CINXE.COM
Gemini API | Google AI for Developers
<!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="Google AI for Developers"> <meta property="og:type" content="website"><meta name="theme-color" content="#1967d2"><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/googledevai/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/googledevai/css/app.css"> <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/favicon-new.png"> <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/touchicon-180-new.png"><link rel="canonical" href="https://ai.google.dev/gemini-api/docs"><link rel="search" type="application/opensearchdescription+xml" title="Google AI for Developers" href="https://ai.google.dev/s/opensearch.xml"> <link rel="alternate" hreflang="en" href="https://ai.google.dev/gemini-api/docs" /><link rel="alternate" hreflang="x-default" href="https://ai.google.dev/gemini-api/docs" /><link rel="alternate" hreflang="ar" href="https://ai.google.dev/gemini-api/docs?hl=ar" /><link rel="alternate" hreflang="bn" href="https://ai.google.dev/gemini-api/docs?hl=bn" /><link rel="alternate" hreflang="zh-Hans" href="https://ai.google.dev/gemini-api/docs?hl=zh-cn" /><link rel="alternate" hreflang="zh-Hant" href="https://ai.google.dev/gemini-api/docs?hl=zh-tw" /><link rel="alternate" hreflang="fa" href="https://ai.google.dev/gemini-api/docs?hl=fa" /><link rel="alternate" hreflang="fr" href="https://ai.google.dev/gemini-api/docs?hl=fr" /><link rel="alternate" hreflang="de" href="https://ai.google.dev/gemini-api/docs?hl=de" /><link rel="alternate" hreflang="he" href="https://ai.google.dev/gemini-api/docs?hl=he" /><link rel="alternate" hreflang="hi" href="https://ai.google.dev/gemini-api/docs?hl=hi" /><link rel="alternate" hreflang="id" href="https://ai.google.dev/gemini-api/docs?hl=id" /><link rel="alternate" hreflang="it" href="https://ai.google.dev/gemini-api/docs?hl=it" /><link rel="alternate" hreflang="ja" href="https://ai.google.dev/gemini-api/docs?hl=ja" /><link rel="alternate" hreflang="ko" href="https://ai.google.dev/gemini-api/docs?hl=ko" /><link rel="alternate" hreflang="pl" href="https://ai.google.dev/gemini-api/docs?hl=pl" /><link rel="alternate" hreflang="pt-BR" href="https://ai.google.dev/gemini-api/docs?hl=pt-br" /><link rel="alternate" hreflang="ru" href="https://ai.google.dev/gemini-api/docs?hl=ru" /><link rel="alternate" hreflang="es-419" href="https://ai.google.dev/gemini-api/docs?hl=es-419" /><link rel="alternate" hreflang="th" href="https://ai.google.dev/gemini-api/docs?hl=th" /><link rel="alternate" hreflang="tr" href="https://ai.google.dev/gemini-api/docs?hl=tr" /><link rel="alternate" hreflang="vi" href="https://ai.google.dev/gemini-api/docs?hl=vi" /><title>Gemini API | Google AI for Developers</title> <meta property="og:title" content="Gemini API | Google AI for Developers"><meta name="description" content="Gemini API Developer Docs and API Reference"> <meta property="og:description" content="Gemini API Developer Docs and API Reference"><meta property="og:url" content="https://ai.google.dev/gemini-api/docs"><meta property="og:image" content="https://ai.google.dev/static/site-assets/images/share-gemini-api.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": "" } </script> <link rel="stylesheet" href="/extras.css"></head> <body class="" template="page" theme="googledevai-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" keep-tabs-visible> <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="geminiAPI" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <img src="https://ai.google.dev/_static/googledevai/images/lockup-new.svg" class="devsite-site-logo" alt="Gemini API"> </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 class="devsite-active"> <a href="https://ai.google.dev/gemini-api/docs" track-metadata-eventdetail="https://ai.google.dev/gemini-api/docs" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - gemini api" track-metadata-module="primary nav" aria-label="Gemini API, selected" data-category="Site-Wide Custom Events" data-label="Tab: Gemini API" track-name="gemini api" > Gemini API </a> </tab> <tab > <a href="https://aistudio.google.com" track-metadata-eventdetail="https://aistudio.google.com" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - google ai studio" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Google AI Studio" track-name="google ai studio" > Google AI Studio </a> </tab> <tab > <a href="https://ai.google.dev/gemma" track-metadata-eventdetail="https://ai.google.dev/gemma" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - gemma" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Gemma" track-name="gemma" > Gemma </a> </tab> <tab > <a href="https://ai.google.dev/edge" track-metadata-eventdetail="https://ai.google.dev/edge" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - google ai edge" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Google AI Edge" track-name="google ai edge" > Google AI Edge </a> </tab> <tab class="devsite-dropdown "> <span class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - tools" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" > Tools </span> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Tools" track-type="nav" track-metadata-eventdetail="" track-metadata-position="nav - tools" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" 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://ai.google.dev/responsible" track-type="nav" track-metadata-eventdetail="https://ai.google.dev/responsible" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Responsible GenAI Toolkit </div> </a> </li> <li class="devsite-nav-item"> <a href="https://colab.google/" track-type="nav" track-metadata-eventdetail="https://colab.google/" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Colab </div> </a> </li> <li class="devsite-nav-item"> <a href="https://firebase.google.com/docs/genkit" track-type="nav" track-metadata-eventdetail="https://firebase.google.com/docs/genkit" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Firebase Genkit </div> </a> </li> <li class="devsite-nav-item"> <a href="https://jax.readthedocs.io/" track-type="nav" track-metadata-eventdetail="https://jax.readthedocs.io/" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> JAX </div> </a> </li> <li class="devsite-nav-item"> <a href="https://keras.io/" track-type="nav" track-metadata-eventdetail="https://keras.io/" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Keras </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> TensorFlow </div> </a> </li> </ul> </div> </div> </div> </tab> <tab > <a href="https://discuss.ai.google.dev/" track-metadata-eventdetail="https://discuss.ai.google.dev/" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - community" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" > Community </a> </tab> </nav> </devsite-tabs> </div> <devsite-search enable-signin enable-search enable-suggestions enable-query-completion project-name="Gemini API" tenant-name="Google AI for Developers" > <form class="devsite-search-form" action="https://ai.google.dev/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="de" >Deutsch</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> <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-doc-set-nav-row"> <devsite-tabs class="lower-tabs"> <nav class="devsite-tabs-wrapper" aria-label="Lower tabs"> <tab class="devsite-active"> <a href="https://ai.google.dev/gemini-api/docs" track-metadata-eventdetail="https://ai.google.dev/gemini-api/docs" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - docs" track-metadata-module="primary nav" aria-label="Docs, selected" data-category="Site-Wide Custom Events" data-label="Tab: Docs" track-name="docs" > Docs </a> </tab> <tab > <a href="https://ai.google.dev/api" track-metadata-eventdetail="https://ai.google.dev/api" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - api reference" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: API Reference" track-name="api reference" > API Reference </a> </tab> <tab > <a href="https://ai.google.dev/pricing" track-metadata-eventdetail="https://ai.google.dev/pricing" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - pricing" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" > Pricing </a> </tab> </nav> </devsite-tabs> </div> </div> </div> </div> </devsite-header> <devsite-book-nav scrollbars > <div class="devsite-book-nav-filter" hidden> <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="geminiAPI" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <img src="https://ai.google.dev/_static/googledevai/images/lockup-new.svg" class="devsite-site-logo" alt="Gemini API"> </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="/gemini-api/docs" class="devsite-nav-title gc-analytics-event devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Gemini API" track-name="gemini api" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini API" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini API </span> </a> <ul class="devsite-nav-responsive-tabs"> <li class="devsite-nav-item"> <a href="/gemini-api/docs" class="devsite-nav-title gc-analytics-event devsite-nav-has-children devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Docs" track-name="docs" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Docs" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip menu="_book"> Docs </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="_book"> </span> </a> </li> <li class="devsite-nav-item"> <a href="/api" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: API Reference" track-name="api reference" data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Reference" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > API Reference </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> <li class="devsite-nav-item"> <a href="/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pricing" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pricing </span> </a> </li> </ul> </li> <li class="devsite-nav-item"> <a href="https://aistudio.google.com" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Google AI Studio" track-name="google ai studio" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google AI Studio" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google AI Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="/gemma" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Gemma" track-name="gemma" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemma" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemma </span> </a> </li> <li class="devsite-nav-item"> <a href="/edge" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Google AI Edge" track-name="google ai edge" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google AI Edge" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google AI Edge </span> </a> </li> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" > <span class="devsite-nav-text" tooltip > Tools </span> </span> <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: Tools" track-name="tools" > <span class="devsite-nav-text" tooltip menu="Tools"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Tools"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="https://discuss.ai.google.dev/" class="devsite-nav-title gc-analytics-event " 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> </li> </ul> </div> <div class="devsite-mobile-nav-bottom"> <ul class="devsite-nav-list" menu="_book"> <li class="devsite-nav-item"><a href="/gemini-api/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs" ><span