CINXE.COM

Gemma models overview  |  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/gemma/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/gemma/docs" /><link rel="alternate" hreflang="x-default" href="https://ai.google.dev/gemma/docs" /><link rel="alternate" hreflang="ar" href="https://ai.google.dev/gemma/docs?hl=ar" /><link rel="alternate" hreflang="bn" href="https://ai.google.dev/gemma/docs?hl=bn" /><link rel="alternate" hreflang="zh-Hans" href="https://ai.google.dev/gemma/docs?hl=zh-cn" /><link rel="alternate" hreflang="zh-Hant" href="https://ai.google.dev/gemma/docs?hl=zh-tw" /><link rel="alternate" hreflang="fa" href="https://ai.google.dev/gemma/docs?hl=fa" /><link rel="alternate" hreflang="fr" href="https://ai.google.dev/gemma/docs?hl=fr" /><link rel="alternate" hreflang="de" href="https://ai.google.dev/gemma/docs?hl=de" /><link rel="alternate" hreflang="he" href="https://ai.google.dev/gemma/docs?hl=he" /><link rel="alternate" hreflang="hi" href="https://ai.google.dev/gemma/docs?hl=hi" /><link rel="alternate" hreflang="id" href="https://ai.google.dev/gemma/docs?hl=id" /><link rel="alternate" hreflang="it" href="https://ai.google.dev/gemma/docs?hl=it" /><link rel="alternate" hreflang="ja" href="https://ai.google.dev/gemma/docs?hl=ja" /><link rel="alternate" hreflang="ko" href="https://ai.google.dev/gemma/docs?hl=ko" /><link rel="alternate" hreflang="pl" href="https://ai.google.dev/gemma/docs?hl=pl" /><link rel="alternate" hreflang="pt-BR" href="https://ai.google.dev/gemma/docs?hl=pt-br" /><link rel="alternate" hreflang="ru" href="https://ai.google.dev/gemma/docs?hl=ru" /><link rel="alternate" hreflang="es-419" href="https://ai.google.dev/gemma/docs?hl=es-419" /><link rel="alternate" hreflang="th" href="https://ai.google.dev/gemma/docs?hl=th" /><link rel="alternate" hreflang="tr" href="https://ai.google.dev/gemma/docs?hl=tr" /><link rel="alternate" hreflang="vi" href="https://ai.google.dev/gemma/docs?hl=vi" /><title>Gemma models overview &nbsp;|&nbsp; Google AI for Developers</title> <meta property="og:title" content="Gemma models overview &nbsp;|&nbsp; Google AI for Developers"><meta property="og:url" content="https://ai.google.dev/gemma/docs"><meta property="og:image" content="https://ai.google.dev/static/site-assets/images/marketing/gemma.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": "Gemma models overview" } </script><script type="application/ld+json"> { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [{ "@type": "ListItem", "position": 1, "name": "Gemma", "item": "https://ai.google.dev/gemma" },{ "@type": "ListItem", "position": 2, "name": "Gemma models overview", "item": "https://ai.google.dev/gemma/docs" }] } </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="gemma" 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="Gemma"> </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://ai.google.dev/gemini-api" track-metadata-eventdetail="https://ai.google.dev/gemini-api" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - gemini api" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Gemini API" track-name="gemini api" > Gemini API </a> </tab> <tab class="devsite-active"> <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" aria-label="Gemma, selected" 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="Gemma" 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 > <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 - overview" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Overview" track-name="overview" > Overview </a> </tab> <tab class="devsite-active"> <a href="https://ai.google.dev/gemma/docs" track-metadata-eventdetail="https://ai.google.dev/gemma/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> </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="gemma" 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="Gemma"> </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" class="devsite-nav-title gc-analytics-event " 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> </li> <li class="devsite-nav-item"> <a href="/gemma" class="devsite-nav-title gc-analytics-event devsite-nav-active" 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> <ul class="devsite-nav-responsive-tabs"> <li class="devsite-nav-item"> <a href="/gemma" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Overview" track-name="overview" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Overview" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Overview </span> </a> </li> <li class="devsite-nav-item"> <a href="/gemma/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> </ul> </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="/gemma/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs" ><span class="devsite-nav-text" tooltip>Overview</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/get_started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/get_started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/get_started" ><span class="devsite-nav-text" tooltip>Get started</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>Gemma model family</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>Gemma</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemma/docs/base" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/base" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/base" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/model_card_2" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/model_card_2" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/model_card_2" ><span