CINXE.COM
Contribute to TensorFlow
<!doctype html> <html lang="en" dir="ltr"> <head> <meta name="google-signin-client-id" content="157101835696-ooapojlodmuabs2do2vuhhnf90bccmoi.apps.googleusercontent.com"> <meta name="google-signin-scope" content="profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award"> <meta property="og:site_name" content="TensorFlow"> <meta property="og:type" content="website"><meta name="theme-color" content="#ff6f00"><meta charset="utf-8"> <meta content="IE=Edge" http-equiv="X-UA-Compatible"> <meta name="viewport" content="width=device-width, initial-scale=1"> <link rel="manifest" href="/_pwa/tensorflow/manifest.json" crossorigin="use-credentials"> <link rel="preconnect" href="//www.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.googleapis.com" crossorigin> <link rel="preconnect" href="//apis.google.com" crossorigin> <link rel="preconnect" href="//www.google-analytics.com" crossorigin><link rel="stylesheet" href="//fonts.googleapis.com/css?family=Google+Sans:400,500|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap"> <link rel="stylesheet" href="//fonts.googleapis.com/css2?family=Material+Icons&family=Material+Symbols+Outlined&display=block"><link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow/css/app.css"> <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow/images/favicon.png"> <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow/images/apple-touch-icon-180x180.png"><link rel="canonical" href="https://www.tensorflow.org/community/contribute"><link rel="search" type="application/opensearchdescription+xml" title="TensorFlow" href="https://www.tensorflow.org/s/opensearch.xml"> <link rel="alternate" hreflang="en" href="https://www.tensorflow.org/community/contribute" /><link rel="alternate" hreflang="x-default" href="https://www.tensorflow.org/community/contribute" /><link rel="alternate" hreflang="ar" href="https://www.tensorflow.org/community/contribute?hl=ar" /><link rel="alternate" hreflang="bn" href="https://www.tensorflow.org/community/contribute?hl=bn" /><link rel="alternate" hreflang="zh-Hans" href="https://www.tensorflow.org/community/contribute?hl=zh-cn" /><link rel="alternate" hreflang="zh-Hant" href="https://www.tensorflow.org/community/contribute?hl=zh-tw" /><link rel="alternate" hreflang="fa" href="https://www.tensorflow.org/community/contribute?hl=fa" /><link rel="alternate" hreflang="fr" href="https://www.tensorflow.org/community/contribute?hl=fr" /><link rel="alternate" hreflang="he" href="https://www.tensorflow.org/community/contribute?hl=he" /><link rel="alternate" hreflang="hi" href="https://www.tensorflow.org/community/contribute?hl=hi" /><link rel="alternate" hreflang="id" href="https://www.tensorflow.org/community/contribute?hl=id" /><link rel="alternate" hreflang="it" href="https://www.tensorflow.org/community/contribute?hl=it" /><link rel="alternate" hreflang="ja" href="https://www.tensorflow.org/community/contribute?hl=ja" /><link rel="alternate" hreflang="ko" href="https://www.tensorflow.org/community/contribute?hl=ko" /><link rel="alternate" hreflang="pl" href="https://www.tensorflow.org/community/contribute?hl=pl" /><link rel="alternate" hreflang="pt-BR" href="https://www.tensorflow.org/community/contribute?hl=pt-br" /><link rel="alternate" hreflang="ru" href="https://www.tensorflow.org/community/contribute?hl=ru" /><link rel="alternate" hreflang="es-419" href="https://www.tensorflow.org/community/contribute?hl=es-419" /><link rel="alternate" hreflang="th" href="https://www.tensorflow.org/community/contribute?hl=th" /><link rel="alternate" hreflang="tr" href="https://www.tensorflow.org/community/contribute?hl=tr" /><link rel="alternate" hreflang="vi" href="https://www.tensorflow.org/community/contribute?hl=vi" /><title>Contribute to TensorFlow</title> <meta property="og:title" content="Contribute to TensorFlow"><meta property="og:url" content="https://www.tensorflow.org/community/contribute"><meta property="og:image" content="https://www.tensorflow.org/static/images/tf_logo_social.png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="675"><meta property="og:locale" content="en"><meta name="twitter:card" content="summary_large_image"><script type="application/ld+json"> { "@context": "https://schema.org", "@type": "Article", "headline": "Contribute to TensorFlow" } </script> <link rel="stylesheet" href="/extras.css"></head> <body class="" template="page" theme="tensorflow-theme" type="article" layout="docs" display-toc pending> <devsite-progress type="indeterminate" id="app-progress"></devsite-progress> <section class="devsite-wrapper"> <devsite-cookie-notification-bar></devsite-cookie-notification-bar><devsite-header role="banner"> <div class="devsite-header--inner nocontent"> <div class="devsite-top-logo-row-wrapper-wrapper"> <div class="devsite-top-logo-row-wrapper"> <div class="devsite-top-logo-row"> <button type="button" id="devsite-hamburger-menu" class="devsite-header-icon-button button-flat material-icons gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Navigation menu button" visually-hidden aria-label="Open menu"> </button> <div class="devsite-product-name-wrapper"> <a href="/" class="devsite-site-logo-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Site logo" track-type="globalNav" track-name="tensorFlow" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <img src="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow/images/lockup.svg" class="devsite-site-logo" alt="TensorFlow"> </picture> </a> <span class="devsite-product-name"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item "> </li> </ul> </span> </div> <div class="devsite-top-logo-row-middle"> <div class="devsite-header-upper-tabs"> <devsite-tabs class="upper-tabs"> <nav class="devsite-tabs-wrapper" aria-label="Upper tabs"> <tab > <a href="https://www.tensorflow.org/install" track-metadata-eventdetail="https://www.tensorflow.org/install" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - install" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Install" track-name="install" > Install </a> </tab> <tab class="devsite-dropdown "> <a href="https://www.tensorflow.org/learn" track-metadata-eventdetail="https://www.tensorflow.org/learn" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - learn" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Learn" track-name="learn" > Learn </a> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Learn" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/learn" track-metadata-position="nav - learn" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Learn" track-name="learn" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" aria-label="submenu" hidden> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column tfo-menu-column-learn"> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/learn" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/learn" track-metadata-position="nav - learn" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Introduction </div> <div class="devsite-nav-item-description"> New to TensorFlow? </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/tutorials" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/tutorials" track-metadata-position="nav - learn" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Tutorials </div> <div class="devsite-nav-item-description"> Learn how to use TensorFlow with end-to-end examples </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/guide" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/guide" track-metadata-position="nav - learn" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Guide </div> <div class="devsite-nav-item-description"> Learn framework concepts and components </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/resources/learn-ml" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/resources/learn-ml" track-metadata-position="nav - learn" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Learn ML </div> <div class="devsite-nav-item-description"> Educational resources to master your path with TensorFlow </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown "> <a href="https://www.tensorflow.org/api" track-metadata-eventdetail="https://www.tensorflow.org/api" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - api" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: API" track-name="api" > API </a> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for API" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/api" track-metadata-position="nav - api" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: API" track-name="api" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" aria-label="submenu" hidden> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/api/stable" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/api/stable" track-metadata-position="nav - api" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> TensorFlow (v2.16.1) </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/versions" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/versions" track-metadata-position="nav - api" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Versions… </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://js.tensorflow.org/api/latest/" track-type="nav" track-metadata-eventdetail="https://js.tensorflow.org/api/latest/" track-metadata-position="nav - api" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> TensorFlow.js </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/lite/api_docs" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/lite/api_docs" track-metadata-position="nav - api" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> TensorFlow Lite </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/tfx/api_docs" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/tfx/api_docs" track-metadata-position="nav - api" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> TFX </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown "> <a href="https://www.tensorflow.org/resources/models-datasets" track-metadata-eventdetail="https://www.tensorflow.org/resources/models-datasets" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - ecosystem" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Ecosystem" track-name="ecosystem" > Ecosystem </a> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Ecosystem" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/resources/models-datasets" track-metadata-position="nav - ecosystem" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Ecosystem" track-name="ecosystem" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" aria-label="submenu" hidden> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-title" role="heading" tooltip>LIBRARIES</li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/js" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/js" track-metadata-position="nav - ecosystem" track-metadata-module="tertiary nav" track-metadata-module_headline="libraries" tooltip > <div class="devsite-nav-item-title"> TensorFlow.js </div> <div class="devsite-nav-item-description"> Develop web ML applications in JavaScript </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/lite" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/lite" track-metadata-position="nav - ecosystem" track-metadata-module="tertiary nav" track-metadata-module_headline="libraries" tooltip > <div class="devsite-nav-item-title"> TensorFlow Lite </div> <div class="devsite-nav-item-description"> Deploy ML on mobile, microcontrollers and other edge devices </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/tfx" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/tfx" track-metadata-position="nav - ecosystem" track-metadata-module="tertiary nav" track-metadata-module_headline="libraries" tooltip > <div class="devsite-nav-item-title"> TFX </div> <div class="devsite-nav-item-description"> Build production ML pipelines </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/resources/libraries-extensions" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/resources/libraries-extensions" track-metadata-position="nav - ecosystem" track-metadata-module="tertiary nav" track-metadata-module_headline="libraries" tooltip > <div class="devsite-nav-item-title"> All libraries </div> <div class="devsite-nav-item-description"> Create advanced models and extend TensorFlow </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-title" role="heading" tooltip>RESOURCES</li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/resources/models-datasets" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/resources/models-datasets" track-metadata-position="nav - ecosystem" track-metadata-module="tertiary nav" track-metadata-module_headline="resources" tooltip > <div class="devsite-nav-item-title"> Models & datasets </div> <div class="devsite-nav-item-description"> Pre-trained models and datasets built by Google and the community </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/resources/tools" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/resources/tools" track-metadata-position="nav - ecosystem" track-metadata-module="tertiary nav" track-metadata-module_headline="resources" tooltip > <div class="devsite-nav-item-title"> Tools </div> <div class="devsite-nav-item-description"> Tools to support and accelerate TensorFlow workflows </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/responsible_ai" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/responsible_ai" track-metadata-position="nav - ecosystem" track-metadata-module="tertiary nav" track-metadata-module_headline="resources" tooltip > <div class="devsite-nav-item-title"> Responsible AI </div> <div class="devsite-nav-item-description"> Resources for every stage of the ML workflow </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/resources/recommendation-systems" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/resources/recommendation-systems" track-metadata-position="nav - ecosystem" track-metadata-module="tertiary nav" track-metadata-module_headline="resources" tooltip > <div class="devsite-nav-item-title"> Recommendation systems </div> <div class="devsite-nav-item-description"> Build recommendation systems with open source tools </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown devsite-active "> <a href="https://www.tensorflow.org/community" track-metadata-eventdetail="https://www.tensorflow.org/community" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - community" track-metadata-module="primary nav" aria-label="Community, selected" data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" > Community </a> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Community" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/community" track-metadata-position="nav - community" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" aria-label="submenu" hidden> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/community/groups" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/community/groups" track-metadata-position="nav - community" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Groups </div> <div class="devsite-nav-item-description"> User groups, interest groups and mailing lists </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/community/contribute" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/community/contribute" track-metadata-position="nav - community" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Contribute </div> <div class="devsite-nav-item-description"> Guide for contributing to code and documentation </div> </a> </li> <li class="devsite-nav-item"> <a href="https://blog.tensorflow.org/" track-type="nav" track-metadata-eventdetail="https://blog.tensorflow.org/" track-metadata-position="nav - community" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Blog </div> <div class="devsite-nav-item-description"> Stay up to date with all things TensorFlow </div> </a> </li> <li class="devsite-nav-item"> <a href="https://discuss.tensorflow.org" track-type="nav" track-metadata-eventdetail="https://discuss.tensorflow.org" track-metadata-position="nav - community" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Forum </div> <div class="devsite-nav-item-description"> Discussion platform for the TensorFlow community </div> </a> </li> </ul> </div> </div> </div> </tab> <tab class="devsite-dropdown "> <a href="https://www.tensorflow.org/about" track-metadata-eventdetail="https://www.tensorflow.org/about" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - why tensorflow" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Why TensorFlow" track-name="why tensorflow" > Why TensorFlow </a> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Why TensorFlow" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/about" track-metadata-position="nav - why tensorflow" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Why TensorFlow" track-name="why tensorflow" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" aria-label="submenu" hidden> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/about" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/about" track-metadata-position="nav - why tensorflow" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> About </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/about/case-studies" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/about/case-studies" track-metadata-position="nav - why tensorflow" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Case studies </div> </a> </li> </ul> </div> </div> </div> </tab> </nav> </devsite-tabs> </div> <devsite-search enable-signin enable-search enable-suggestions enable-query-completion project-name="TensorFlow" tenant-name="TensorFlow" > <form class="devsite-search-form" action="https://www.tensorflow.org/s/results" method="GET"> <div class="devsite-search-container"> <button type="button" search-open class="devsite-search-button devsite-header-icon-button button-flat material-icons" aria-label="Open search"></button> <div class="devsite-searchbox"> <input aria-activedescendant="" aria-autocomplete="list" aria-label="Search" aria-expanded="false" aria-haspopup="listbox" autocomplete="off" class="devsite-search-field devsite-search-query" name="q" placeholder="Search" role="combobox" type="text" value="" > <div class="devsite-search-image material-icons" aria-hidden="true"> </div> <div class="devsite-search-shortcut-icon-container" aria-hidden="true"> <kbd class="devsite-search-shortcut-icon">/</kbd> </div> </div> </div> </form> <button type="button" search-close class="devsite-search-button devsite-header-icon-button button-flat material-icons" aria-label="Close search"></button> </devsite-search> </div> <devsite-language-selector> <ul role="presentation"> <li role="presentation"> <a role="menuitem" lang="en" >English</a> </li> <li role="presentation"> <a role="menuitem" lang="es_419" >Español – América Latina</a> </li> <li role="presentation"> <a role="menuitem" lang="fr" >Français</a> </li> <li role="presentation"> <a role="menuitem" lang="id" >Indonesia</a> </li> <li role="presentation"> <a role="menuitem" lang="it" >Italiano</a> </li> <li role="presentation"> <a role="menuitem" lang="pl" >Polski</a> </li> <li role="presentation"> <a role="menuitem" lang="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="vi" >Tiếng Việt</a> </li> <li role="presentation"> <a role="menuitem" lang="tr" >Türkçe</a> </li> <li role="presentation"> <a role="menuitem" lang="ru" >Русский</a> </li> <li role="presentation"> <a role="menuitem" lang="he" >עברית</a> </li> <li role="presentation"> <a role="menuitem" lang="ar" >العربيّة</a> </li> <li role="presentation"> <a role="menuitem" lang="fa" >فارسی</a> </li> <li role="presentation"> <a role="menuitem" lang="hi" >हिंदी</a> </li> <li role="presentation"> <a role="menuitem" lang="bn" >বাংলা</a> </li> <li role="presentation"> <a role="menuitem" lang="th" >ภาษาไทย</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_cn" >中文 – 简体</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_tw" >中文 – 繁體</a> </li> <li role="presentation"> <a role="menuitem" lang="ja" >日本語</a> </li> <li role="presentation"> <a role="menuitem" lang="ko" >한국어</a> </li> </ul> </devsite-language-selector> <a class="devsite-header-link devsite-top-button button gc-analytics-event" href="//github.com/tensorflow" data-category="Site-Wide Custom Events" data-label="Site header link" > GitHub </a> <devsite-user enable-profiles id="devsite-user"> <span class="button devsite-top-button" aria-hidden="true" visually-hidden>Sign in</span> </devsite-user> </div> </div> </div> <div class="devsite-collapsible-section "> <div class="devsite-header-background"> <div class="devsite-product-id-row" > <div class="devsite-product-description-row"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item "> <a href="https://www.tensorflow.org/community" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Lower Header" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="" > Community </a> </li> </ul> </div> </div> <div class="devsite-doc-set-nav-row"> <devsite-tabs class="lower-tabs"> <nav class="devsite-tabs-wrapper" aria-label="Lower tabs"> <tab > <a href="https://www.tensorflow.org/community" track-metadata-eventdetail="https://www.tensorflow.org/community" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - join" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Join" track-name="join" > Join </a> </tab> <tab > <a href="https://www.tensorflow.org/community/groups" track-metadata-eventdetail="https://www.tensorflow.org/community/groups" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - groups" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Groups" track-name="groups" > Groups </a> </tab> <tab class="devsite-active"> <a href="https://www.tensorflow.org/community/contribute" track-metadata-eventdetail="https://www.tensorflow.org/community/contribute" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - contribute" track-metadata-module="primary nav" aria-label="Contribute, selected" data-category="Site-Wide Custom Events" data-label="Tab: Contribute" track-name="contribute" > Contribute </a> </tab> <tab > <a href="https://discuss.tensorflow.org" track-metadata-eventdetail="https://discuss.tensorflow.org" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - forum" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Forum" track-name="forum" > Forum </a> </tab> </nav> </devsite-tabs> </div> </div> </div> </div> </devsite-header> <devsite-book-nav scrollbars > <div class="devsite-book-nav-filter" > <span class="filter-list-icon material-icons" aria-hidden="true"></span> <input type="text" placeholder="Filter" aria-label="Type to filter" role="searchbox"> <span class="filter-clear-button hidden" data-title="Clear filter" aria-label="Clear filter" role="button" tabindex="0"></span> </div> <nav class="devsite-book-nav devsite-nav nocontent" aria-label="Side menu"> <div class="devsite-mobile-header"> <button type="button" id="devsite-close-nav" class="devsite-header-icon-button button-flat material-icons gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close navigation" aria-label="Close navigation"> </button> <div class="devsite-product-name-wrapper"> <a href="/" class="devsite-site-logo-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Site logo" track-type="globalNav" track-name="tensorFlow" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <img src="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow/images/lockup.svg" class="devsite-site-logo" alt="TensorFlow"> </picture> </a> <span class="devsite-product-name"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item "> </li> </ul> </span> </div> </div> <div class="devsite-book-nav-wrapper"> <div class="devsite-mobile-nav-top"> <ul class="devsite-nav-list"> <li class="devsite-nav-item"> <a href="/install" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Install" track-name="install" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Install" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Install </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> <li class="devsite-nav-item"> <a href="/learn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Learn" track-name="learn" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Learn" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Learn </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Learn" track-name="learn" > <span class="devsite-nav-text" tooltip menu="Learn"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Learn"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/api" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: API" track-name="api" data-category="Site-Wide Custom Events" data-label="Responsive Tab: API" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > API </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: API" track-name="api" > <span class="devsite-nav-text" tooltip menu="API"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="API"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/resources/models-datasets" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Ecosystem" track-name="ecosystem" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Ecosystem" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Ecosystem </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Ecosystem" track-name="ecosystem" > <span class="devsite-nav-text" tooltip menu="Ecosystem"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Ecosystem"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/community" class="devsite-nav-title gc-analytics-event devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Community" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Community </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" > <span class="devsite-nav-text" tooltip menu="Community"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Community"> </span> </span> </li> </ul> <ul class="devsite-nav-responsive-tabs"> <li class="devsite-nav-item"> <a href="/community" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Join" track-name="join" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Join" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Join </span> </a> </li> <li class="devsite-nav-item"> <a href="/community/groups" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Groups" track-name="groups" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Groups" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Groups </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> <li class="devsite-nav-item"> <a href="/community/contribute" class="devsite-nav-title gc-analytics-event devsite-nav-has-children devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Contribute" track-name="contribute" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contribute" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip menu="_book"> Contribute </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="_book"> </span> </a> </li> <li class="devsite-nav-item"> <a href="https://discuss.tensorflow.org" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Forum" track-name="forum" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Forum" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Forum </span> </a> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/about" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Why TensorFlow" track-name="why tensorflow" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Why TensorFlow" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Why TensorFlow </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Why TensorFlow" track-name="why tensorflow" > <span class="devsite-nav-text" tooltip menu="Why TensorFlow"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Why TensorFlow"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="//github.com/tensorflow" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: GitHub" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > GitHub </span> </a> </li> </ul> </div> <div class="devsite-mobile-nav-bottom"> <ul class="devsite-nav-list" menu="_book"> <li class="devsite-nav-item"><a href="/community/contribute" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute" ><span class="devsite-nav-text" tooltip>Contribute to TensorFlow</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Code</span> </div></li> <li class="devsite-nav-item"><a href="/community/contribute/code" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/code" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/code" ><span