class="devsite-nav-text" tooltip>Overview</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>Get started</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/api-key" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/api-key" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/api-key" ><span class="devsite-nav-text" tooltip>API keys</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/quickstart" ><span class="devsite-nav-text" tooltip>Quickstart</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/downloads" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/downloads" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/downloads" data-synonyms="SDKs, python, go, node.js, node, typescript, flutter, dart, install, library, libraries, swift, android"><span class="devsite-nav-text" tooltip>Libraries</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/changelog" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/changelog" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/changelog" ><span class="devsite-nav-text" tooltip>Release notes</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>Models</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/models/gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/models/gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/models/gemini" data-synonyms="gemini-pro, gemini-pro-1.0, gemini-pro-vision, gemini 1.5 flash, gemini-1.5-flash, gemini, flash, pro, gemini-pro-1.5, gemini pro, text embedding, text embeddings, text-embedding-004"><span class="devsite-nav-text" tooltip>Gemini</span></a></li> <li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-api/docs/models/experimental-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/models/experimental-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/models/experimental-models" ><span class="devsite-nav-text" tooltip>Experimental models</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></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>Capabilities</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/text-generation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/text-generation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/text-generation" ><span class="devsite-nav-text" tooltip>Text generation</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/document-processing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/document-processing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/document-processing" ><span class="devsite-nav-text" tooltip>Document processing</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/vision" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/vision" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/vision" ><span class="devsite-nav-text" tooltip>Vision</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/audio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/audio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/audio" ><span class="devsite-nav-text" tooltip>Audio</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/long-context" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/long-context" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/long-context" ><span class="devsite-nav-text" tooltip>Long context</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Grounding</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/grounding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/grounding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/grounding" ><span class="devsite-nav-text" tooltip>Grounding with Google Search</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/grounding/search-suggestions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/grounding/search-suggestions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/grounding/search-suggestions" ><span class="devsite-nav-text" tooltip>Use Google Search Suggestions</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/code-execution" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/code-execution" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/code-execution" ><span class="devsite-nav-text" tooltip>Code execution</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/structured-output" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/structured-output" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/structured-output" ><span class="devsite-nav-text" tooltip>Structured output</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Fine-tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/model-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/model-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/model-tuning" ><span class="devsite-nav-text" tooltip>Intro to fine-tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/model-tuning/tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/model-tuning/tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/model-tuning/tutorial" ><span class="devsite-nav-text" tooltip>Fine-tuning tutorial</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Function calling</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/function-calling" ><span class="devsite-nav-text" tooltip>Intro to function calling</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/function-calling/tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/function-calling/tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/function-calling/tutorial" ><span class="devsite-nav-text" tooltip>Function calling tutorial</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/extract_structured_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/extract_structured_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/extract_structured_data" ><span