class="devsite-nav-text" tooltip>Gemma 2 model card</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/model_card" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/model_card" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/model_card" ><span class="devsite-nav-text" tooltip>Gemma model card</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>CodeGemma</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemma/docs/codegemma" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/codegemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/codegemma" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/codegemma/model_card" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/codegemma/model_card" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/codegemma/model_card" ><span class="devsite-nav-text" tooltip>Model card</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/codegemma/codegemma_flax_inference" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/codegemma/codegemma_flax_inference" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/codegemma/codegemma_flax_inference" ><span class="devsite-nav-text" tooltip>Inference with JAX and Flax</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/codegemma/keras_quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/codegemma/keras_quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/codegemma/keras_quickstart" ><span class="devsite-nav-text" tooltip>Quickstart</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/codegemma/code_assist_keras" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/codegemma/code_assist_keras" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/codegemma/code_assist_keras" ><span class="devsite-nav-text" tooltip>AI Assisted coding with CodeGemma</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>PaliGemma</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemma/docs/paligemma" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/paligemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/paligemma" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/paligemma/model-card" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/paligemma/model-card" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/paligemma/model-card" ><span class="devsite-nav-text" tooltip>Model card</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/paligemma/fine-tuning-paligemma" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/paligemma/fine-tuning-paligemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/paligemma/fine-tuning-paligemma" ><span class="devsite-nav-text" tooltip>Fine-tuning with JAX and Flax</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/paligemma/inference-with-keras" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/paligemma/inference-with-keras" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/paligemma/inference-with-keras" ><span class="devsite-nav-text" tooltip>Inference with Keras</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>RecurrentGemma</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemma/docs/recurrentgemma" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/recurrentgemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/recurrentgemma" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/recurrentgemma/recurrentgemma_jax_inference" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/recurrentgemma/recurrentgemma_jax_inference" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/recurrentgemma/recurrentgemma_jax_inference" ><span class="devsite-nav-text" tooltip>Inference using JAX and Flax</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/recurrentgemma/recurrentgemma_jax_finetune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/recurrentgemma/recurrentgemma_jax_finetune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/recurrentgemma/recurrentgemma_jax_finetune" ><span class="devsite-nav-text" tooltip>Fine-tuning using JAX and Flax</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/recurrentgemma/model_card" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/recurrentgemma/model_card" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/recurrentgemma/model_card" ><span class="devsite-nav-text" tooltip>Model card</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>ShieldGemma</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemma/docs/shieldgemma" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/shieldgemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/shieldgemma" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemma/docs/shieldgemma/model_card" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/shieldgemma/model_card" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/shieldgemma/model_card" ><span class="devsite-nav-text" tooltip>Model card</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemma/docs/releases" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/releases" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/releases" ><span class="devsite-nav-text" tooltip>Releases</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>Inference