="react-file-line html-div" data-testid="code-cell" data-line-number="186" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC187" class="react-file-line html-div" data-testid="code-cell" data-line-number="187" style="position:relative"><span class="pl-s1">num_tags</span> <span class="pl-c1">=</span> <span class="pl-c1">12</span> <span class="pl-c"># Number of unique issue tags</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC188" class="react-file-line html-div" data-testid="code-cell" data-line-number="188" style="position:relative"><span class="pl-s1">num_words</span> <span class="pl-c1">=</span> <span class="pl-c1">10000</span> <span class="pl-c"># Size of vocabulary obtained when preprocessing text data</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC189" class="react-file-line html-div" data-testid="code-cell" data-line-number="189" style="position:relative"><span class="pl-s1">num_departments</span> <span class="pl-c1">=</span> <span class="pl-c1">4</span> <span class="pl-c"># Number of departments for predictions</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC190" class="react-file-line html-div" data-testid="code-cell" data-line-number="190" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC191" class="react-file-line html-div" data-testid="code-cell" data-line-number="191" style="position:relative"><span class="pl-s1">title_input</span> <span class="pl-c1">=</span> <span class="pl-s1">keras</span>.<span class="pl-v">Input</span>(</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC192" class="react-file-line html-div" data-testid="code-cell" data-line-number="192" style="position:relative"> <span class="pl-s1">shape</span><span class="pl-c1">=</span>(<span class="pl-c1">None</span>,), <span class="pl-s1">name</span><span class="pl-c1">=</span><span class="pl-s">"title"</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC193" class="react-file-line html-div" data-testid="code-cell" data-line-number="193" style="position:relative">) <span class="pl-c"># Variable-length sequence of ints</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC194" class="react-file-line html-div" data-testid="code-cell" data-line-number="194" style="position:relative"><span class="pl-s1">body_input</span> <span class="pl-c1">=</span> <span class="pl-s1">keras</span>.<span class="pl-v">Input</span>(<span class="pl-s1">shape</span><span class="pl-c1">=</span>(<span class="pl-c1">None</span>,), <span class="pl-s1">name</span><span class="pl-c1">=</span><span class="pl-s">"body"</span>) <span class="pl-c"># Variable-length sequence of ints</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC195" class="react-file-line html-div" data-testid="code-cell" data-line-number="195" style="position:relative"><span class="pl-s1">tags_input</span> <span class="pl-c1">=</span> <span class="pl-s1">keras</span>.<span class="pl-v">Input</span>(</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC196" class="react-file-line html-div" data-testid="code-cell" data-line-number="196" style="position:relative"> <span class="pl-s1">shape</span><span class="pl-c1">=</span>(<span class="pl-s1">num_tags</span>,), <span class="pl-s1">name</span><span class="pl-c1">=</span><span class="pl-s">"tags"</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC197" class="react-file-line html-div" data-testid="code-cell" data-line-number="197" style="position:relative">) <span class="pl-c"># Binary vectors of size `num_tags`</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC198" class="react-file-line html-div" data-testid="code-cell" data-line-number="198" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC199" class="react-file-line html-div" data-testid="code-cell" data-line-number="199" style="position:relative"><span class="pl-c"># Embed each word in the title into a 64-dimensional vector</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC200" class="react-file-line html-div" data-testid="code-cell" data-line-number="200" style="position:relative"><span class="pl-s1">title_features</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-v">Embedding</span>(<span class="pl-s1">num_words</span>, <span class="pl-c1">64</span>)(<span class="pl-s1">title_input</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC201" class="react-file-line html-div" data-testid="code-cell" data-line-number="201" style="position:relative"><span class="pl-c"># Embed each word in the text into a 64-dimensional vector</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC202" class="react-file-line html-div" data-testid="code-cell" data-line-number="202" style="position:relative"><span class="pl-s1">body_features</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-v">Embedding</span>(<span class="pl-s1">num_words</span>, <span class="pl-c1">64</span>)(<span class="pl-s1">body_input</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC203" class="react-file-line html-div" data-testid="code-cell" data-line-number="203" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC204" class="react-file-line html-div" data-testid="code-cell" data-line-number="204" style="position:relative"><span class="pl-c"># Reduce sequence of embedded words in the title into a single 128-dimensional vector</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC205" class="react-file-line html-div" data-testid="code-cell" data-line-number="205" style="position:relative"><span class="pl-s1">title_features</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-v">LSTM</span>(<span class="pl-c1">128</span>)(<span class="pl-s1">title_features</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC206" class="react-file-line html-div" data-testid="code-cell" data-line-number="206" style="position:relative"><span class="pl-c"># Reduce sequence of embedded words in the body into a single 32-dimensional vector</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC207" class="react-file-line html-div" data-testid="code-cell" data-line-number="207" style="position:relative"><span class="pl-s1">body_features</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-v">LSTM</span>(<span class="pl-c1">32</span>)(<span class="pl-s1">body_features</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC208" class="react-file-line html-div" data-testid="code-cell" data-line-number="208" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC209" class="react-file-line html-div" data-testid="code-cell" data-line-number="209" style="position:relative"><span class="pl-c"># Merge all available features into a single large vector via concatenation</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC210" class="react-file-line html-div" data-testid="code-cell" data-line-number="210" style="position:relative"><span class="pl-s1">x</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-en">concatenate</span>([<span class="pl-s1">title_features</span>, <span class="pl-s1">body_features</span>, <span class="pl-s1">tags_input</span>])</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC211" class="react-file-line html-div" data-testid="code-cell" data-line-number="211" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC212" class="react-file-line html-div" data-testid="code-cell" data-line-number="212" style="position:relative"><span class="pl-c"># Stick a logistic regression for priority prediction on top of the features</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC213" class="react-file-line html-div" data-testid="code-cell" data-line-number="213" style="position:relative"><span class="pl-s1">priority_pred</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-v">Dense</span>(<span class="pl-c1">1</span>, <span class="pl-s1">name</span><span class="pl-c1">=</span><span class="pl-s">"priority"</span>)(<span class="pl-s1">x</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC214" class="react-file-line html-div" data-testid="code-cell" data-line-number="214" style="position:relative"><span class="pl-c"># Stick a department classifier on top of the features</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC215" class="react-file-line html-div" data-testid="code-cell" data-line-number="215" style="position:relative"><span class="pl-s1">department_pred</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-v">Dense</span>(<span class="pl-s1">num_departments</span>, <span class="pl-s1">name</span><span class="pl-c1">=</span><span class="pl-s">"department"</span>)(<span class="pl-s1">x</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC216" class="react-file-line html-div" data-testid="code-cell" data-line-number="216" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC217" class="react-file-line html-div" data-testid="code-cell" data-line-number="217" style="position:relative"><span class="pl-c"># Instantiate an end-to-end model predicting both priority and department</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC218" class="react-file-line html-div" data-testid="code-cell" data-line-number="218" style="position:relative"><span class="pl-s1">model</span> <span class="pl-c1">=</span> <span class="pl-s1">keras</span>.<span class="pl-v">Model</span>(</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC219" class="react-file-line html-div" data-testid="code-cell" data-line-number="219" style="position:relative"> <span class="pl-s1">inputs</span><span class="pl-c1">=</span>[<span class="pl-s1">title_input</span>, <span class="pl-s1">body_input</span>, <span class="pl-s1">tags_input</span>],</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC220" class="react-file-line html-div" data-testid="code-cell" data-line-number="220" style="position:relative"> <span class="pl-s1">outputs</span><span class="pl-c1">=</span>[<span class="pl-s1">priority_pred</span>, <span class="pl-s1">department_pred</span>],</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC221" class="react-file-line html-div" data-testid="code-cell" data-line-number="221" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC222" class="react-file-line html-div" data-testid="code-cell" data-line-number="222" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC223" class="react-file-line html-div" data-testid="code-cell" data-line-number="223" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC224" class="react-file-line html-div" data-testid="code-cell" data-line-number="224" style="position:relative"><span class="pl-s">Calling `summary()` can help you check the output shape of each layer:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC225" class="react-file-line html-div" data-testid="code-cell" data-line-number="225" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC226" class="react-file-line html-div" data-testid="code-cell" data-line-number="226" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC227" class="react-file-line html-div" data-testid="code-cell" data-line-number="227" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">summary</span>()</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC228" class="react-file-line html-div" data-testid="code-cell" data-line-number="228" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC229" class="react-file-line html-div" data-testid="code-cell" data-line-number="229" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC230" class="react-file-line html-div" data-testid="code-cell" data-line-number="230" style="position:relative"><span class="pl-s">You can also visualize the entire network topology alongside output shapes using</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC231" class="react-file-line html-div" data-testid="code-cell" data-line-number="231" style="position:relative"><span class="pl-s">`plot_model`:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC232" class="react-file-line html-div" data-testid="code-cell" data-line-number="232" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC233" class="react-file-line html-div" data-testid="code-cell" data-line-number="233" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC234" class="react-file-line html-div" data-testid="code-cell" data-line-number="234" style="position:relative"><span class="pl-s1">keras</span>.