class="devsite-nav-text" tooltip>Extract structured data</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/system-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/system-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/system-instructions" ><span class="devsite-nav-text" tooltip>System instructions</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/embeddings" ><span class="devsite-nav-text" tooltip>Embeddings</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Safety</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/safety-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/safety-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/safety-settings" ><span class="devsite-nav-text" tooltip>Safety settings</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/safety-guidance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/safety-guidance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/safety-guidance" ><span class="devsite-nav-text" tooltip>Safety guidance</span></a></li></ul></div></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>Guides</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/caching" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/caching" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/caching" ><span class="devsite-nav-text" tooltip>Context caching</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/imagen" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/imagen" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/imagen" ><span class="devsite-nav-text" tooltip>Imagen 3</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/tokens" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/tokens" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/tokens" ><span class="devsite-nav-text" tooltip>Tokens</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prompting</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/prompting-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/prompting-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/prompting-intro" ><span class="devsite-nav-text" tooltip>Intro to prompting</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/prompting-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/prompting-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/prompting-strategies" ><span class="devsite-nav-text" tooltip>Prompting strategies</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/file-prompting-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/file-prompting-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/file-prompting-strategies" ><span class="devsite-nav-text" tooltip>File prompting strategies</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/semantic_retrieval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/semantic_retrieval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/semantic_retrieval" ><span class="devsite-nav-text" tooltip>Semantic retrieval</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/models/generative-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/models/generative-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/models/generative-models" ><span class="devsite-nav-text" tooltip>About generative models</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/billing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/billing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/billing" ><span class="devsite-nav-text" tooltip>Billing</span></a></li> <li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-api/docs/openai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/openai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/openai" ><span class="devsite-nav-text" tooltip>OpenAI Compatibility</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/migrate-to-cloud" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/migrate-to-cloud" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/migrate-to-cloud" ><span class="devsite-nav-text" tooltip>Migrate to Cloud</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Additional resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/ai-studio-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/ai-studio-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/ai-studio-quickstart" ><span class="devsite-nav-text" tooltip>Google AI Studio quickstart</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/get-started/android_aicore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/get-started/android_aicore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/get-started/android_aicore" ><span class="devsite-nav-text" tooltip>Android (on-device)</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/firebase-extensions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/firebase-extensions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/firebase-extensions" ><span class="devsite-nav-text" tooltip>Firebase extensions</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/oauth" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/oauth" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/oauth" ><span class="devsite-nav-text" tooltip>OAuth authentication</span></a></li><li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-api/docs/learnlm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/learnlm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/learnlm" ><span class="devsite-nav-text" tooltip>LearnLM</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></span></a></li></ul></div></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>Use cases</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Applications</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/tutorials/pipet-code-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/pipet-code-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/pipet-code-agent" ><span