class="devsite-nav-text" tooltip>Contribute to code</span></a></li> <li class="devsite-nav-item"><a href="/community/contribute/tests" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/tests" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/tests" ><span class="devsite-nav-text" tooltip>Contribute tests</span></a></li> <li class="devsite-nav-item"><a href="/community/contribute/code_style" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/code_style" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/code_style" ><span class="devsite-nav-text" tooltip>Code style</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Documentation</span> </div></li> <li class="devsite-nav-item"><a href="/community/contribute/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/docs" ><span class="devsite-nav-text" tooltip>Contribute to documentation</span></a></li> <li class="devsite-nav-item"><a href="/community/contribute/docs_ref" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/docs_ref" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/docs_ref" ><span class="devsite-nav-text" tooltip>Contribute to API documentation</span></a></li> <li class="devsite-nav-item"><a href="/community/contribute/docs_style" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/docs_style" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/docs_style" ><span class="devsite-nav-text" tooltip>Documentation style</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Community</span> </div></li> <li class="devsite-nav-item"><a href="/community/contribute/community" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/community" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/community" ><span class="devsite-nav-text" tooltip>Contribute to the community</span></a></li> <li class="devsite-nav-item"><a href="/community/contribute/sigs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/sigs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/sigs" ><span class="devsite-nav-text" tooltip>Contribute to SIGs</span></a></li> <li class="devsite-nav-item"><a href="/community/contribute/rfc_process" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /community/contribute/rfc_process" track-type="bookNav" track-name="click" track-metadata-eventdetail="/community/contribute/rfc_process" ><span class="devsite-nav-text" tooltip>RFC process</span></a></li> </ul> <ul class="devsite-nav-list" menu="Learn" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/learn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Introduction" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Introduction </span> </a> </li> <li class="devsite-nav-item"> <a href="/tutorials" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Tutorials" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Tutorials </span> </a> </li> <li class="devsite-nav-item"> <a href="/guide" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Guide" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Guide </span> </a> </li> <li class="devsite-nav-item"> <a href="/resources/learn-ml" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Learn ML" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Learn ML </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="API" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/api/stable" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TensorFlow (v2.16.1)" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TensorFlow (v2.16.1) </span> </a> </li> <li class="devsite-nav-item"> <a href="/versions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Versions…" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Versions… </span> </a> </li> <li class="devsite-nav-item"> <a href="https://js.tensorflow.org/api/latest/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TensorFlow.js" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TensorFlow.js </span> </a> </li> <li class="devsite-nav-item"> <a href="/lite/api_docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TensorFlow Lite" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TensorFlow Lite </span> </a> </li> <li class="devsite-nav-item"> <a href="/tfx/api_docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TFX" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TFX </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Ecosystem" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > LIBRARIES </span> </span> </li> <li class="devsite-nav-item"> <a href="/js" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TensorFlow.js" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TensorFlow.js </span> </a> </li> <li class="devsite-nav-item"> <a href="/lite" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TensorFlow Lite" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TensorFlow Lite </span> </a> </li> <li class="devsite-nav-item"> <a href="/tfx" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TFX" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TFX </span> </a> </li> <li class="devsite-nav-item"> <a href="/resources/libraries-extensions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: All libraries" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > All libraries </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > RESOURCES </span> </span> </li> <li class="devsite-nav-item"> <a href="/resources/models-datasets" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Models & datasets" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Models & datasets </span> </a> </li> <li class="devsite-nav-item"> <a href="/resources/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/responsible_ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Responsible AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Responsible AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/resources/recommendation-systems" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Recommendation systems" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Recommendation systems </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Community" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/community/groups" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Groups" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Groups </span> </a> </li> <li class="devsite-nav-item"> <a href="/community/contribute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contribute" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Contribute </span> </a> </li> <li class="devsite-nav-item"> <a href="https://blog.tensorflow.org/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Blog" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Blog </span> </a> </li> <li class="devsite-nav-item"> <a href="https://discuss.tensorflow.org" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Forum" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Forum </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Why TensorFlow" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/about" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: About" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > About </span> </a> </li> <li class="devsite-nav-item"> <a href="/about/case-studies" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Case studies" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Case studies </span> </a> </li> </ul> </div> </div> </nav> </devsite-book-nav> <section id="gc-wrapper"> <main role="main" class="devsite-main-content" has-book-nav has-sidebar > <div class="devsite-sidebar"> <div class="devsite-sidebar-content"> <devsite-toc class="devsite-nav" role="navigation" aria-label="On this page" depth="2" scrollbars ></devsite-toc> <devsite-recommendations-sidebar class="nocontent devsite-nav"> </devsite-recommendations-sidebar> </div> </div> <devsite-content> <article class="devsite-article"><style> /* Styles inlined from /site-assets/css/style.css */ /* override theme */ table img { max-width: 100%; } /* .devsite-terminal virtualenv prompt */ .tfo-terminal-venv::before { content: "(venv) $ " !important; } /* .devsite-terminal root prompt */ .tfo-terminal-root::before { content: "# " !important; } /* Used in links for type annotations in function/method signatures */ .tfo-signature-link a, .tfo-signature-link a:visited, .tfo-signature-link a:hover, .tfo-signature-link a:focus, .tfo-signature-link a:hover *, .tfo-signature-link a:focus * { text-decoration: none !important; } .tfo-signature-link a, .tfo-signature-link a:visited { border-bottom: 1px dotted #1a73e8; } .tfo-signature-link a:focus { border-bottom-style: solid; } /* .devsite-terminal Windows prompt */ .tfo-terminal-windows::before { content: "C:\\> " !important; } /* .devsite-terminal Windows prompt w/ virtualenv */ .tfo-terminal-windows-venv::before { content: "(venv) C:\\> " !important; } .tfo-diff-green-one-level + * { background: rgba(175, 245, 162, .6) !important; } .tfo-diff-green + * > * { background: rgba(175, 245, 162, .6) !important; } .tfo-diff-green-list + ul > li:first-of-type { background: rgba(175, 245, 162, .6) !important; } .tfo-diff-red-one-level + * { background: rgba(255, 230, 230, .6) !important; text-decoration: line-through !important; } .tfo-diff-red + * > * { background: rgba(255, 230, 230, .6) !important; text-decoration: line-through !important; } .tfo-diff-red-list + ul > li:first-of-type { background: rgba(255, 230, 230, .6) !important; text-decoration: line-through !important; } devsite-code .tfo-notebook-code-cell-output { max-height: 300px; overflow: auto; background: rgba(255, 247, 237, 1); /* orange bg to distinguish from input code cells */ } devsite-code .tfo-notebook-code-cell-output + .devsite-code-buttons-container button { background: rgba(255, 247, 237, .7); /* orange bg to distinguish from input code cells */ } devsite-code[dark-code] .tfo-notebook-code-cell-output { background: rgba(64, 78, 103, 1); /* medium slate */ } devsite-code[dark-code] .tfo-notebook-code-cell-output + .devsite-code-buttons-container button { background: rgba(64, 78, 103, .7); /* medium slate */ } /* override default table styles for notebook buttons */ .devsite-table-wrapper .tfo-notebook-buttons { display: inline-block; margin-left: 3px; width: auto; } .tfo-notebook-buttons td { padding-left: 0; padding-right: 20px; } .tfo-notebook-buttons a, .tfo-notebook-buttons :link, .tfo-notebook-buttons :visited { border-radius: 8px; box-shadow: 0 1px 2px 0 rgba(60, 64, 67, .3), 0 1px 3px 1px rgba(60, 64, 67, .15); color: #202124; padding: 12px 17px; transition: box-shadow 0.2s; } .tfo-notebook-buttons a:hover, .tfo-notebook-buttons a:focus { box-shadow: 0 1px 2px 0 rgba(60, 64, 67, .3), 0 2px 6px 2px rgba(60, 64, 67, .15); } .tfo-notebook-buttons tr { background: 0; border: 0; } /* on rendered notebook page, remove link to webpage since we're already here */ .tfo-notebook-buttons:not(.tfo-api) td:first-child { display: none; } .tfo-notebook-buttons td > a { -webkit-box-align: center; -ms-flex-align: center; align-items: center; display: -webkit-box; display: -ms-flexbox; display: flex; } .tfo-notebook-buttons td > a > img { margin-right: 8px; } /* landing pages */ .tfo-landing-row-item-inset-white { background-color: #fff; padding: 32px; } .tfo-landing-row-item-inset-white ol, .tfo-landing-row-item-inset-white ul { padding-left: 20px; } /* colab callout button */ .colab-callout-row devsite-code { border-radius: 8px 8px 0 0; box-shadow: none; } .colab-callout-footer { background: #e3e4e7; border-radius: 0 0 8px 8px; color: #37474f; padding: 20px; } .colab-callout-row devsite-code[dark-code] + .colab-callout-footer { background: #3f4f66; } .colab-callout-footer > .button { margin-top: 4px; color: #ff5c00; } .colab-callout-footer > a > span { vertical-align: middle; color: #37474f; padding-left: 10px; font-size: 14px; } .colab-callout-row devsite-code[dark-code] + .colab-callout-footer > a > span { color: #fff; } a.colab-button { background: rgba(255, 255, 255, .75); border: solid 1px rgba(0, 0, 0, .08); border-bottom-color: rgba(0, 0, 0, .15); border-radius: 4px; color: #aaa; display: inline-block; font-size: 11px !important; font-weight: 300; line-height: 16px; padding: 4px 8px; text-decoration: none; text-transform: uppercase; } a.colab-button:hover { background: white; border-color: rgba(0, 0, 0, .2); color: #666; } a.colab-button span { background: url(/images/colab_logo_button.svg) no-repeat 1px 1px / 20px; border-radius: 4px; display: inline-block; padding-left: 24px; text-decoration: none; } @media screen and (max-width: 600px) { .tfo-notebook-buttons td { display: block; } } /* guide and tutorials landing page cards and sections */ .tfo-landing-page-card { padding: 16px; box-shadow: 0 0 36px rgba(0,0,0,0.1); border-radius: 10px; } /* Page section headings */ .tfo-landing-page-heading h2, h2.tfo-landing-page-heading { font-family: "Google Sans", sans-serif; color: #425066; font-size: 30px; font-weight: 700; line-height: 40px; } /* Item title headings */ .tfo-landing-page-heading h3, h3.tfo-landing-page-heading, .tfo-landing-page-card h3, h3.tfo-landing-page-card { font-family: "Google Sans", sans-serif; color: #425066; font-size: 20px; font-weight: 500; line-height: 26px; } /* List of tutorials notebooks for subsites */ .tfo-landing-page-resources-ul { padding-left: 15px } .tfo-landing-page-resources-ul > li { margin: 6px 0; } /* Temporary fix to hide product description in header on landing pages */ devsite-header .devsite-product-description { display: none; } </style> <div class="devsite-article-meta nocontent" role="navigation"> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://www.tensorflow.org/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="TensorFlow" > TensorFlow </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://www.tensorflow.org/community" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="2" track-type="globalNav" track-name="breadcrumb" track-metadata-position="2" track-metadata-eventdetail="" > Community </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://www.tensorflow.org/community/contribute" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="3" track-type="globalNav" track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="" > Contribute </a> </li> </ul> <devsite-thumb-rating position="header"> </devsite-thumb-rating> </div> <h1 class="devsite-page-title" tabindex="-1"> Contribute to TensorFlow </h1> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <p></p> <!