<span class="pl-s1">utils</span>.<span class="pl-en">plot_model</span>(<span class="pl-s1">model</span>, <span class="pl-s1">show_shapes</span><span class="pl-c1">=</span><span class="pl-c1">True</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC235" class="react-file-line html-div" data-testid="code-cell" data-line-number="235" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC236" class="react-file-line html-div" data-testid="code-cell" data-line-number="236" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC237" class="react-file-line html-div" data-testid="code-cell" data-line-number="237" style="position:relative"><span class="pl-s">With this plot, any connectivity-level error becomes immediately obvious.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC238" class="react-file-line html-div" data-testid="code-cell" data-line-number="238" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC239" class="react-file-line html-div" data-testid="code-cell" data-line-number="239" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC240" class="react-file-line html-div" data-testid="code-cell" data-line-number="240" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC241" class="react-file-line html-div" data-testid="code-cell" data-line-number="241" style="position:relative"><span class="pl-s">## Tip 3: to debug what happens during `fit()`, use `run_eagerly=True`</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC242" class="react-file-line html-div" data-testid="code-cell" data-line-number="242" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC243" class="react-file-line html-div" data-testid="code-cell" data-line-number="243" style="position:relative"><span class="pl-s">The `fit()` method is fast: it runs a well-optimized, fully-compiled computation graph.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC244" class="react-file-line html-div" data-testid="code-cell" data-line-number="244" style="position:relative"><span class="pl-s">That's great for performance, but it also means that the code you're executing isn't the</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC245" class="react-file-line html-div" data-testid="code-cell" data-line-number="245" style="position:relative"><span class="pl-s">Python code you've written. This can be problematic when debugging. As you may recall,</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC246" class="react-file-line html-div" data-testid="code-cell" data-line-number="246" style="position:relative"><span class="pl-s">Python is slow -- so we use it as a staging language, not as an execution language.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC247" class="react-file-line html-div" data-testid="code-cell" data-line-number="247" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC248" class="react-file-line html-div" data-testid="code-cell" data-line-number="248" style="position:relative"><span class="pl-s">Thankfully, there's an easy way to run your code in "debug mode", fully eagerly:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC249" class="react-file-line html-div" data-testid="code-cell" data-line-number="249" style="position:relative"><span class="pl-s">pass `run_eagerly=True` to `compile()`. Your call to `fit()` will now get executed line</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC250" class="react-file-line html-div" data-testid="code-cell" data-line-number="250" style="position:relative"><span class="pl-s">by line, without any optimization. It's slower, but it makes it possible to print the</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC251" class="react-file-line html-div" data-testid="code-cell" data-line-number="251" style="position:relative"><span class="pl-s">value of intermediate tensors, or to use a Python debugger. Great for debugging.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC252" class="react-file-line html-div" data-testid="code-cell" data-line-number="252" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC253" class="react-file-line html-div" data-testid="code-cell" data-line-number="253" style="position:relative"><span class="pl-s">Here's a basic example: let's write a really simple model with a custom `train_step()` method.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC254" class="react-file-line html-div" data-testid="code-cell" data-line-number="254" style="position:relative"><span class="pl-s">Our model just implements gradient descent, but instead of first-order gradients,</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC255" class="react-file-line html-div" data-testid="code-cell" data-line-number="255" style="position:relative"><span class="pl-s">it uses a combination of first-order and second-order gradients. Pretty simple so far.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC256" class="react-file-line html-div" data-testid="code-cell" data-line-number="256" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC257" class="react-file-line html-div" data-testid="code-cell" data-line-number="257" style="position:relative"><span class="pl-s">Can you spot what we're doing wrong?</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC258" class="react-file-line html-div" data-testid="code-cell" data-line-number="258" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC259" class="react-file-line html-div" data-testid="code-cell" data-line-number="259" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC260" class="react-file-line html-div" data-testid="code-cell" data-line-number="260" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC261" class="react-file-line html-div" data-testid="code-cell" data-line-number="261" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">MyModel</span>(<span class="pl-s1">keras</span>.<span class="pl-v">Model</span>):</div></div></div><div class="child-of-line-260 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC262" class="react-file-line html-div" data-testid="code-cell" data-line-number="262" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">train_step</span>(<span class="pl-s1">self</span>, <span class="pl-s1">data</span>):</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC263" class="react-file-line html-div" data-testid="code-cell" data-line-number="263" style="position:relative"> <span class="pl-s1">inputs</span>, <span class="pl-s1">targets</span> <span class="pl-c1">=</span> <span class="pl-s1">data</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC264" class="react-file-line html-div" data-testid="code-cell" data-line-number="264" style="position:relative"> <span class="pl-s1">trainable_vars</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">trainable_variables</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC265" class="react-file-line html-div" data-testid="code-cell" data-line-number="265" style="position:relative"> <span class="pl-k">with</span> <span class="pl-s1">tf</span>.<span class="pl-v">GradientTape</span>() <span class="pl-k">as</span> <span class="pl-s1">tape2</span>:</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC266" class="react-file-line html-div" data-testid="code-cell" data-line-number="266" style="position:relative"> <span class="pl-k">with</span> <span class="pl-s1">tf</span>.<span class="pl-v">GradientTape</span>() <span class="pl-k">as</span> <span class="pl-s1">tape1</span>:</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC267" class="react-file-line html-div" data-testid="code-cell" data-line-number="267" style="position:relative"> <span class="pl-s1">y_pred</span> <span class="pl-c1">=</span> <span class="pl-en">self</span>(<span class="pl-s1">inputs</span>, <span class="pl-s1">training</span><span class="pl-c1">=</span><span class="pl-c1">True</span>) <span class="pl-c"># Forward pass</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC268" class="react-file-line html-div" data-testid="code-cell" data-line-number="268" style="position:relative"> <span class="pl-c"># Compute the loss value</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC269" class="react-file-line html-div" data-testid="code-cell" data-line-number="269" style="position:relative"> <span class="pl-c"># (the loss function is configured in `compile()`)</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC270" class="react-file-line html-div" data-testid="code-cell" data-line-number="270" style="position:relative"> <span class="pl-s1">loss</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">compute_loss</span>(<span class="pl-s1">y</span><span class="pl-c1">=</span><span class="pl-s1">targets</span>, <span class="pl-s1">y_pred</span><span class="pl-c1">=</span><span class="pl-s1">y_pred</span>)</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC271" class="react-file-line html-div" data-testid="code-cell" data-line-number="271" style="position:relative"> <span class="pl-c"># Compute first-order gradients</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC272" class="react-file-line html-div" data-testid="code-cell" data-line-number="272" style="position:relative"> <span class="pl-s1">dl_dw</span> <span class="pl-c1">=</span> <span class="pl-s1">tape1</span>.