Guides</span> </div></li> <li class="devsite-nav-item"><a href="/gemma/docs/setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/setup" ><span class="devsite-nav-text" tooltip>Gemma setup</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/keras_inference" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/keras_inference" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/keras_inference" ><span class="devsite-nav-text" tooltip>Inference using Keras</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/pytorch_gemma" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/pytorch_gemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/pytorch_gemma" ><span class="devsite-nav-text" tooltip>Inference using PyTorch</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/jax_inference" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/jax_inference" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/jax_inference" ><span class="devsite-nav-text" tooltip>Inference using JAX and Flax</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/formatting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/formatting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/formatting" ><span class="devsite-nav-text" tooltip>Formatting and system instructions</span></a></li> <li class="devsite-nav-item devsite-nav-new"><a href="/gemma/docs/gemma_chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/gemma_chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/gemma_chat" ><span class="devsite-nav-text" tooltip>Chat with Gemma</span><span class="devsite-nav-icon material-icons" data-icon="new" data-title="New!" aria-hidden="true"></span></a></li> <li class="devsite-nav-item devsite-nav-experimental"><a href="/gemma/docs/gemma_cpp" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/gemma_cpp" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/gemma_cpp" ><span class="devsite-nav-text" tooltip>Gemma C++ Tutorial</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>Tuning Guides</span> </div></li> <li class="devsite-nav-item"><a href="/gemma/docs/lora_tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/lora_tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/lora_tuning" ><span class="devsite-nav-text" tooltip>Tuning using LoRA and Keras</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/distributed_tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/distributed_tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/distributed_tuning" ><span class="devsite-nav-text" tooltip>Distributed tuning using Keras</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/jax_finetune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/jax_finetune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/jax_finetune" ><span class="devsite-nav-text" tooltip>Tuning using JAX and Flax</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>Application Guides</span> </div></li> <li class="devsite-nav-item"><a href="/gemma/docs/personal-code-assistant" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/personal-code-assistant" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/personal-code-assistant" ><span class="devsite-nav-text" tooltip>Personal code assistant</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/business-email-assistant" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/business-email-assistant" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/business-email-assistant" ><span class="devsite-nav-text" tooltip>Business email assistant</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/spoken-language/task-specific-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/spoken-language/task-specific-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/spoken-language/task-specific-tuning" ><span class="devsite-nav-text" tooltip>Spoken language tasks</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>Integrations</span> </div></li> <li class="devsite-nav-item"><a href="/gemma/docs/integrations/vertex" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/integrations/vertex" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/integrations/vertex" ><span class="devsite-nav-text" tooltip>Vertex AI</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/integrations/dataflow" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/integrations/dataflow" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/integrations/dataflow" ><span class="devsite-nav-text" tooltip>Dataflow ML</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/integrations/gke" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/integrations/gke" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/integrations/gke" ><span class="devsite-nav-text" tooltip>Google Kubernetes Engine (GKE)</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/integrations/langchain" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/integrations/langchain" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/integrations/langchain" ><span class="devsite-nav-text" tooltip>LangChain</span></a></li> <li class="devsite-nav-item devsite-nav-experimental"><a href="/gemma/docs/integrations/on_device" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/integrations/on_device" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/integrations/on_device" ><span class="devsite-nav-text" tooltip>On-device