-- DO NOT EDIT! Automatically generated file. --> <p>The TensorFlow ecosystem can only grow through the contributions of this community. Thanks so much for your enthusiasm and your work—we appreciate everything you do!</p> <h2 id="community_values" data-text="Community values" tabindex="-1">Community values</h2> <p>In the interest of fostering an open and welcoming environment, contributors and maintainers pledge to make participation in our project and our community a harassment-free experience for everyone—regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation.</p> <p>Examples of behaviors that contribute to creating a positive environment include:</p> <ul> <li>Use welcome and inclusive language.</li> <li>Be respectful of differing viewpoints and experiences.</li> <li>Gracefully accept constructive criticism.</li> <li>Foster what's best for the community.</li> <li>Show empathy for other community members.</li> </ul> <p>Decisions are made based on technical merit and consensus. The TensorFlow community aspires to treat everyone equally, and to value all contributions. For more information on best practices in the TensorFlow community, please review our <a href="https://github.com/tensorflow/tensorflow/blob/master/CODE_OF_CONDUCT.md">Code of Conduct</a>.</p> <h2 id="make_your_first_contribution" data-text="Make your first contribution" tabindex="-1">Make your first contribution</h2> <p>There are many ways to contribute to TensorFlow! You can contribute code, make improvements to the TensorFlow API documentation, or add your Jupyter notebooks to the <a href="http://www.github.com/tensorflow/examples">tensorflow/examples</a> repo. This guide provides everything you need to get started. Our most common contributions include <em>code</em>, <em>documentation</em>, and <em>community support</em>.</p> <ul> <li><a href="/community/contribute/code">Write code</a>.</li> <li><a href="/community/contribute/tests">Improve tests</a>.</li> <li><a href="/community/contribute/docs">Improve documentation</a>.</li> <li>Answer questions on <a href="https://stackoverflow.com/questions/tagged/tensorflow">Stack Overflow</a>.</li> <li>Participate in the discussion on our <a href="https://www.tensorflow.org/community/mailing-lists">mailing lists</a>.</li> <li>Contribute <a href="http://www.github.com/tensorflow/examples">example notebooks</a>.</li> <li>Investigate <a href="https://github.com/tensorflow/tensorflow/issues">bugs and issues</a> on GitHub.</li> <li>Review and comment on <a href="https://github.com/tensorflow/tensorflow/pulls">pull requests</a> from other developers.</li> <li><a href="https://github.com/tensorflow/tensorflow/issues/new/choose">Report an issue</a>.</li> <li>Give a “thumbs up” 👍 on issues that are relevant to you.</li> <li>Reference TensorFlow in your blogs, papers, and articles.</li> <li>Talk about TensorFlow on social media.</li> <li>... even just starring/forking the repos you like on GitHub!</li> </ul> <p>TensorFlow was originally developed by researchers and engineers from the Google Brain team within <a href="https://ai.google/">Google's AI organization</a>. Google open sourced TensorFlow in the hope of sharing technology with the external community and encouraging collaboration between researchers and industry. Since then, TensorFlow has grown into a thriving ecosystem of products, on a wide range of platforms. But our goal is still to make machine learning accessible to anyone, anywhere.</p> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. For details, see the <a href="https://developers.google.com/site-policies">Google Developers Site Policies</a>. Java is a registered trademark of Oracle and/or its affiliates.</p> <p>Last updated 2021-01-28 UTC.</p> </devsite-content-footer> <devsite-notification > </devsite-notification> <div class="devsite-content-data"> <template class="devsite-content-data-template"> [[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2021-01-28 UTC."],[],[]] </template> </div> </devsite-content> </main> <devsite-footer-promos class="devsite-footer"> </devsite-footer-promos> <devsite-footer-linkboxes class="devsite-footer"> <nav class="devsite-footer-linkboxes nocontent" aria-label="Footer links"> <ul class="devsite-footer-linkboxes-list"> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Stay connected</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//blog.tensorflow.org" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" > Blog </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//discuss.tensorflow.org" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" > Forum </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//github.com/tensorflow/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" > GitHub </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//twitter.com/tensorflow" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" > Twitter </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//youtube.com/tensorflow" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" > YouTube </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Support</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//github.com/tensorflow/tensorflow/issues" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" > Issue tracker </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//github.com/tensorflow/tensorflow/blob/master/RELEASE.md" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" > Release notes </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//stackoverflow.com/questions/tagged/tensorflow" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" > Stack Overflow </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/extras/tensorflow_brand_guidelines.pdf" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" > Brand guidelines </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/about/bib" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" > Cite TensorFlow </a> </li> </ul> </li> </ul> </nav> </devsite-footer-linkboxes> <devsite-footer-utility class="devsite-footer"> <div class="devsite-footer-utility nocontent"> <nav class="devsite-footer-utility-links" aria-label="Utility links"> <ul class="devsite-footer-utility-list"> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//policies.google.com/terms" data-category="Site-Wide Custom Events" data-label="Footer Terms link" > Terms </a> </li> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//policies.google.com/privacy" data-category="Site-Wide Custom Events" data-label="Footer Privacy link" > Privacy </a> </li> <li class="devsite-footer-utility-item glue-cookie-notification-bar-control"> <a class="devsite-footer-utility-link gc-analytics-event" href="#" data-category="Site-Wide Custom Events" data-label="Footer Manage cookies link" aria-hidden="true" > Manage cookies </a> </li> <li class="devsite-footer-utility-item devsite-footer-utility-button"> <span class="devsite-footer-utility-description">Sign up for