<span class="pl-en">gradient</span>(<span class="pl-s1">loss</span>, <span class="pl-s1">trainable_vars</span>)</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC273" class="react-file-line html-div" data-testid="code-cell" data-line-number="273" style="position:relative"> <span class="pl-c"># Compute second-order gradients</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC274" class="react-file-line html-div" data-testid="code-cell" data-line-number="274" style="position:relative"> <span class="pl-s1">d2l_dw2</span> <span class="pl-c1">=</span> <span class="pl-s1">tape2</span>.<span class="pl-en">gradient</span>(<span class="pl-s1">dl_dw</span>, <span class="pl-s1">trainable_vars</span>)</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC275" class="react-file-line html-div" data-testid="code-cell" data-line-number="275" style="position:relative"> </div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC276" class="react-file-line html-div" data-testid="code-cell" data-line-number="276" style="position:relative"> <span class="pl-c"># Combine first-order and second-order gradients</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC277" class="react-file-line html-div" data-testid="code-cell" data-line-number="277" style="position:relative"> <span class="pl-s1">grads</span> <span class="pl-c1">=</span> [<span class="pl-c1">0.5</span> <span class="pl-c1">*</span> <span class="pl-s1">w1</span> <span class="pl-c1">+</span> <span class="pl-c1">0.5</span> <span class="pl-c1">*</span> <span class="pl-s1">w2</span> <span class="pl-k">for</span> (<span class="pl-s1">w1</span>, <span class="pl-s1">w2</span>) <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">d2l_dw2</span>, <span class="pl-s1">dl_dw</span>)]</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC278" class="react-file-line html-div" data-testid="code-cell" data-line-number="278" style="position:relative"> </div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC279" class="react-file-line html-div" data-testid="code-cell" data-line-number="279" style="position:relative"> <span class="pl-c"># Update weights</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC280" class="react-file-line html-div" data-testid="code-cell" data-line-number="280" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">optimizer</span>.<span class="pl-en">apply_gradients</span>(<span class="pl-en">zip</span>(<span class="pl-s1">grads</span>, <span class="pl-s1">trainable_vars</span>))</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC281" class="react-file-line html-div" data-testid="code-cell" data-line-number="281" style="position:relative"> </div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC282" class="react-file-line html-div" data-testid="code-cell" data-line-number="282" style="position:relative"> <span class="pl-c"># Update metrics (includes the metric that tracks the loss)</span></div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC283" class="react-file-line html-div" data-testid="code-cell" data-line-number="283" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">metric</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">metrics</span>:</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC284" class="react-file-line html-div" data-testid="code-cell" data-line-number="284" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">metric</span>.<span class="pl-s1">name</span> <span class="pl-c1">==</span> <span class="pl-s">"loss"</span>:</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC285" class="react-file-line html-div" data-testid="code-cell" data-line-number="285" style="position:relative"> <span class="pl-s1">metric</span>.<span class="pl-en">update_state</span>(<span class="pl-s1">loss</span>)</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC286" class="react-file-line html-div" data-testid="code-cell" data-line-number="286" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC287" class="react-file-line html-div" data-testid="code-cell" data-line-number="287" style="position:relative"> <span class="pl-s1">metric</span>.<span class="pl-en">update_state</span>(<span class="pl-s1">targets</span>, <span class="pl-s1">y_pred</span>)</div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC288" class="react-file-line html-div" data-testid="code-cell" data-line-number="288" style="position:relative"> </div></div></div><div class="child-of-line-260 child-of-line-261 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC289" class="react-file-line html-div" data-testid="code-cell" data-line-number="289" style="position:relative"> <span class="pl-c"># Return a dict mapping metric names to current value</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC290" class="react-file-line html-div" data-testid="code-cell" data-line-number="290" style="position:relative"> <span class="pl-k">return</span> {<span class="pl-s1">m</span>.<span class="pl-s1">name</span>: <span class="pl-s1">m</span>.<span class="pl-en">result</span>() <span class="pl-k">for</span> <span class="pl-s1">m</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">metrics</span>}</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC291" class="react-file-line html-div" data-testid="code-cell" data-line-number="291" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC292" class="react-file-line html-div" data-testid="code-cell" data-line-number="292" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC293" class="react-file-line html-div" data-testid="code-cell" data-line-number="293" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC294" class="react-file-line html-div" data-testid="code-cell" data-line-number="294" style="position:relative"><span class="pl-s">Let's train a one-layer model on MNIST with this custom loss function.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC295" class="react-file-line html-div" data-testid="code-cell" data-line-number="295" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC296" class="react-file-line html-div" data-testid="code-cell" data-line-number="296" style="position:relative"><span class="pl-s">We pick, somewhat at random, a batch size of 1024 and a learning rate of 0.1. The general</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC297" class="react-file-line html-div" data-testid="code-cell" data-line-number="297" style="position:relative"><span class="pl-s">idea being to use larger batches and a larger learning rate than usual, since our</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC298" class="react-file-line html-div" data-testid="code-cell" data-line-number="298" style="position:relative"><span class="pl-s">"improved" gradients should lead us to quicker convergence.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC299" class="react-file-line html-div" data-testid="code-cell" data-line-number="299" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC300" class="react-file-line html-div" data-testid="code-cell" data-line-number="300" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC301" class="react-file-line html-div" data-testid="code-cell" data-line-number="301" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC302" class="react-file-line html-div" data-testid="code-cell" data-line-number="302" style="position:relative"><span class="pl-c"># Construct an instance of MyModel</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC303" class="react-file-line html-div" data-testid="code-cell" data-line-number="303" style="position:relative"><span class="pl-k">def</span> <span class="pl-en">get_model</span>():</div></div></div><div class="child-of-line-302 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC304" class="react-file-line html-div" data-testid="code-cell" data-line-number="304" style="position:relative"> <span class="pl-s1">inputs</span> <span class="pl-c1">=</span> <span class="pl-s1">keras</span>.<span class="pl-v">Input</span>(<span class="pl-s1">shape</span><span class="pl-c1">=</span>(<span class="pl-c1">784</span>,))</div></div></div><div class="child-of-line-302 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC305" class="react-file-line html-div" data-testid="code-cell" data-line-number="305" style="position:relative"> <span class="pl-s1">intermediate</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-v">Dense</span>(<span class="pl-c1">256</span>, <span class="pl-s1">activation</span><span class="pl-c1">=</span><span class="pl-s">"relu"</span>)(<span class="pl-s1">inputs</span>)</div></div></div><div class="child-of-line-302 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC306" class="react-file-line html-div" data-testid="code-cell" data-line-number="306" style="position:relative"> <span class="pl-s1">outputs</span> <span class="pl-c1">=</span> <span class="pl-s1">layers</span>.<span class="pl-v">Dense</span>(<span class="pl-c1">10</span>, <span class="pl-s1">activation</span><span class="pl-c1">=</span><span class="pl-s">"softmax"</span>)(<span class="pl-s1">intermediate</span>)</div></div></div><div class="child-of-line-302 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC307" class="react-file-line html-div" data-testid="code-cell" data-line-number="307" style="position:relative"> <span class="pl-s1">model</span> <span class="pl-c1">=</span> <span class="pl-v">MyModel</span>(<span class="pl-s1">inputs</span>, <span class="pl-s1">outputs</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC308" class="react-file-line html-div" data-testid="code-cell" data-line-number="308" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">model</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC309" class="react-file-line html-div" data-testid="code-cell" data-line-number="309" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC310" class="react-file-line html-div" data-testid="code-cell" data-line-number="310" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC311" class="react-file-line html-div" data-testid="code-cell" data-line-number="311" style="position:relative"><span class="pl-c"># Prepare data</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC312" class="react-file-line html-div" data-testid="code-cell" data-line-number="312" style="position:relative">(<span class="pl-s1">x_train</span>, <span class="pl-s1">y_train</span>), <span class="pl-s1">_</span> <span class="pl-c1">=</span> <span class="pl-s1">keras</span>.<span class="pl-s1">datasets</span>.<span class="pl-s1">mnist</span>.<span class="pl-en">load_data</span>()</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC313" class="react-file-line html-div" data-testid="code-cell" data-line-number="313" style="position:relative"><span class="pl-s1">x_train</span> <span class="pl-c1">=</span> <span class="pl-s1">np</span>.