class="devsite-nav-text" tooltip>Code assistant</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/flutter-theme-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/flutter-theme-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/flutter-theme-agent" ><span class="devsite-nav-text" tooltip>Flutter code generator</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/docs-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/docs-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/docs-agent" ><span class="devsite-nav-text" tooltip>Content search</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/sql-talk" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/sql-talk" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/sql-talk" ><span class="devsite-nav-text" tooltip>Data exploration agent</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/wordcraft" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/wordcraft" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/wordcraft" ><span class="devsite-nav-text" tooltip>Writing assistant</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/slides-advisor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/slides-advisor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/slides-advisor" ><span class="devsite-nav-text" tooltip>Slides reviewer</span></a></li></ul></div></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>Troubleshooting</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/troubleshooting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/troubleshooting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/troubleshooting" ><span class="devsite-nav-text" tooltip>API troubleshooting</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/troubleshoot-ai-studio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/troubleshoot-ai-studio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/troubleshoot-ai-studio" ><span class="devsite-nav-text" tooltip>AI Studio troubleshooting</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/workspace" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/workspace" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/workspace" ><span class="devsite-nav-text" tooltip>AI Studio with Google Workspace</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/quota" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/quota" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/quota" ><span class="devsite-nav-text" tooltip>Request more quota</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 devsite-nav-external"><a href="https://discuss.ai.google.dev/" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://discuss.ai.google.dev/" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://discuss.ai.google.dev/" ><span class="devsite-nav-text" tooltip>Developer forum</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></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>Legal</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/terms" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/terms" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/terms" ><span class="devsite-nav-text" tooltip>Terms of service</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/available-regions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/available-regions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/available-regions" ><span class="devsite-nav-text" tooltip>Available regions</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/abuse-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/abuse-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/abuse-monitoring" ><span class="devsite-nav-text" tooltip>Abuse monitoring</span></a></li> </ul> <ul class="devsite-nav-list" menu="Tools" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/responsible" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Responsible GenAI Toolkit" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Responsible GenAI Toolkit </span> </a> </li> <li class="devsite-nav-item"> <a href="https://colab.google/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Colab" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Colab </span> </a> </li> <li class="devsite-nav-item"> <a href="https://firebase.google.com/docs/genkit" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firebase Genkit" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Firebase Genkit </span> </a> </li> <li class="devsite-nav-item"> <a href="https://jax.readthedocs.io/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: JAX" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > JAX </span> </a> </li> <li class="devsite-nav-item"> <a href="https://keras.io/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Keras" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Keras </span> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TensorFlow" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TensorFlow </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/models.css */ :root { --gemini-api-table-font-color: #3c4043; --gemini-api-model-font: 'Google Sans Text', Roboto, sans-serif; --gemini-api-card-width: 17rem; --gemini-api-elevation-1dp: 0 1px 1px 0 rgba(0, 0, 0, 0.14), 0 2px 1px -1px rgba(0, 0, 0, 0.12), 0 1px 3px 0 rgba(0, 0, 0, 0.2); --gemini-api-elevation-3dp: 0 3px 4px 0 rgba(0, 0, 0, 0.14), 0 3px 3px -2px rgba(0, 0, 0, 0.12), 0 1px 8px 0 rgba(0, 0, 0, 0.2); } body[theme="googledevai-theme"] { --googledevai-button-gradient: var(--googledevai-button-gradient-light); } body[theme="googledevai-theme"].color-scheme--dark { --googledevai-button-gradient: var(--googledevai-button-gradient-dark); } .google-symbols { background: -webkit-linear-gradient(45deg, var(--googledevai-blue), var(--googledevai-purple)); -webkit-background-clip: text; -webkit-text-fill-color: transparent; user-select: none; vertical-align: bottom; } /* Cards */ @media only screen and (min-width: 625px) { .gemini-api-recommended { display: grid; grid-template-columns: repeat(3, 1fr); /* Three equal-width columns */ grid-column-gap: 3rem; /* Keep the gap between columns */ } } .gemini-api-recommended { width: 100%; /* Take full width of parent */ margin: 0 auto; } .gemini-api-card { background: var(--devsite-background-1); border: 1px solid var(--googledevai-border-color); border-radius: 9px; box-shadow: var(--gemini-api-elevation-1dp); height: 23rem; margin: 1rem .5rem; padding: 1rem; transition: box-shadow 0.3s ease-in-out; width: var(--gemini-api-card-width); } .color-scheme--dark .gemini-api-card { background: #131314; border-color: #444746; } .gemini-api-card:hover { box-shadow: var(--gemini-api-elevation-3dp); } .gemini-api-card a:empty { display: block; position: relative; height: 23rem; width: var(--gemini-api-card-width); top: -22.8rem; left: -1rem; } .gemini-api-card a:empty:focus { border: 2px solid var(--devsite-primary-color); border-radius: 9px; } .gemini-api-card-title { font-family: "Google Sans", Roboto, sans-serif; font-size: 1.3rem; font-weight: 500; height: 1.5rem; margin-bottom: 2.5rem; line-height: 1.3rem; } .gemini-api-card-description { font-size: .9rem; height: 7.5rem; overflow: hidden; text-overflow: ellipsis; white-space: normal; } .gemini-api-card-bulletpoints { color: #757575; font-size: .8rem; height: 8.2rem; margin-left: 1rem; padding: 0; } .color-scheme--dark .gemini-api-card-bulletpoints { color: var(--devsite-primary-text-color); } .gemini-api-card-description, .gemini-api-card-bulletpoints { font-family: var(--gemini-api-model-font); } .gemini-api-card-bulletpoints li { line-height: 1rem; margin: .3rem 0; } /* Tables */ .gemini-api-model-table, .gemini-api-model-table th { color: var(--gemini-api-table-font-color); font: .95rem var(--gemini-api-model-font); } .color-scheme--dark .gemini-api-model-table, .color-scheme--dark .gemini-api-model-table th { color: var(--devsite-primary-text-color); } .gemini-api-model-table th { font-weight: 500; } .gemini-api-model-table td:first-child { max-width: 0; } .gemini-api-model-table-grid { display: grid; grid-template-columns: repeat(auto-fill, minmax(15rem, 1fr)); grid-gap: 1rem .5rem; } .gemini-api-model-table section { display: inline-grid; } .gemini-api-model-table p { margin: 0 0 .5rem; } .gemini-api-model-table li { margin: 0; } .gemini-api-model-table ul { margin-top: .5rem; } .gemini-api-model-table .google-symbols { margin-right: .7rem; vertical-align: middle; } .gemini-api-supported, .gemini-api-not-supported { border-radius: 8px; display: inline-block; font-size: .9rem; font-weight: 500; line-height: 1rem; padding: .3rem 0.5em; } .gemini-api-supported { background: #e6f4ea; /* GM3 Green 50 */ color: #177d37; /* GM3 Green 700 */ } .gemini-api-not-supported { background: #fce8e6; /* GM3 Red 50 */ color: #c5221f; /* GM3 Red 700 */ } .color-scheme--dark .gemini-api-supported { background: #177d37; /* GM3 Green 700 */ color: #e6f4ea; /* GM3 Green 50 */ } .color-scheme--dark .gemini-api-not-supported { background: #c5221f; /* GM3 Red 700 */ color: #fce8e6; /* GM3 Red 50 */ } /* Buttons */ .gemini-api-model-button { background: var(--googledevai-button-gradient); background-size: 300% 300%; border-radius: 20rem; color: #001d35; font-family: var(--gemini-api-model-font); font-size: .9rem; font-weight: 500; padding: .6rem 1rem; text-align: center; text-decoration: none; transition: filter .2s ease-in-out, box-shadow .2s ease-in-out; } .gemini-api-model-button:hover{ animation: gradient 5s ease infinite; filter: brightness(.98); box-shadow: var(--gemini-api-elevation-1dp); } .gemini-api-model-button:focus { filter: brightness(.95); outline: #00639b solid 3px; outline-offset: 2px; text-decoration: none; } .gemini-api-model-button::before { content: 'spark'; font-family: 'Google Symbols'; padding-right: 0.5rem; vertical-align: middle; } @keyframes gradient { 0% { background-position: 0% 50%; } 50% { background-position: 100% 50%; } 100% { background-position: 0% 50%; } } </style><style> /* Styles inlined from /site-assets/css/overview.css */ .code-snippet { background-color: #f5f5f5; padding: 1rem; border-radius: 4px; overflow: auto; } .code-snippet code { font-family: monospace; } .card { background-color: #f8f9fa; border-radius: 8px; box-shadow: 0 1px 2px rgba(0, 0, 0, 0.1); padding: 1.5rem; margin-bottom: 1.5rem; position: relative; cursor: pointer; display: flex; align-items: center; } .card > img { width: 40%; height: auto; margin-right: 1rem; object-fit: cover; } .card > h3, .card > p{ margin-left: 0; } .card-text-content { display: flex; flex-direction: column; } .gemini-api-card-overview { background: var(--devsite-background-1); border: 1px solid var(--googledevai-border-color); border-radius: 9px; box-shadow: var(--gemini-api-elevation-1dp); height: 14rem; padding: 1rem; transition: box-shadow 0.3s ease-in-out; width: 100%; } .gemini-api-card-overview:hover { box-shadow: var(--gemini-api-elevation-3dp); } .gemini-api-card-overview a:empty { display: block; position: relative; height: 14rem; width: 115%; top: -14.5rem; left: -1rem; } .gemini-api-card-overview a:empty:focus { border: 2px solid var(--devsite-primary-color); border-radius: 9px; } @media only screen and (min-width: 625px) { .gemini-api-recommended { display: grid; grid-template-columns: repeat(3, 1fr); grid-column-gap: 3rem; } } .card a { display: block; position: absolute; top: 0; left: 0; width: 100%; height: 100%; text-decoration: none; color: inherit; } .card-grid { display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 1.5rem; } .cta-button { background-color: #4285f4; color: #fff; padding: 1rem 2rem; border-radius: 4px; text-decoration: none; display: inline-block; transition: background-color 0.2s; } .cta-button:hover { background-color: #357ae8; } .capabilities-list li { list-style-type: disc; margin-left: 20px; margin-bottom: 0.5rem; } .models-section { display: flex; justify-content: space-between; align-items: end; } .gemini-api-model-button { background-color: #4285f4; color: white; padding: 0.8rem 1.5rem; border-radius: 4px; text-decoration: none; font-size: 1rem; } .card-image { width: 50px; height: 50px; margin-right: 1rem; object-fit: cover; } .card-overview-bottom { padding: 2rem; border-radius: 8px; text-align: center; background-image: linear-gradient(to right, #217BFE, #078EFB); color: white; } @media only screen and (max-width: 625px) { .gemini-api-card-overview { margin-bottom: 1.5rem; height: 10rem; } .gemini-api-card-overview a:empty { height: 10rem; top: -12.1rem; } .gemini-api-card-title { margin: 0rem; } .card { display: block; } .card > img { width: 100%; } .models-section { display: block; } .ais { width: 100%; } } </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://ai.google.dev/" 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="" > Home </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://ai.google.dev/gemini-api" 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="Gemini API" > Gemini API </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://ai.google.dev/gemini-api/docs" 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="" > Docs </a> </li> </ul> </div> <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> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <p> </p> <div class="models-section"> <div> <h1 class="devsite-page-title" id="get-started-with-the-gemini-api" data-text="Get started with the Gemini API" tabindex="-1">Get started with the Gemini API</h1> </div> <div> <a href="https://aistudio.google.com/apikey" class="button button-primary ais">Get a Gemini API Key</a> </div> </div> <p>The Gemini API and Google AI Studio help you start working with Google's latest models and turn your ideas into applications that scale.</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="python" data-text="Python" tabindex="-1">Python</h3><pre class="prettyprint lang-python" translate="no" dir="ltr"><code translate="no" dir="ltr">import google.generativeai as genai genai.configure(api_key="<var translate="no">YOUR_API_KEY</var>") model = genai.GenerativeModel("gemini-1.5-flash") response = model.generate_content("Explain how AI works") print(response.text) </code></pre></section> <section><h3 id="node.js" data-text="Node.js" tabindex="-1">Node.js</h3><pre class="prettyprint lang-javascript" translate="no" dir="ltr"><code translate="no" dir="ltr">const { GoogleGenerativeAI } = require("@google/generative-ai"); const genAI = new GoogleGenerativeAI("<var translate="no">YOUR_API_KEY</var>"); const model = genAI.getGenerativeModel({ model: "gemini-1.5-flash" }); const prompt = "Explain how AI works"; const result = await model.generateContent(prompt); console.log(result.response.text()); </code></pre></section> <section><h3 id="rest" data-text="REST" tabindex="-1">REST</h3><pre class="prettyprint lang-bash" translate="no" dir="ltr"><code translate="no" dir="ltr">curl "https://generativelanguage.googleapis.com/v1beta/models/gemini-1.5-flash:generateContent?key=$<var translate="no">YOUR_API_KEY</var>" \ -H 'Content-Type: application/json' \ -X POST \ -d '{ "contents": [{ "parts":[{"text": "Write a story about a magic backpack."}] }] }' </code></pre></section> </div> <div class="main-content"> <div class="models-section"> <h2 class="hide-from-toc" id="meet-the-models" data-text="Meet the models" tabindex="-1">Meet the models</h2> <p> <a href="https://aistudio.google.com" class="button button-primary ais">Try Gemini in Google AI Studio</a> </p> </div> <div class="gemini-api-recommended"> <div class="gemini-api-card-overview"> <p class="gemini-api-card-title"> 1.5 Flash <span class="google-symbols" aria-hidden="true" translate="no">spark</span> </p> <p class="gemini-api-card-description"> Our most balanced multimodal model with great performance for most tasks </p> <a href="/gemini-api/docs/models/gemini#gemini-1.5-flash" aria-label="Learn more about 1.5 Flash"></a> </div> <div class="gemini-api-card-overview"> <p class="gemini-api-card-title"> 1.5 Flash-8B </p> <p class="gemini-api-card-description"> Our fastest and most cost-efficient multimodal model with great performance for high-frequency tasks </p> <a href="/gemini-api/docs/models/gemini#gemini-1.5-flash-8b" aria-label="Learn more about 1.5 Flash-8B"></a> </div> <div class="gemini-api-card-overview"> <p class="gemini-api-card-title"> 1.5 Pro </p> <p class="gemini-api-card-description"> Our best performing multimodal model with features for a wide variety of reasoning tasks </p> <a href="/gemini-api/docs/models/gemini#gemini-1.5-pro" aria-label="Learn more about 1.5 Pro"></a> </div> </div> <h2 class="hide-from-toc" id="explore-the-api" data-text="Explore the API" tabindex="-1">Explore the API</h2> <div class="card"> <img src="/static/site-assets/images/long-context-overview.png" aria-hidden="true" class="card-image"> <div class="card-text-content"> <h3 class="hide-from-toc" id="explore-long-context" data-text="Explore long context" tabindex="-1">Explore long context</h3> <p>Input millions of tokens to Gemini models and derive understanding from unstructured images, videos, and documents.