the TensorFlow newsletter</span> <a class="devsite-footer-utility-link gc-analytics-event" href="//www.tensorflow.org/subscribe" data-category="Site-Wide Custom Events" data-label="Footer Subscribe link" > Subscribe </a> </li> </ul> <devsite-language-selector> <ul role="presentation"> <li role="presentation"> <a role="menuitem" lang="en" >English</a> </li> <li role="presentation"> <a role="menuitem" lang="es_419" >Español – América Latina</a> </li> <li role="presentation"> <a role="menuitem" lang="fr" >Français</a> </li> <li role="presentation"> <a role="menuitem" lang="id" >Indonesia</a> </li> <li role="presentation"> <a role="menuitem" lang="it" >Italiano</a> </li> <li role="presentation"> <a role="menuitem" lang="pl" >Polski</a> </li> <li role="presentation"> <a role="menuitem" lang="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="vi" >Tiếng Việt</a> </li> <li role="presentation"> <a role="menuitem" lang="tr" >Türkçe</a> </li> <li role="presentation"> <a role="menuitem" lang="ru" >Русский</a> </li> <li role="presentation"> <a role="menuitem" lang="he" >עברית</a> </li> <li role="presentation"> <a role="menuitem" lang="ar" >العربيّة</a> </li> <li role="presentation"> <a role="menuitem" lang="fa" >فارسی</a> </li> <li role="presentation"> <a role="menuitem" lang="hi" >हिंदी</a> </li> <li role="presentation"> <a role="menuitem" lang="bn" >বাংলা</a> </li> <li role="presentation"> <a role="menuitem" lang="th" >ภาษาไทย</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_cn" >中文 – 简体</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_tw" >中文 – 繁體</a> </li> <li role="presentation"> <a role="menuitem" lang="ja" >日本語</a> </li> <li role="presentation"> <a role="menuitem" lang="ko" >한국어</a> </li> </ul> </devsite-language-selector> </nav> </div> </devsite-footer-utility> <devsite-panel></devsite-panel> </section></section> <devsite-sitemask></devsite-sitemask> <devsite-snackbar></devsite-snackbar> <devsite-tooltip ></devsite-tooltip> <devsite-heading-link></devsite-heading-link> <devsite-analytics> <script type="application/json" analytics>[{"dimensions": {"dimension3": false, "dimension4": "TensorFlow", "dimension1": "Signed out", "dimension6": "en", "dimension12": false, "dimension5": "en"}, "gaid": "UA-69864048-1", "metrics": {"ratings_count": "metric2", "ratings_value": "metric1"}, "purpose": 0}]</script> <script type="application/json" tag-management>{"at": "True", "ga4": [], "ga4p": [], "gtm": [{"id": "GTM-MXSL34P", "purpose": 0}], "parameters": {"internalUser": "False", "language": {"machineTranslated": "False", "requested": "en", "served": "en"}, "pageType": "article", "projectName": "TensorFlow", "signedIn": "False", "tenant": "tensorflow", "recommendations": {"sourcePage": "", "sourceType": 0, "sourceRank": 0, "sourceIdenticalDescriptions": 0, "sourceTitleWords": 0, "sourceDescriptionWords": 0, "experiment": ""}, "experiment": {"ids": ""}}}</script> </devsite-analytics> <devsite-badger></devsite-badger> <script nonce="5QjMZ1QnEqWaHMLuRPvyOwgTXl6B1k"> (function(d,e,v,s,i,t,E){d['GoogleDevelopersObject']=i; t=e.createElement(v);t.async=1;t.src=s;E=e.getElementsByTagName(v)[0]; E.parentNode.insertBefore(t,E);})(window, document, 'script', 'https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow/js/app_loader.js', '[15,"en",null,"/js/devsite_app_module.js","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow","https://tensorflow-dot-devsite-v2-prod-3p.appspot.com",1,null,["/_pwa/tensorflow/manifest.json","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/images/video-placeholder.svg","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow/images/favicon.png","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/tensorflow/images/lockup.svg","https://fonts.googleapis.com/css?family=Google+Sans:400,500|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap"],1,null,[1,6,8,12,14,17,21,25,50,52,63,70,75,76,80,87,91,92,93,97,98,100,101,102,103,104,105,107,108,109,110,112,113,117,118,120,122,124,125,126,127,129,130,131,132,133,134,135,136,138,140,141,147,148,149,151,152,156,157,158,159,161,163,164,168,169,170,179,180,182,183,186,191,193,196],"AIzaSyCNm9YxQumEXwGJgTDjxoxXK6m1F-9720Q","AIzaSyCc76DZePGtoyUjqKrLdsMGk_ry7sljLbY","www.tensorflow.org","AIzaSyB9bqgQ2t11WJsOX8qNsCQ6U-w91mmqF-I","AIzaSyAdYnStPdzjcJJtQ0mvIaeaMKj7_t6J_Fg",null,null,null,["Cloud__enable_cloud_shell_fte_user_flow","Profiles__enable_recognition_badges","MiscFeatureFlags__enable_variable_operator","MiscFeatureFlags__enable_explain_this_code","SignIn__enable_refresh_access_tokens","Profiles__require_profile_eligibility_for_signin","Profiles__enable_awarding_url","MiscFeatureFlags__emergency_css","Profiles__enable_release_notes_notifications","MiscFeatureFlags__enable_firebase_utm","MiscFeatureFlags__enable_view_transitions","Search__enable_page_map","Cloud__enable_llm_concierge_chat","CloudShell__cloud_shell_button","CloudShell__cloud_code_overflow_menu","Profiles__enable_profile_collections","Profiles__enable_page_saving","Profiles__enable_dashboard_curated_recommendations","Analytics__enable_clearcut_logging","DevPro__enable_developer_subscriptions","EngEduTelemetry__enable_engedu_telemetry","Experiments__reqs_query_experiments","Cloud__enable_cloud_facet_chat","Cloud__enable_cloud_dlp_service","TpcFeatures__enable_required_headers","Cloud__enable_free_trial_server_call","Cloud__enable_cloud_shell","Profiles__enable_completecodelab_endpoint","MiscFeatureFlags__developers_footer_dark_image","Cloud__enable_legacy_calculator_redirect","Search__enable_dynamic_content_confidential_banner","Profiles__enable_public_developer_profiles","MiscFeatureFlags__enable_project_variables","TpcFeatures__enable_mirror_tenant_redirects","Search__enable_suggestions_from_borg","Cloud__enable_cloudx_ping","Concierge__enable_pushui","Profiles__enable_complete_playlist_endpoint","Cloud__enable_cloudx_experiment_ids","Profiles__enable_developer_profiles_callout","BookNav__enable_tenant_cache_key","Search__enable_ai_eligibility_checks","MiscFeatureFlags__developers_footer_image","DevPro__enable_cloud_innovators_plus"],null,null,"AIzaSyA58TaKli1DculwmAmbpzLVGuWc8eCQgQc","https://developerscontentserving-pa.googleapis.com","AIzaSyDWBU60w0P9hEkr29kkksYs8Z7gvZ8u_wc","https://developerscontentsearch-pa.googleapis.com",2,4,null,"https://developerprofiles-pa.googleapis.com",[15,"tensorflow","TensorFlow","www.tensorflow.org",null,"tensorflow-dot-devsite-v2-prod-3p.appspot.com",null,null,[null,1,null,null,null,null,null,null,null,null,null,[1],null,null,null,null,null,null,[1],[1,null,null,[1]],null,null,null,[1,null,1],[1,1,null,1,1]],null,[25,null,null,null,null,null,"/images/lockup.svg","/images/logo.png",null,null,null,1,1,null,null,null,null,null,null,null,null,1,null,null,null,null,[]],[],null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,[6,1],null,[[],[1,1]],[[["UA-69864048-1"],["UA-69864048-4"],null,null,["UA-69864048-5"],["GTM-MXSL34P"],null,null,[["UA-69864048-1",1]],null,[["UA-69864048-5",1]],[["GTM-MXSL34P",1]],1],[[3,2],[4,3],[6,5],[1,1],[12,8],[5,4]],[[1,1],[2,2]]],null,4]]') </script> <devsite-a11y-announce></devsite-a11y-announce> </body> </html>