<span class="pl-en">reshape</span>(<span class="pl-s1">x_train</span>, (<span class="pl-c1">-</span><span class="pl-c1">1</span>, <span class="pl-c1">784</span>)) <span class="pl-c1">/</span> <span class="pl-c1">255</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC314" class="react-file-line html-div" data-testid="code-cell" data-line-number="314" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC315" class="react-file-line html-div" data-testid="code-cell" data-line-number="315" style="position:relative"><span class="pl-s1">model</span> <span class="pl-c1">=</span> <span class="pl-en">get_model</span>()</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC316" class="react-file-line html-div" data-testid="code-cell" data-line-number="316" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">compile</span>(</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC317" class="react-file-line html-div" data-testid="code-cell" data-line-number="317" style="position:relative"> <span class="pl-s1">optimizer</span><span class="pl-c1">=</span><span class="pl-s1">keras</span>.<span class="pl-s1">optimizers</span>.<span class="pl-v">SGD</span>(<span class="pl-s1">learning_rate</span><span class="pl-c1">=</span><span class="pl-c1">1e-2</span>),</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC318" class="react-file-line html-div" data-testid="code-cell" data-line-number="318" style="position:relative"> <span class="pl-s1">loss</span><span class="pl-c1">=</span><span class="pl-s">"sparse_categorical_crossentropy"</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC319" class="react-file-line html-div" data-testid="code-cell" data-line-number="319" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC320" class="react-file-line html-div" data-testid="code-cell" data-line-number="320" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">fit</span>(<span class="pl-s1">x_train</span>, <span class="pl-s1">y_train</span>, <span class="pl-s1">epochs</span><span class="pl-c1">=</span><span class="pl-c1">3</span>, <span class="pl-s1">batch_size</span><span class="pl-c1">=</span><span class="pl-c1">1024</span>, <span class="pl-s1">validation_split</span><span class="pl-c1">=</span><span class="pl-c1">0.1</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC321" class="react-file-line html-div" data-testid="code-cell" data-line-number="321" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC322" class="react-file-line html-div" data-testid="code-cell" data-line-number="322" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC323" class="react-file-line html-div" data-testid="code-cell" data-line-number="323" style="position:relative"><span class="pl-s">Oh no, it doesn't converge! Something is not working as planned.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC324" class="react-file-line html-div" data-testid="code-cell" data-line-number="324" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC325" class="react-file-line html-div" data-testid="code-cell" data-line-number="325" style="position:relative"><span class="pl-s">Time for some step-by-step printing of what's going on with our gradients.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC326" class="react-file-line html-div" data-testid="code-cell" data-line-number="326" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC327" class="react-file-line html-div" data-testid="code-cell" data-line-number="327" style="position:relative"><span class="pl-s">We add various `print` statements in the `train_step` method, and we make sure to pass</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC328" class="react-file-line html-div" data-testid="code-cell" data-line-number="328" style="position:relative"><span class="pl-s">`run_eagerly=True` to `compile()` to run our code step-by-step, eagerly.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC329" class="react-file-line html-div" data-testid="code-cell" data-line-number="329" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC330" class="react-file-line html-div" data-testid="code-cell" data-line-number="330" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC331" class="react-file-line html-div" data-testid="code-cell" data-line-number="331" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC332" class="react-file-line html-div" data-testid="code-cell" data-line-number="332" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">MyModel</span>(<span class="pl-s1">keras</span>.<span class="pl-v">Model</span>):</div></div></div><div class="child-of-line-331 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC333" class="react-file-line html-div" data-testid="code-cell" data-line-number="333" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">train_step</span>(<span class="pl-s1">self</span>, <span class="pl-s1">data</span>):</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC334" class="react-file-line html-div" data-testid="code-cell" data-line-number="334" style="position:relative"> <span class="pl-en">print</span>()</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC335" class="react-file-line html-div" data-testid="code-cell" data-line-number="335" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"----Start of step: %d"</span> <span class="pl-c1">%</span> (<span class="pl-s1">self</span>.<span class="pl-s1">step_counter</span>,))</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC336" class="react-file-line html-div" data-testid="code-cell" data-line-number="336" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">step_counter</span> <span class="pl-c1">+=</span> <span class="pl-c1">1</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC337" class="react-file-line html-div" data-testid="code-cell" data-line-number="337" style="position:relative"> </div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC338" class="react-file-line html-div" data-testid="code-cell" data-line-number="338" style="position:relative"> <span class="pl-s1">inputs</span>, <span class="pl-s1">targets</span> <span class="pl-c1">=</span> <span class="pl-s1">data</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC339" class="react-file-line html-div" data-testid="code-cell" data-line-number="339" style="position:relative"> <span class="pl-s1">trainable_vars</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">trainable_variables</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC340" class="react-file-line html-div" data-testid="code-cell" data-line-number="340" style="position:relative"> <span class="pl-k">with</span> <span class="pl-s1">tf</span>.<span class="pl-v">GradientTape</span>() <span class="pl-k">as</span> <span class="pl-s1">tape2</span>:</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC341" class="react-file-line html-div" data-testid="code-cell" data-line-number="341" style="position:relative"> <span class="pl-k">with</span> <span class="pl-s1">tf</span>.<span class="pl-v">GradientTape</span>() <span class="pl-k">as</span> <span class="pl-s1">tape1</span>:</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC342" class="react-file-line html-div" data-testid="code-cell" data-line-number="342" style="position:relative"> <span class="pl-s1">y_pred</span> <span class="pl-c1">=</span> <span class="pl-en">self</span>(<span class="pl-s1">inputs</span>, <span class="pl-s1">training</span><span class="pl-c1">=</span><span class="pl-c1">True</span>) <span class="pl-c"># Forward pass</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC343" class="react-file-line html-div" data-testid="code-cell" data-line-number="343" style="position:relative"> <span class="pl-c"># Compute the loss value</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC344" class="react-file-line html-div" data-testid="code-cell" data-line-number="344" style="position:relative"> <span class="pl-c"># (the loss function is configured in `compile()`)</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC345" class="react-file-line html-div" data-testid="code-cell" data-line-number="345" style="position:relative"> <span class="pl-s1">loss</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">compute_loss</span>(<span class="pl-s1">y</span><span class="pl-c1">=</span><span class="pl-s1">targets</span>, <span class="pl-s1">y_pred</span><span class="pl-c1">=</span><span class="pl-s1">y_pred</span>)</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC346" class="react-file-line html-div" data-testid="code-cell" data-line-number="346" style="position:relative"> <span class="pl-c"># Compute first-order gradients</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC347" class="react-file-line html-div" data-testid="code-cell" data-line-number="347" style="position:relative"> <span class="pl-s1">dl_dw</span> <span class="pl-c1">=</span> <span class="pl-s1">tape1</span>.<span class="pl-en">gradient</span>(<span class="pl-s1">loss</span>, <span class="pl-s1">trainable_vars</span>)</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC348" class="react-file-line html-div" data-testid="code-cell" data-line-number="348" style="position:relative"> <span class="pl-c"># Compute second-order gradients</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC349" class="react-file-line html-div" data-testid="code-cell" data-line-number="349" style="position:relative"> <span class="pl-s1">d2l_dw2</span> <span class="pl-c1">=</span> <span class="pl-s1">tape2</span>.<span class="pl-en">gradient</span>(<span class="pl-s1">dl_dw</span>, <span class="pl-s1">trainable_vars</span>)</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC350" class="react-file-line html-div" data-testid="code-cell" data-line-number="350" style="position:relative"> </div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC351" class="react-file-line html-div" data-testid="code-cell" data-line-number="351" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"Max of dl_dw[0]: %.4f"</span> <span class="pl-c1">%</span> <span class="pl-s1">tf</span>.<span class="pl-en">reduce_max</span>(<span class="pl-s1">dl_dw</span>[<span class="pl-c1">0</span>]))</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC352" class="react-file-line html-div" data-testid="code-cell" data-line-number="352" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"Min of dl_dw[0]: %.4f"</span> <span class="pl-c1">%</span> <span class="pl-s1">tf</span>.<span class="pl-en">reduce_min</span>(<span class="pl-s1">dl_dw</span>[<span class="pl-c1">0</span>]))</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC353" class="react-file-line html-div" data-testid="code-cell" data-line-number="353" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"Mean of dl_dw[0]: %.4f"</span> <span class="pl-c1">%</span> <span class="pl-s1">tf</span>.