generation</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>Research and tools</span> </div></li> <li class="devsite-nav-item"><a href="/gemma/docs/datagemma" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/datagemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/datagemma" ><span class="devsite-nav-text" tooltip>DataGemma</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/gemma_scope" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/gemma_scope" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/gemma_scope" ><span class="devsite-nav-text" tooltip>Gemma Scope</span></a></li> <li class="devsite-nav-item"><a href="/gemma/docs/gemma-aps" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/gemma-aps" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/gemma-aps" ><span class="devsite-nav-text" tooltip>Gemma-APS</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="/gemma/docs/discord" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/docs/discord" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/docs/discord" ><span class="devsite-nav-text" tooltip>Discord</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="/gemma/terms" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/terms" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/terms" ><span class="devsite-nav-text" tooltip>Terms of use</span></a></li> <li class="devsite-nav-item"><a href="/gemma/prohibited_use_policy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemma/prohibited_use_policy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemma/prohibited_use_policy" ><span class="devsite-nav-text" tooltip>Prohibited use</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/style.css */ body[theme="googledevai-theme"] { --devsite-background-0: var(--devsite-background-1); --devsite-button-border: 1px solid #747775; --devsite-button-border-radius: 20rem; --devsite-button-font: 500 14px/36px 'Google Sans Text', Roboto, sans-serif; --devsite-code-font-family: 'Google Sans Mono', Roboto Mono, monospace; --devsite-primary-font-family: 'Google Sans Text', Roboto, sans-serif; --devsite-table-heading-font: 500 14px/20px 'Google Sans Text', Roboto, sans-serif; --googledevai-border-color: #c4c7c5; --googledevai-blue-light: #d7e6ff; --googledevai-blue-dark: #2e64de; --googledevai-cyan-light: #c7e4ff; --googledevai-cyan-dark: #3c8fe3; --googledevai-purple-light: #dce2ff; --googledevai-purple-dark: #987be9; --googledevai-purple: #ac87eb; --googledevai-red: #ee4d5d; --googledevai-secondary-text: #001d35; --googledevai-button-gradient-light: linear-gradient(90deg, var(--googledevai-blue-light), var(--googledevai-cyan-light), var(--googledevai-purple-light)); --googledevai-button-gradient-dark: linear-gradient(90deg, var(--googledevai-blue), var(--googledevai-cyan), var(--googledevai-purple)); } body[theme="googledevai-theme"]:not([type="reference"]){ --googledevai-page-width: 1100px; } body[theme="googledevai-theme"] .devsite-header-background { background: var(--googledevai-header-gradient); border-bottom: 1px solid #7e98d1; } body[layout=docs][theme="googledevai-theme"]:not([type="reference"]) .devsite-main-content, body[layout=docs][theme="googledevai-theme"]:not([type="reference"]) .devsite-main-content[has-book-nav][has-sidebar] { grid-template-columns: minmax(269px, 1fr) minmax(752px, var(--googledevai-page-width)) minmax(160px, 1fr); grid-gap: 3rem; } body[layout=docs][theme="googledevai-theme"] devsite-content { max-width: var(--googledevai-page-width); } body[layout=docs][theme="googledevai-theme"] .devsite-article { box-shadow: unset; } body[theme="googledevai-theme"] { --googledevai-header-gradient: linear-gradient(90deg, var(--googledevai-blue) 50%, var(--googledevai-cyan), var(--googledevai-purple), var(--googledevai-red)); } body[theme="googledevai-theme"].color-scheme--dark { --googledevai-header-gradient: linear-gradient(90deg, var(--googledevai-blue) 75%, var(--googledevai-cyan), var(--googledevai-purple)); --googledevai-border-color: #444746; } /* Ensure that full-bleed pages get the full width. */ body[theme="googledevai-theme"][layout="full"] .devsite-main-content { max-width: none; padding: 0; } /* And ensure that any site banners/ACL warnings/etc don't get hidden on * full-bleed pages. */ body[theme="googledevai-theme"][layout="full"] .devsite-banner { margin: 0; } tab:has(> a.hidden-tab) { display: none; } .landing-page-card { padding: 16px; box-shadow: 0 0 36px rgba(0,0,0,0.1); border-radius: 10px; } /* Page section headings */ .landing-page-heading h2, h2.landing-page-heading { font-family: "Google Sans", sans-serif; color: #425066; font-size: 30px; font-weight: 700; line-height: 40px; } /* Item title headings */ .landing-page-heading h3, h3.landing-page-heading, .landing-page-card h3, h3.landing-page-card { font-family: "Google Sans", sans-serif; color: #425066; font-size: 20px; font-weight: 500; line-height: 26px; } body[theme="googledevai-theme"] devsite-toc > .devsite-nav-list { border-inline-start: unset; } /* Banner notice */ [layout=docs] .devsite-banner:first-of-type { background: var(--googledevai-cyan-light); border-radius: 10px; color: var(--googledevai-secondary-text); margin: -2.5rem -0.25rem 2.5rem; display: flex; } /* Banner notice smaller screens */ @media (max-width: 840px) { [layout=docs] .devsite-banner:first-of-type { margin: -0.25rem -0.25rem 2.5rem; } } /* Asides */ .devsite-article-body>aside:not([class*=attempt]) { border-radius: 2px; } /* Tables */ table:not(.tfo-notebook-buttons) { border: 1px solid var(--googledevai-border-color); border-collapse: unset; border-radius: 9px; margin: auto; width: 100%; } .gemini-api-model-table tr:not(:last-child) td:not(:first-child), .gemini-api-model-table tr:not(:last-child) th, th, table:not(.gemini-api-model-table):not(.tfo-notebook-buttons) tr:not(:last-child) td { border-bottom: 1px solid var(--googledevai-border-color); } th, td { background: transparent; padding: 1rem; } /* Notebooks */ devsite-code .tfo-notebook-code-cell-output { max-height: 300px; overflow: auto; background: rgba(237, 247, 255, 1); /* blue bg to distinguish from input code cells */ } devsite-code .tfo-notebook-code-cell-output + .devsite-code-buttons-container button { background: rgba(237, 247, 255, .7); /* blue 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 */ } .devsite-article-body>devsite-code { --devsite-code-buttons-container-right: 0; --devsite-code-margin: 0 0; --devsite-code-padding-block: 14px; border-radius: 8px; } .devsite-article-body>.beta:not([class*=attempt]), .devsite-article-body>.caution:not([class*=attempt]), .devsite-article-body>.deprecated:not([class*=attempt]), .devsite-article-body>.dogfood:not([class*=attempt]), .devsite-article-body>.experimental:not([class*=attempt]), .devsite-article-body>.key-point:not([class*=attempt]), .devsite-article-body>.key-term:not([class*=attempt]), .devsite-article-body>.note:not([class*=attempt]), .devsite-article-body>.objective:not([class*=attempt]), .devsite-article-body>.preview:not([class*=attempt]), .devsite-article-body>.special:not([class*=attempt]), .devsite-article-body>.success:not([class*=attempt]), .devsite-article-body>.tip:not([class*=attempt]), .devsite-article-body>.warning:not([class*=attempt]), .devsite-article-body>aside:not([class*=attempt]) { --devsite-notice-margin: 0 0; border-radius: 8px; } /* 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; } /* 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 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; } .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; } /* remove this from the theme.scss file */ devsite-header { --devsite-header-color-lower: white !important; --devsite-header-foreground-lower: #ffffffc7 !important; --devsite-header-foreground-lower-hover: white !important; --devsite-header-foreground-lower-active: white !important; --devsite-lower-tab-marker-color-active: white !important; } devsite-nav-buttons button { margin-left: 0; margin-top: 5px; } </style><style> /* Styles inlined from /site-assets/css/gemma.css */ body[theme="googledevai-theme"] { --googledevai-header-gradient: linear-gradient(90deg, var(--googledevai-blue) 75%, var(--googledevai-cyan), #acb7ff) !important; } </style> <div class="devsite-banner devsite-banner-announcement nocontent" background="google-blue" > <div class="devsite-banner-message"> <div class="devsite-banner-message-text"> Check out the Gemma Cookbook repository for generation and tuning examples! <a class="button button-primary" href="https://goo.gle/gemma-cookbook">Learn more</a> </div> </div> </div> <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/gemma" 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="Gemma" > Gemma </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://ai.google.dev/gemma/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> <devsite-thumb-rating position="header"> </devsite-thumb-rating> </div> <devsite-feedback position="header" project-name="Gemma" product-id="5292923" bucket="documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464921008191574316" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/touchicon-180-new.png" > <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> Gemma models overview </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> <p><img src="https://ai.google.dev/gemma/images/gemma_sq.png" alt="Alt Gemma logo" width="240" aria-hidden="true" class="attempt-right"> Gemma is a family of lightweight, state-of-the-art open models built from the same research and technology used to create the <a href="https://deepmind.google/technologies/gemini/#introduction">Gemini</a> models. Developed by Google DeepMind and other teams across Google, Gemma is named after the Latin <em>gemma</em>, meaning precious stone. The Gemma model weights are supported by developer tools that promote innovation, collaboration, and the responsible use of artificial intelligence (AI).</p> <p>The Gemma models are available to run in your applications and on your hardware, mobile devices, or hosted services. You can also customize these models using tuning techniques so that they excel at performing specific tasks that matter to you and your users. Gemma models draw inspiration and technological lineage from the Gemini family of models, and are made for the AI development community to extend and take further.</p> <p>Ready to begin? <strong><a href="/gemma/docs/get_started">Get started</a></strong> with Gemma models!