</p> </div> <a href="/gemini-api/docs/long-context"></a> </div> <div class="card"> <img src="/static/site-assets/images/tuning-overview.png" aria-hidden="true" class="card-image"> <div class="card-text-content"> <h3 class="hide-from-toc" id="solve-tasks-with-fine-tuning" data-text="Solve tasks with fine-tuning" tabindex="-1">Solve tasks with fine-tuning</h3> <p>Modify the behavior of Gemini models to adapt to specific tasks, recognize data, and solve problems. Tune models with your own data to make production deployments more robust and reliable.</p> </div> <a href="/gemini-api/docs/model-tuning/tutorial"></a> </div> <div class="card"> <img src="/static/site-assets/images/structured-overview.png" aria-hidden="true" class="card-image"> <div class="card-text-content"> <h3 class="hide-from-toc" id="generate-structured-outputs" data-text="Generate structured outputs" tabindex="-1">Generate structured outputs</h3> <p>Constrain Gemini to respond with JSON, a structured data format suitable for automated processing.</p> </div> <a href="/gemini-api/docs/structured-output"></a> </div> <div class="card-overview-bottom"> <h3 class="hide-from-toc" id="start-building-with-the-gemini-api" data-text="Start building with the Gemini API" tabindex="-1">Start building with the Gemini API</h3> <a href="/gemini-api/docs/quickstart" class="button button-secondary">Get started</a> </div> </div> <link href="/site-assets/css/style.css?v=2" rel="stylesheet" data-page-link><link href="https://fonts.googleapis.com/css2?family=Google+Symbols:opsz,wght,FILL,GRAD@20..48,100..700,0..1,-50..200" rel="stylesheet" data-page-link> </div> <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 2024-11-22 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 2024-11-22 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"> </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> </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="de" >Deutsch</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>[]</script> <script type="application/json" tag-management>{"at": "True", "ga4": [], "ga4p": [], "gtm": [{"id": "GTM-TC2MQKS8", "purpose": 0}], "parameters": {"internalUser": "False", "language": {"machineTranslated": "False", "requested": "en", "served": "en"}, "pageType": "article", "projectName": "Gemini API", "signedIn": "False", "tenant": "googledevai", "recommendations": {"sourcePage": "", "sourceType": 0, "sourceRank": 0, "sourceIdenticalDescriptions": 0, "sourceTitleWords": 0, "sourceDescriptionWords": 0, "experiment": ""}, "experiment": {"ids": ""}}}</script> </devsite-analytics> <devsite-badger></devsite-badger> <script nonce="7OFJ9BPC444GyK3bKS4grZggMuRG7H"> (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/googledevai/js/app_loader.js', '[59,"en",null,"/js/devsite_app_module.js","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai","https://googledevai-dot-devsite-v2-prod-3p.appspot.com",1,null,["/_pwa/googledevai/manifest.json","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/images/video-placeholder.svg","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/favicon-new.png","/_static/googledevai/images/lockup-new.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","ai.google.dev","AIzaSyB9bqgQ2t11WJsOX8qNsCQ6U-w91mmqF-I","AIzaSyAdYnStPdzjcJJtQ0mvIaeaMKj7_t6J_Fg",null,null,null,["Profiles__enable_page_saving","CloudShell__cloud_code_overflow_menu","BookNav__enable_tenant_cache_key","Search__enable_page_map","MiscFeatureFlags__developers_footer_image","Cloud__enable_cloudx_ping","EngEduTelemetry__enable_engedu_telemetry","Cloud__enable_cloud_shell","Profiles__enable_complete_playlist_endpoint","Cloud__enable_legacy_calculator_redirect","Analytics__enable_clearcut_logging","MiscFeatureFlags__enable_view_transitions","Profiles__enable_completecodelab_endpoint","Profiles__enable_awarding_url","Profiles__enable_public_developer_profiles","Profiles__enable_developer_profiles_callout","Search__enable_suggestions_from_borg","MiscFeatureFlags__emergency_css","Cloud__enable_cloud_dlp_service","MiscFeatureFlags__enable_variable_operator","MiscFeatureFlags__enable_project_variables","Cloud__enable_cloud_facet_chat","DevPro__enable_developer_subscriptions","TpcFeatures__enable_required_headers","MiscFeatureFlags__developers_footer_dark_image","Search__enable_ai_eligibility_checks","Cloud__enable_cloud_shell_fte_user_flow","Cloud__enable_llm_concierge_chat","Profiles__enable_release_notes_notifications","DevPro__enable_cloud_innovators_plus","Experiments__reqs_query_experiments","Profiles__enable_profile_collections","Cloud__enable_cloudx_experiment_ids","Cloud__enable_free_trial_server_call","Profiles__enable_recognition_badges","Profiles__require_profile_eligibility_for_signin","Concierge__enable_pushui","MiscFeatureFlags__enable_explain_this_code","MiscFeatureFlags__enable_firebase_utm","TpcFeatures__enable_mirror_tenant_redirects","Search__enable_dynamic_content_confidential_banner","CloudShell__cloud_shell_button","OnSwitch__enable","Profiles__enable_dashboard_curated_recommendations"],null,null,"AIzaSyA58TaKli1DculwmAmbpzLVGuWc8eCQgQc","https://developerscontentserving-pa.googleapis.com","AIzaSyDWBU60w0P9hEkr29kkksYs8Z7gvZ8u_wc","https://developerscontentsearch-pa.googleapis.com",2,4,null,"https://developerprofiles-pa.googleapis.com",[59,"googledevai","Google AI for Developers","ai.google.dev",null,"googledevai-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],null,null,null,null,[1,null,1],[1,1,null,1,1]],null,[73,null,null,null,null,null,"/images/lockup-new.svg","/images/touchicon-180-new.png",null,null,null,null,1,1,null,null,null,null,null,null,null,1,null,null,null,"/images/lockup-dark-theme-new.svg",[]],[],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,[[],[1,1]],[[null,null,null,null,null,["GTM-TC2MQKS8"],null,null,null,null,null,[["GTM-TC2MQKS8",1]],1]],null,4]]') </script> <devsite-a11y-announce></devsite-a11y-announce> </body> </html>