<span class="pl-en">reduce_mean</span>(<span class="pl-s1">dl_dw</span>[<span class="pl-c1">0</span>]))</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC354" class="react-file-line html-div" data-testid="code-cell" data-line-number="354" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"-"</span>)</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC355" class="react-file-line html-div" data-testid="code-cell" data-line-number="355" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"Max of d2l_dw2[0]: %.4f"</span> <span class="pl-c1">%</span> <span class="pl-s1">tf</span>.<span class="pl-en">reduce_max</span>(<span class="pl-s1">d2l_dw2</span>[<span class="pl-c1">0</span>]))</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC356" class="react-file-line html-div" data-testid="code-cell" data-line-number="356" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"Min of d2l_dw2[0]: %.4f"</span> <span class="pl-c1">%</span> <span class="pl-s1">tf</span>.<span class="pl-en">reduce_min</span>(<span class="pl-s1">d2l_dw2</span>[<span class="pl-c1">0</span>]))</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC357" class="react-file-line html-div" data-testid="code-cell" data-line-number="357" style="position:relative"> <span class="pl-en">print</span>(<span class="pl-s">"Mean of d2l_dw2[0]: %.4f"</span> <span class="pl-c1">%</span> <span class="pl-s1">tf</span>.<span class="pl-en">reduce_mean</span>(<span class="pl-s1">d2l_dw2</span>[<span class="pl-c1">0</span>]))</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC358" class="react-file-line html-div" data-testid="code-cell" data-line-number="358" style="position:relative"> </div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC359" class="react-file-line html-div" data-testid="code-cell" data-line-number="359" style="position:relative"> <span class="pl-c"># Combine first-order and second-order gradients</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC360" class="react-file-line html-div" data-testid="code-cell" data-line-number="360" style="position:relative"> <span class="pl-s1">grads</span> <span class="pl-c1">=</span> [<span class="pl-c1">0.5</span> <span class="pl-c1">*</span> <span class="pl-s1">w1</span> <span class="pl-c1">+</span> <span class="pl-c1">0.5</span> <span class="pl-c1">*</span> <span class="pl-s1">w2</span> <span class="pl-k">for</span> (<span class="pl-s1">w1</span>, <span class="pl-s1">w2</span>) <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">d2l_dw2</span>, <span class="pl-s1">dl_dw</span>)]</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC361" class="react-file-line html-div" data-testid="code-cell" data-line-number="361" style="position:relative"> </div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC362" class="react-file-line html-div" data-testid="code-cell" data-line-number="362" style="position:relative"> <span class="pl-c"># Update weights</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC363" class="react-file-line html-div" data-testid="code-cell" data-line-number="363" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">optimizer</span>.<span class="pl-en">apply_gradients</span>(<span class="pl-en">zip</span>(<span class="pl-s1">grads</span>, <span class="pl-s1">trainable_vars</span>))</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC364" class="react-file-line html-div" data-testid="code-cell" data-line-number="364" style="position:relative"> </div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC365" class="react-file-line html-div" data-testid="code-cell" data-line-number="365" style="position:relative"> <span class="pl-c"># Update metrics (includes the metric that tracks the loss)</span></div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC366" class="react-file-line html-div" data-testid="code-cell" data-line-number="366" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">metric</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">metrics</span>:</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC367" class="react-file-line html-div" data-testid="code-cell" data-line-number="367" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">metric</span>.<span class="pl-s1">name</span> <span class="pl-c1">==</span> <span class="pl-s">"loss"</span>:</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC368" class="react-file-line html-div" data-testid="code-cell" data-line-number="368" style="position:relative"> <span class="pl-s1">metric</span>.<span class="pl-en">update_state</span>(<span class="pl-s1">loss</span>)</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC369" class="react-file-line html-div" data-testid="code-cell" data-line-number="369" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC370" class="react-file-line html-div" data-testid="code-cell" data-line-number="370" style="position:relative"> <span class="pl-s1">metric</span>.<span class="pl-en">update_state</span>(<span class="pl-s1">targets</span>, <span class="pl-s1">y_pred</span>)</div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC371" class="react-file-line html-div" data-testid="code-cell" data-line-number="371" style="position:relative"> </div></div></div><div class="child-of-line-331 child-of-line-332 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC372" class="react-file-line html-div" data-testid="code-cell" data-line-number="372" style="position:relative"> <span class="pl-c"># Return a dict mapping metric names to current value</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC373" class="react-file-line html-div" data-testid="code-cell" data-line-number="373" style="position:relative"> <span class="pl-k">return</span> {<span class="pl-s1">m</span>.<span class="pl-s1">name</span>: <span class="pl-s1">m</span>.<span class="pl-en">result</span>() <span class="pl-k">for</span> <span class="pl-s1">m</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">metrics</span>}</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC374" class="react-file-line html-div" data-testid="code-cell" data-line-number="374" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC375" class="react-file-line html-div" data-testid="code-cell" data-line-number="375" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC376" class="react-file-line html-div" data-testid="code-cell" data-line-number="376" style="position:relative"><span class="pl-s1">model</span> <span class="pl-c1">=</span> <span class="pl-en">get_model</span>()</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC377" class="react-file-line html-div" data-testid="code-cell" data-line-number="377" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">compile</span>(</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC378" class="react-file-line html-div" data-testid="code-cell" data-line-number="378" style="position:relative"> <span class="pl-s1">optimizer</span><span class="pl-c1">=</span><span class="pl-s1">keras</span>.<span class="pl-s1">optimizers</span>.<span class="pl-v">SGD</span>(<span class="pl-s1">learning_rate</span><span class="pl-c1">=</span><span class="pl-c1">1e-2</span>),</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC379" class="react-file-line html-div" data-testid="code-cell" data-line-number="379" style="position:relative"> <span class="pl-s1">loss</span><span class="pl-c1">=</span><span class="pl-s">"sparse_categorical_crossentropy"</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC380" class="react-file-line html-div" data-testid="code-cell" data-line-number="380" style="position:relative"> <span class="pl-s1">metrics</span><span class="pl-c1">=</span>[<span class="pl-s">"sparse_categorical_accuracy"</span>],</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC381" class="react-file-line html-div" data-testid="code-cell" data-line-number="381" style="position:relative"> <span class="pl-s1">run_eagerly</span><span class="pl-c1">=</span><span class="pl-c1">True</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC382" class="react-file-line html-div" data-testid="code-cell" data-line-number="382" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC383" class="react-file-line html-div" data-testid="code-cell" data-line-number="383" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-s1">step_counter</span> <span class="pl-c1">=</span> <span class="pl-c1">0</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC384" class="react-file-line html-div" data-testid="code-cell" data-line-number="384" style="position:relative"><span class="pl-c"># We pass epochs=1 and steps_per_epoch=10 to only run 10 steps of training.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC385" class="react-file-line html-div" data-testid="code-cell" data-line-number="385" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">fit</span>(<span class="pl-s1">x_train</span>, <span class="pl-s1">y_train</span>, <span class="pl-s1">epochs</span><span class="pl-c1">=</span><span class="pl-c1">1</span>, <span class="pl-s1">batch_size</span><span class="pl-c1">=</span><span class="pl-c1">1024</span>, <span class="pl-s1">verbose</span><span class="pl-c1">=</span><span class="pl-c1">0</span>, <span class="pl-s1">steps_per_epoch</span><span class="pl-c1">=</span><span class="pl-c1">10</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC386" class="react-file-line html-div" data-testid="code-cell" data-line-number="386" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC387" class="react-file-line html-div" data-testid="code-cell" data-line-number="387" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC388" class="react-file-line html-div" data-testid="code-cell" data-line-number="388" style="position:relative"><span class="pl-s">What did we learn?</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC389" class="react-file-line html-div" data-testid="code-cell" data-line-number="389" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC390" class="react-file-line html-div" data-testid="code-cell" data-line-number="390" style="position:relative"><span class="pl-s">- The first order and second order gradients can have values that differ by orders of</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC391" class="react-file-line html-div" data-testid="code-cell" data-line-number="391" style="position:relative"><span class="pl-s">magnitudes.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC392" class="react-file-line html-div" data-testid="code-cell" data-line-number="392" style="position:relative"><span class="pl-s">- Sometimes, they may not even have the same sign.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC393" class="react-file-line html-div" data-testid="code-cell" data-line-number="393" style="position:relative"><span class="pl-s">- Their values can vary greatly at each step.