</p> <h2 id="pt-it" data-text="Pretrained and instruction tuned models" tabindex="-1">Pretrained and instruction tuned models</h2> <p>You can modify the behavior of Gemma models with additional training so the model performs better on specific tasks. This process is called model <em>tuning</em>, and while this technique improves the ability of a model to perform targeted tasks, it can also cause the model to become worse at other tasks. For this reason, Gemma models are available in both instruction tuned and pretrained versions:</p> <ul> <li><strong>Instruction tuned (IT)</strong> - These versions of the model are trained with human language interactions and can respond to conversational input, similar to a chat bot.</li> <li><strong>Pretrained (PT)</strong> - These versions of the model are not trained on any specific tasks or instructions beyond the Gemma core data training set. You should not deploy these models in applications without performing some tuning.</li> </ul> <h2 id="next-steps" data-text="Next Steps" tabindex="-1">Next Steps</h2> <p>Start your journey building applications with Gemma with the <a href="/gemma/docs/get_started">Get started with Gemma</a> guide.</p> <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> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Gemma" product-id="5292923" bucket="documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464921008191574316" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/touchicon-180-new.png" > <button> Send feedback </button> </devsite-feedback> <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 2024-08-05 UTC.</p> </devsite-content-footer> <devsite-notification > </devsite-notification> <div class="devsite-content-data"> <template class="devsite-thumb-rating-feedback"> <devsite-feedback position="thumb-rating" project-name="Gemma" product-id="5292923" bucket="documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464921008191574316" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="thumb-rating" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/touchicon-180-new.png" > <button> Need to tell us more? </button> </devsite-feedback> </template> <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 2024-08-05 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>{&#34;at&#34;: &#34;True&#34;, &#34;ga4&#34;: [], &#34;ga4p&#34;: [], &#34;gtm&#34;: [{&#34;id&#34;: &#34;GTM-TC2MQKS8&#34;, &#34;purpose&#34;: 0}], &#34;parameters&#34;: {&#34;internalUser&#34;: &#34;False&#34;, &#34;language&#34;: {&#34;machineTranslated&#34;: &#34;False&#34;, &#34;requested&#34;: &#34;en&#34;, &#34;served&#34;: &#34;en&#34;}, &#34;pageType&#34;: &#34;article&#34;, &#34;projectName&#34;: &#34;Gemma&#34;, &#34;signedIn&#34;: &#34;False&#34;, &#34;tenant&#34;: &#34;googledevai&#34;, &#34;recommendations&#34;: {&#34;sourcePage&#34;: &#34;&#34;, &#34;sourceType&#34;: 0, &#34;sourceRank&#34;: 0, &#34;sourceIdenticalDescriptions&#34;: 0, &#34;sourceTitleWords&#34;: 0, &#34;sourceDescriptionWords&#34;: 0, &#34;experiment&#34;: &#34;&#34;}, &#34;experiment&#34;: {&#34;ids&#34;: &#34;&#34;}}}</script> </devsite-analytics> <devsite-badger></devsite-badger> <script nonce="dyJbzWYAP+b5m5CNEpW8KDdG11bMzJ"> (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,[1,6,8,12,14,17,21,25,50,52,63,70,75,76,80,87,91,92,93,97,98,100,101,102,103,104,105,107,108,109,110,112,113,116,117,118,120,122,124,125,126,127,129,130,131,132,133,134,135,136,138,140,141,147,148,149,151,152,156,157,158,159,161,163,164,168,169,170,179,180,182,183,186,191,193,196],"AIzaSyCNm9YxQumEXwGJgTDjxoxXK6m1F-9720Q","AIzaSyCc76DZePGtoyUjqKrLdsMGk_ry7sljLbY","ai.google.dev","AIzaSyB9bqgQ2t11WJsOX8qNsCQ6U-w91mmqF-I","AIzaSyAdYnStPdzjcJJtQ0mvIaeaMKj7_t6J_Fg",null,null,null,["Profiles__enable_release_notes_notifications","DevPro__enable_developer_subscriptions","BookNav__enable_tenant_cache_key","Profiles__enable_complete_playlist_endpoint","Search__enable_suggestions_from_borg","Cloud__enable_cloud_shell_fte_user_flow","Cloud__enable_cloudx_experiment_ids","Search__enable_dynamic_content_confidential_banner","Cloud__enable_cloud_shell","Cloud__enable_free_trial_server_call","Profiles__require_profile_eligibility_for_signin","Experiments__reqs_query_experiments","Profiles__enable_awarding_url","TpcFeatures__enable_required_headers","MiscFeatureFlags__developers_footer_dark_image","MiscFeatureFlags__enable_explain_this_code","OnSwitch__enable","DevPro__enable_cloud_innovators_plus","Profiles__enable_dashboard_curated_recommendations","MiscFeatureFlags__enable_variable_operator","Profiles__enable_completecodelab_endpoint","Profiles__enable_developer_profiles_callout","Profiles__enable_recognition_badges","CloudShell__cloud_code_overflow_menu","Profiles__enable_page_saving","MiscFeatureFlags__enable_project_variables","Search__enable_page_map","Profiles__enable_public_developer_profiles","Cloud__enable_legacy_calculator_redirect","TpcFeatures__enable_mirror_tenant_redirects","MiscFeatureFlags__enable_firebase_utm","Cloud__enable_cloudx_ping","EngEduTelemetry__enable_engedu_telemetry","Cloud__enable_llm_concierge_chat","MiscFeatureFlags__enable_view_transitions","MiscFeatureFlags__developers_footer_image","Cloud__enable_cloud_facet_chat","Search__enable_ai_eligibility_checks","CloudShell__cloud_shell_button","Concierge__enable_pushui","Analytics__enable_clearcut_logging","Profiles__enable_profile_collections","MiscFeatureFlags__emergency_css","Cloud__enable_cloud_dlp_service"],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>

Pages: 1 2 3 4 5 6 7 8 9 10