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC394" class="react-file-line html-div" data-testid="code-cell" data-line-number="394" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC395" class="react-file-line html-div" data-testid="code-cell" data-line-number="395" style="position:relative"><span class="pl-s">This leads us to an obvious idea: let's normalize the gradients before combining them.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC396" class="react-file-line html-div" data-testid="code-cell" data-line-number="396" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC397" class="react-file-line html-div" data-testid="code-cell" data-line-number="397" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC398" class="react-file-line html-div" data-testid="code-cell" data-line-number="398" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC399" class="react-file-line html-div" data-testid="code-cell" data-line-number="399" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">MyModel</span>(<span class="pl-s1">keras</span>.<span class="pl-v">Model</span>):</div></div></div><div class="child-of-line-398 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC400" class="react-file-line html-div" data-testid="code-cell" data-line-number="400" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">train_step</span>(<span class="pl-s1">self</span>, <span class="pl-s1">data</span>):</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC401" class="react-file-line html-div" data-testid="code-cell" data-line-number="401" style="position:relative"> <span class="pl-s1">inputs</span>, <span class="pl-s1">targets</span> <span class="pl-c1">=</span> <span class="pl-s1">data</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC402" class="react-file-line html-div" data-testid="code-cell" data-line-number="402" style="position:relative"> <span class="pl-s1">trainable_vars</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">trainable_variables</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC403" class="react-file-line html-div" data-testid="code-cell" data-line-number="403" style="position:relative"> <span class="pl-k">with</span> <span class="pl-s1">tf</span>.<span class="pl-v">GradientTape</span>() <span class="pl-k">as</span> <span class="pl-s1">tape2</span>:</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC404" class="react-file-line html-div" data-testid="code-cell" data-line-number="404" style="position:relative"> <span class="pl-k">with</span> <span class="pl-s1">tf</span>.<span class="pl-v">GradientTape</span>() <span class="pl-k">as</span> <span class="pl-s1">tape1</span>:</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC405" class="react-file-line html-div" data-testid="code-cell" data-line-number="405" style="position:relative"> <span class="pl-s1">y_pred</span> <span class="pl-c1">=</span> <span class="pl-en">self</span>(<span class="pl-s1">inputs</span>, <span class="pl-s1">training</span><span class="pl-c1">=</span><span class="pl-c1">True</span>) <span class="pl-c"># Forward pass</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC406" class="react-file-line html-div" data-testid="code-cell" data-line-number="406" style="position:relative"> <span class="pl-c"># Compute the loss value</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC407" class="react-file-line html-div" data-testid="code-cell" data-line-number="407" style="position:relative"> <span class="pl-c"># (the loss function is configured in `compile()`)</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC408" class="react-file-line html-div" data-testid="code-cell" data-line-number="408" style="position:relative"> <span class="pl-s1">loss</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">compute_loss</span>(<span class="pl-s1">y</span><span class="pl-c1">=</span><span class="pl-s1">targets</span>, <span class="pl-s1">y_pred</span><span class="pl-c1">=</span><span class="pl-s1">y_pred</span>)</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC409" class="react-file-line html-div" data-testid="code-cell" data-line-number="409" style="position:relative"> <span class="pl-c"># Compute first-order gradients</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC410" class="react-file-line html-div" data-testid="code-cell" data-line-number="410" style="position:relative"> <span class="pl-s1">dl_dw</span> <span class="pl-c1">=</span> <span class="pl-s1">tape1</span>.<span class="pl-en">gradient</span>(<span class="pl-s1">loss</span>, <span class="pl-s1">trainable_vars</span>)</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC411" class="react-file-line html-div" data-testid="code-cell" data-line-number="411" style="position:relative"> <span class="pl-c"># Compute second-order gradients</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC412" class="react-file-line html-div" data-testid="code-cell" data-line-number="412" style="position:relative"> <span class="pl-s1">d2l_dw2</span> <span class="pl-c1">=</span> <span class="pl-s1">tape2</span>.<span class="pl-en">gradient</span>(<span class="pl-s1">dl_dw</span>, <span class="pl-s1">trainable_vars</span>)</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC413" class="react-file-line html-div" data-testid="code-cell" data-line-number="413" style="position:relative"> </div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC414" class="react-file-line html-div" data-testid="code-cell" data-line-number="414" style="position:relative"> <span class="pl-s1">dl_dw</span> <span class="pl-c1">=</span> [<span class="pl-s1">tf</span>.<span class="pl-s1">math</span>.<span class="pl-en">l2_normalize</span>(<span class="pl-s1">w</span>) <span class="pl-k">for</span> <span class="pl-s1">w</span> <span class="pl-c1">in</span> <span class="pl-s1">dl_dw</span>]</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC415" class="react-file-line html-div" data-testid="code-cell" data-line-number="415" style="position:relative"> <span class="pl-s1">d2l_dw2</span> <span class="pl-c1">=</span> [<span class="pl-s1">tf</span>.<span class="pl-s1">math</span>.<span class="pl-en">l2_normalize</span>(<span class="pl-s1">w</span>) <span class="pl-k">for</span> <span class="pl-s1">w</span> <span class="pl-c1">in</span> <span class="pl-s1">d2l_dw2</span>]</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC416" class="react-file-line html-div" data-testid="code-cell" data-line-number="416" style="position:relative"> </div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC417" class="react-file-line html-div" data-testid="code-cell" data-line-number="417" style="position:relative"> <span class="pl-c"># Combine first-order and second-order gradients</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC418" class="react-file-line html-div" data-testid="code-cell" data-line-number="418" style="position:relative"> <span class="pl-s1">grads</span> <span class="pl-c1">=</span> [<span class="pl-c1">0.5</span> <span class="pl-c1">*</span> <span class="pl-s1">w1</span> <span class="pl-c1">+</span> <span class="pl-c1">0.5</span> <span class="pl-c1">*</span> <span class="pl-s1">w2</span> <span class="pl-k">for</span> (<span class="pl-s1">w1</span>, <span class="pl-s1">w2</span>) <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">d2l_dw2</span>, <span class="pl-s1">dl_dw</span>)]</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC419" class="react-file-line html-div" data-testid="code-cell" data-line-number="419" style="position:relative"> </div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC420" class="react-file-line html-div" data-testid="code-cell" data-line-number="420" style="position:relative"> <span class="pl-c"># Update weights</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC421" class="react-file-line html-div" data-testid="code-cell" data-line-number="421" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">optimizer</span>.<span class="pl-en">apply_gradients</span>(<span class="pl-en">zip</span>(<span class="pl-s1">grads</span>, <span class="pl-s1">trainable_vars</span>))</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC422" class="react-file-line html-div" data-testid="code-cell" data-line-number="422" style="position:relative"> </div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC423" class="react-file-line html-div" data-testid="code-cell" data-line-number="423" style="position:relative"> <span class="pl-c"># Update metrics (includes the metric that tracks the loss)</span></div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC424" class="react-file-line html-div" data-testid="code-cell" data-line-number="424" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">metric</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">metrics</span>:</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC425" class="react-file-line html-div" data-testid="code-cell" data-line-number="425" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">metric</span>.<span class="pl-s1">name</span> <span class="pl-c1">==</span> <span class="pl-s">"loss"</span>:</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC426" class="react-file-line html-div" data-testid="code-cell" data-line-number="426" style="position:relative"> <span class="pl-s1">metric</span>.<span class="pl-en">update_state</span>(<span class="pl-s1">loss</span>)</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC427" class="react-file-line html-div" data-testid="code-cell" data-line-number="427" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC428" class="react-file-line html-div" data-testid="code-cell" data-line-number="428" style="position:relative"> <span class="pl-s1">metric</span>.<span class="pl-en">update_state</span>(<span class="pl-s1">targets</span>, <span class="pl-s1">y_pred</span>)</div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC429" class="react-file-line html-div" data-testid="code-cell" data-line-number="429" style="position:relative"> </div></div></div><div class="child-of-line-398 child-of-line-399 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC430" class="react-file-line html-div" data-testid="code-cell" data-line-number="430" style="position:relative"> <span class="pl-c"># Return a dict mapping metric names to current value</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC431" class="react-file-line html-div" data-testid="code-cell" data-line-number="431" style="position:relative"> <span class="pl-k">return</span> {<span class="pl-s1">m</span>.<span class="pl-s1">name</span>: <span class="pl-s1">m</span>.<span class="pl-en">result</span>() <span class="pl-k">for</span> <span class="pl-s1">m</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">metrics</span>}</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC432" class="react-file-line html-div" data-testid="code-cell" data-line-number="432" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC433" class="react-file-line html-div" data-testid="code-cell" data-line-number="433" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC434" class="react-file-line html-div" data-testid="code-cell" data-line-number="434" style="position:relative"><span class="pl-s1">model</span> <span class="pl-c1">=</span> <span class="pl-en">get_model</span>()</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC435" class="react-file-line html-div" data-testid="code-cell" data-line-number="435" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">compile</span>(</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC436" class="react-file-line html-div" data-testid="code-cell" data-line-number="436" style="position:relative"> <span class="pl-s1">optimizer</span><span class="pl-c1">=</span><span class="pl-s1">keras</span>.<span class="pl-s1">optimizers</span>.<span class="pl-v">SGD</span>(<span class="pl-s1">learning_rate</span><span class="pl-c1">=</span><span class="pl-c1">1e-2</span>),</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC437" class="react-file-line html-div" data-testid="code-cell" data-line-number="437" style="position:relative"> <span class="pl-s1">loss</span><span class="pl-c1">=</span><span class="pl-s">"sparse_categorical_crossentropy"</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC438" class="react-file-line html-div" data-testid="code-cell" data-line-number="438" style="position:relative"> <span class="pl-s1">metrics</span><span class="pl-c1">=</span>[<span class="pl-s">"sparse_categorical_accuracy"</span>],</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC439" class="react-file-line html-div" data-testid="code-cell" data-line-number="439" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC440" class="react-file-line html-div" data-testid="code-cell" data-line-number="440" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">fit</span>(<span class="pl-s1">x_train</span>, <span class="pl-s1">y_train</span>, <span class="pl-s1">epochs</span><span class="pl-c1">=</span><span class="pl-c1">5</span>, <span class="pl-s1">batch_size</span><span class="pl-c1">=</span><span class="pl-c1">1024</span>, <span class="pl-s1">validation_split</span><span class="pl-c1">=</span><span class="pl-c1">0.1</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC441" class="react-file-line html-div" data-testid="code-cell" data-line-number="441" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC442" class="react-file-line html-div" data-testid="code-cell" data-line-number="442" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC443" class="react-file-line html-div" data-testid="code-cell" data-line-number="443" style="position:relative"><span class="pl-s">Now, training converges! It doesn't work well at all, but at least the model learns</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC444" class="react-file-line html-div" data-testid="code-cell" data-line-number="444" style="position:relative"><span class="pl-s">something.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC445" class="react-file-line html-div" data-testid="code-cell" data-line-number="445" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC446" class="react-file-line html-div" data-testid="code-cell" data-line-number="446" style="position:relative"><span class="pl-s">After spending a few minutes tuning parameters, we get to the following configuration</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC447" class="react-file-line html-div" data-testid="code-cell" data-line-number="447" style="position:relative"><span class="pl-s">that works somewhat well (achieves 97% validation accuracy and seems reasonably robust to</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC448" class="react-file-line html-div" data-testid="code-cell" data-line-number="448" style="position:relative"><span class="pl-s">overfitting):</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC449" class="react-file-line html-div" data-testid="code-cell" data-line-number="449" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC450" class="react-file-line html-div" data-testid="code-cell" data-line-number="450" style="position:relative"><span class="pl-s">- Use `0.2 * w1 + 0.8 * w2` for combining gradients.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC451" class="react-file-line html-div" data-testid="code-cell" data-line-number="451" style="position:relative"><span class="pl-s">- Use a learning rate that decays linearly over time.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC452" class="react-file-line html-div" data-testid="code-cell" data-line-number="452" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC453" class="react-file-line html-div" data-testid="code-cell" data-line-number="453" style="position:relative"><span class="pl-s">I'm not going to say that the idea works -- this isn't at all how you're supposed to do</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC454" class="react-file-line html-div" data-testid="code-cell" data-line-number="454" style="position:relative"><span class="pl-s">second-order optimization (pointers: see the Newton & Gauss-Newton methods, quasi-Newton</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC455" class="react-file-line html-div" data-testid="code-cell" data-line-number="455" style="position:relative"><span class="pl-s">methods, and BFGS). But hopefully this demonstration gave you an idea of how you can</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC456" class="react-file-line html-div" data-testid="code-cell" data-line-number="456" style="position:relative"><span class="pl-s">debug your way out of uncomfortable training situations.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC457" class="react-file-line html-div" data-testid="code-cell" data-line-number="457" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC458" class="react-file-line html-div" data-testid="code-cell" data-line-number="458" style="position:relative"><span class="pl-s">Remember: use `run_eagerly=True` for debugging what happens in `fit()`. And when your code</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC459" class="react-file-line html-div" data-testid="code-cell" data-line-number="459" style="position:relative"><span class="pl-s">is finally working as expected, make sure to remove this flag in order to get the best</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC460" class="react-file-line html-div" data-testid="code-cell" data-line-number="460" style="position:relative"><span class="pl-s">runtime performance!</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC461" class="react-file-line html-div" data-testid="code-cell" data-line-number="461" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC462" class="react-file-line html-div" data-testid="code-cell" data-line-number="462" style="position:relative"><span class="pl-s">Here's our final training run:</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC463" class="react-file-line html-div" data-testid="code-cell" data-line-number="463" style="position:relative"><span class="pl-s">"""</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC464" class="react-file-line html-div" data-testid="code-cell" data-line-number="464" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC465" class="react-file-line html-div" data-testid="code-cell" data-line-number="465" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC466" class="react-file-line html-div" data-testid="code-cell" data-line-number="466" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">MyModel</span>(<span class="pl-s1">keras</span>.<span class="pl-v">Model</span>):</div></div></div><div class="child-of-line-465 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC467" class="react-file-line html-div" data-testid="code-cell" data-line-number="467" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">train_step</span>(<span class="pl-s1">self</span>, <span class="pl-s1">data</span>):</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC468" class="react-file-line html-div" data-testid="code-cell" data-line-number="468" style="position:relative"> <span class="pl-s1">inputs</span>, <span class="pl-s1">targets</span> <span class="pl-c1">=</span> <span class="pl-s1">data</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC469" class="react-file-line html-div" data-testid="code-cell" data-line-number="469" style="position:relative"> <span class="pl-s1">trainable_vars</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">trainable_variables</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC470" class="react-file-line html-div" data-testid="code-cell" data-line-number="470" style="position:relative"> <span class="pl-k">with</span> <span class="pl-s1">tf</span>.<span class="pl-v">GradientTape</span>() <span class="pl-k">as</span> <span class="pl-s1">tape2</span>:</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC471" class="react-file-line html-div" data-testid="code-cell" data-line-number="471" style="position:relative"> <span class="pl-k">with</span> <span class="pl-s1">tf</span>.<span class="pl-v">GradientTape</span>() <span class="pl-k">as</span> <span class="pl-s1">tape1</span>:</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC472" class="react-file-line html-div" data-testid="code-cell" data-line-number="472" style="position:relative"> <span class="pl-s1">y_pred</span> <span class="pl-c1">=</span> <span class="pl-en">self</span>(<span class="pl-s1">inputs</span>, <span class="pl-s1">training</span><span class="pl-c1">=</span><span class="pl-c1">True</span>) <span class="pl-c"># Forward pass</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC473" class="react-file-line html-div" data-testid="code-cell" data-line-number="473" style="position:relative"> <span class="pl-c"># Compute the loss value</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC474" class="react-file-line html-div" data-testid="code-cell" data-line-number="474" style="position:relative"> <span class="pl-c"># (the loss function is configured in `compile()`)</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC475" class="react-file-line html-div" data-testid="code-cell" data-line-number="475" style="position:relative"> <span class="pl-s1">loss</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">compute_loss</span>(<span class="pl-s1">y</span><span class="pl-c1">=</span><span class="pl-s1">targets</span>, <span class="pl-s1">y_pred</span><span class="pl-c1">=</span><span class="pl-s1">y_pred</span>)</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC476" class="react-file-line html-div" data-testid="code-cell" data-line-number="476" style="position:relative"> <span class="pl-c"># Compute first-order gradients</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC477" class="react-file-line html-div" data-testid="code-cell" data-line-number="477" style="position:relative"> <span class="pl-s1">dl_dw</span> <span class="pl-c1">=</span> <span class="pl-s1">tape1</span>.<span class="pl-en">gradient</span>(<span class="pl-s1">loss</span>, <span class="pl-s1">trainable_vars</span>)</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC478" class="react-file-line html-div" data-testid="code-cell" data-line-number="478" style="position:relative"> <span class="pl-c"># Compute second-order gradients</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC479" class="react-file-line html-div" data-testid="code-cell" data-line-number="479" style="position:relative"> <span class="pl-s1">d2l_dw2</span> <span class="pl-c1">=</span> <span class="pl-s1">tape2</span>.<span class="pl-en">gradient</span>(<span class="pl-s1">dl_dw</span>, <span class="pl-s1">trainable_vars</span>)</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC480" class="react-file-line html-div" data-testid="code-cell" data-line-number="480" style="position:relative"> </div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC481" class="react-file-line html-div" data-testid="code-cell" data-line-number="481" style="position:relative"> <span class="pl-s1">dl_dw</span> <span class="pl-c1">=</span> [<span class="pl-s1">tf</span>.<span class="pl-s1">math</span>.<span class="pl-en">l2_normalize</span>(<span class="pl-s1">w</span>) <span class="pl-k">for</span> <span class="pl-s1">w</span> <span class="pl-c1">in</span> <span class="pl-s1">dl_dw</span>]</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC482" class="react-file-line html-div" data-testid="code-cell" data-line-number="482" style="position:relative"> <span class="pl-s1">d2l_dw2</span> <span class="pl-c1">=</span> [<span class="pl-s1">tf</span>.<span class="pl-s1">math</span>.<span class="pl-en">l2_normalize</span>(<span class="pl-s1">w</span>) <span class="pl-k">for</span> <span class="pl-s1">w</span> <span class="pl-c1">in</span> <span class="pl-s1">d2l_dw2</span>]</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC483" class="react-file-line html-div" data-testid="code-cell" data-line-number="483" style="position:relative"> </div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC484" class="react-file-line html-div" data-testid="code-cell" data-line-number="484" style="position:relative"> <span class="pl-c"># Combine first-order and second-order gradients</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC485" class="react-file-line html-div" data-testid="code-cell" data-line-number="485" style="position:relative"> <span class="pl-s1">grads</span> <span class="pl-c1">=</span> [<span class="pl-c1">0.2</span> <span class="pl-c1">*</span> <span class="pl-s1">w1</span> <span class="pl-c1">+</span> <span class="pl-c1">0.8</span> <span class="pl-c1">*</span> <span class="pl-s1">w2</span> <span class="pl-k">for</span> (<span class="pl-s1">w1</span>, <span class="pl-s1">w2</span>) <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">d2l_dw2</span>, <span class="pl-s1">dl_dw</span>)]</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC486" class="react-file-line html-div" data-testid="code-cell" data-line-number="486" style="position:relative"> </div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC487" class="react-file-line html-div" data-testid="code-cell" data-line-number="487" style="position:relative"> <span class="pl-c"># Update weights</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC488" class="react-file-line html-div" data-testid="code-cell" data-line-number="488" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">optimizer</span>.<span class="pl-en">apply_gradients</span>(<span class="pl-en">zip</span>(<span class="pl-s1">grads</span>, <span class="pl-s1">trainable_vars</span>))</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC489" class="react-file-line html-div" data-testid="code-cell" data-line-number="489" style="position:relative"> </div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC490" class="react-file-line html-div" data-testid="code-cell" data-line-number="490" style="position:relative"> <span class="pl-c"># Update metrics (includes the metric that tracks the loss)</span></div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC491" class="react-file-line html-div" data-testid="code-cell" data-line-number="491" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">metric</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">metrics</span>:</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC492" class="react-file-line html-div" data-testid="code-cell" data-line-number="492" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">metric</span>.<span class="pl-s1">name</span> <span class="pl-c1">==</span> <span class="pl-s">"loss"</span>:</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC493" class="react-file-line html-div" data-testid="code-cell" data-line-number="493" style="position:relative"> <span class="pl-s1">metric</span>.<span class="pl-en">update_state</span>(<span class="pl-s1">loss</span>)</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC494" class="react-file-line html-div" data-testid="code-cell" data-line-number="494" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC495" class="react-file-line html-div" data-testid="code-cell" data-line-number="495" style="position:relative"> <span class="pl-s1">metric</span>.<span class="pl-en">update_state</span>(<span class="pl-s1">targets</span>, <span class="pl-s1">y_pred</span>)</div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC496" class="react-file-line html-div" data-testid="code-cell" data-line-number="496" style="position:relative"> </div></div></div><div class="child-of-line-465 child-of-line-466 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC497" class="react-file-line html-div" data-testid="code-cell" data-line-number="497" style="position:relative"> <span class="pl-c"># Return a dict mapping metric names to current value</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC498" class="react-file-line html-div" data-testid="code-cell" data-line-number="498" style="position:relative"> <span class="pl-k">return</span> {<span class="pl-s1">m</span>.<span class="pl-s1">name</span>: <span class="pl-s1">m</span>.<span class="pl-en">result</span>() <span class="pl-k">for</span> <span class="pl-s1">m</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">metrics</span>}</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC499" class="react-file-line html-div" data-testid="code-cell" data-line-number="499" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC500" class="react-file-line html-div" data-testid="code-cell" data-line-number="500" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC501" class="react-file-line html-div" data-testid="code-cell" data-line-number="501" style="position:relative"><span class="pl-s1">model</span> <span class="pl-c1">=</span> <span class="pl-en">get_model</span>()</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC502" class="react-file-line html-div" data-testid="code-cell" data-line-number="502" style="position:relative"><span class="pl-s1">lr</span> <span class="pl-c1">=</span> <span class="pl-s1">learning_rate</span> <span class="pl-c1">=</span> <span class="pl-s1">keras</span>.<span class="pl-s1">optimizers</span>.<span class="pl-s1">schedules</span>.<span class="pl-v">InverseTimeDecay</span>(</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC503" class="react-file-line html-div" data-testid="code-cell" data-line-number="503" style="position:relative"> <span class="pl-s1">initial_learning_rate</span><span class="pl-c1">=</span><span class="pl-c1">0.1</span>, <span class="pl-s1">decay_steps</span><span class="pl-c1">=</span><span class="pl-c1">25</span>, <span class="pl-s1">decay_rate</span><span class="pl-c1">=</span><span class="pl-c1">0.1</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC504" class="react-file-line html-div" data-testid="code-cell" data-line-number="504" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC505" class="react-file-line html-div" data-testid="code-cell" data-line-number="505" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">compile</span>(</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC506" class="react-file-line html-div" data-testid="code-cell" data-line-number="506" style="position:relative"> <span class="pl-s1">optimizer</span><span class="pl-c1">=</span><span class="pl-s1">keras</span>.<span class="pl-s1">optimizers</span>.<span class="pl-v">SGD</span>(<span class="pl-s1">lr</span>),</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC507" class="react-file-line html-div" data-testid="code-cell" data-line-number="507" style="position:relative"> <span class="pl-s1">loss</span><span class="pl-c1">=</span><span class="pl-s">"sparse_categorical_crossentropy"</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC508" class="react-file-line html-div" data-testid="code-cell" data-line-number="508" style="position:relative"> <span class="pl-s1">metrics</span><span class="pl-c1">=</span>[<span class="pl-s">"sparse_categorical_accuracy"</span>],</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC509" class="react-file-line html-div" data-testid="code-cell" data-line-number="509" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC510" class="react-file-line html-div" data-testid="code-cell" data-line-number="510" style="position:relative"><span class="pl-s1">model</span>.<span class="pl-en">fit</span>(<span class="pl-s1">x_train</span>, <span class="pl-s1">y_train</span>, <span class="pl-s1">epochs</span><span class="pl-c1">=</span><span class="pl-c1">50</span>, <span class="pl-s1">batch_size</span><span class="pl-c1">=</span><span class="pl-c1">2048</span>, <span class="pl-s1">validation_split</span><span class="pl-c1">=</span><span class="pl-c1">0.1</span>)</div></div></div></div></div></div><div id="copilot-button-container"></div></div><div id="highlighted-line-menu-container"></div></div></div><button hidden="" data-testid="hotkey-button" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button></section></div></div></div>   </div></div></div><div class="Box-sc-g0xbh4-0"></div></div></div></div></div><div id="find-result-marks-container" class="Box-sc-g0xbh4-0 cCoXib"></div><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button></div>   <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-app> </turbo-frame> </div> </turbo-frame> </main> </div> </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>