Multimodal video generation & editing with synchronized audio and multi-reference guidance
<!doctype html> <html lang="en" dir="ltr"> <head> <meta name="google-signin-client-id" content="721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com"><meta name="google-signin-scope" content="profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/devprofiles.full_control.firstparty"><meta property="og:site_name" content="Google Cloud Documentation"> <meta property="og:type" content="website"><meta name="theme-color" content="#1a73e8"><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/clouddocs/manifest.json" crossorigin="use-credentials"> <link rel="preconnect" href="//www.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.googleapis.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/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/css/app.css"> <link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/css/dark-theme.css" disabled> <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/favicons/onecloud/favicon.ico"> <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/favicons/onecloud/super_cloud.png"><link rel="canonical" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview"><link rel="search" type="application/opensearchdescription+xml" title="Google Cloud Documentation" href="https://docs.cloud.google.com/s/opensearch.xml"> <link rel="alternate" hreflang="en" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview" /><link rel="alternate" hreflang="x-default" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview" /><link rel="alternate" hreflang="zh-Hans" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=zh-cn" /><link rel="alternate" hreflang="zh-Hant" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=zh-tw" /><link rel="alternate" hreflang="fr" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=fr" /><link rel="alternate" hreflang="de" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=de" /><link rel="alternate" hreflang="he" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=he" /><link rel="alternate" hreflang="id" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=id" /><link rel="alternate" hreflang="it" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=it" /><link rel="alternate" hreflang="ja" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=ja" /><link rel="alternate" hreflang="ko" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=ko" /><link rel="alternate" hreflang="pt-BR" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=pt-br" /><link rel="alternate" hreflang="es-419" href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview?hl=es-419" /><link rel="alternate" hreflang="en-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview" /><link rel="alternate" hreflang="x-default" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview" /><link rel="alternate" hreflang="zh-Hans-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=zh-cn" /><link rel="alternate" hreflang="zh-Hant-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=zh-tw" /><link rel="alternate" hreflang="fr-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=fr" /><link rel="alternate" hreflang="de-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=de" /><link rel="alternate" hreflang="he-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=he" /><link rel="alternate" hreflang="id-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=id" /><link rel="alternate" hreflang="it-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=it" /><link rel="alternate" hreflang="ja-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=ja" /><link rel="alternate" hreflang="ko-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=ko" /><link rel="alternate" hreflang="pt-BR-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=pt-br" /><link rel="alternate" hreflang="es-419-cn" href="https://docs.cloud.google.cn/gemini-enterprise-agent-platform/models/video/overview?hl=es-419" /><title>Generate videos with Agent Platform | Gemini Enterprise Agent Platform | Google Cloud Documentation</title> <meta property="og:title" content="Generate videos with Agent Platform | Gemini Enterprise Agent Platform | Google Cloud Documentation"><meta name="description" content="A high-level guide about using Agent Platform to generate videos."> <meta property="og:description" content="A high-level guide about using Agent Platform to generate videos."><meta property="og:url" content="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview"><meta property="og:image" content="https://docs.cloud.google.com/_static/cloud/images/social-icon-google-cloud-1200-630.png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="630"><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": "Generate videos with Agent Platform" } </script><script type="application/ld+json"> { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [{ "@type": "ListItem", "position": 1, "name": "Gemini Enterprise Agent Platform", "item": "https://docs.cloud.google.com/gemini-enterprise-agent-platform" },{ "@type": "ListItem", "position": 2, "name": "Generate videos with Agent Platform", "item": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/video/overview" }] } </script> <link href="https://fonts.googleapis.com/css2?family=Google+Symbols:wght,GRAD@300,-25;400,0;700,200" rel="stylesheet" data-page-link> </head> <body class="color-scheme--light" template="page" theme="clouddocs-theme" type="article" appearance layout="docs" free-trial display-toc pending> <devsite-progress type="indeterminate" id="app-progress"></devsite-progress> <a href="#main-content" class="skip-link button"> Skip to main content </a> <section class="devsite-wrapper"> <devsite-cookie-notification-bar></devsite-cookie-notification-bar> <cloudx-track userCountry="US"></cloudx-track> <devsite-header role="banner" keep-tabs-visible> <div class="devsite-header--inner" data-nosnippet> <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="googleCloudDocumentation" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <source srcset="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/lockup_dark_theme.svg" media="(prefers-color-scheme: dark)" class="devsite-dark-theme"> <img src="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/lockup_full_color.svg" class="devsite-site-logo" alt="Google Cloud Documentation"> </picture> </a> </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-dropdown devsite-dropdown-full devsite-active devsite-clickable "> <a href="https://docs.cloud.google.com/docs" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://docs.cloud.google.com/docs" track-type="nav" track-metadata-position="nav - docs-home" track-metadata-module="primary nav" aria-label="Documentation, selected" data-category="Site-Wide Custom Events" data-label="Tab: Documentation" track-name="docs-home" track-link-column-type="single-column" > Documentation </a> <button aria-haspopup="menu" aria-expanded="false" aria-label="Dropdown menu for Documentation" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs" track-metadata-position="nav - docs-home" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Documentation" track-name="docs-home" track-link-column-type="single-column" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></button> <div class="devsite-tabs-dropdown" role="menu" aria-label="submenu" hidden> <div class="devsite-tabs-dropdown-content"> <button class="devsite-tabs-close-button material-icons button-flat gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close dropdown menu" aria-label="Close dropdown menu" track-type="nav" track-name="close" track-metadata-eventdetail="#" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav">close</button> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-title" role="heading" tooltip>Get Started</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/get-started" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/get-started" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="get started" tooltip > <div class="devsite-nav-item-title"> Get Started with Google Cloud </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/product-list" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/product-list" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="get started" tooltip > <div class="devsite-nav-item-title"> Product List </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/support/docs" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/support/docs" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="get started" tooltip > <div class="devsite-nav-item-title"> Cloud Customer Care </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-title" role="heading" tooltip>Featured Products</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/products/gemini-enterprise-agent-platform" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/products/gemini-enterprise-agent-platform" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Agent Platform </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/apigee" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/apigee" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Apigee API Management </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/bigquery" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/bigquery" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> BigQuery </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/products/compute" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/products/compute" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Compute Engine </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/cdn" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/cdn" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Cloud CDN </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/run" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/run" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Cloud Run </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/storage" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/storage" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Cloud Storage </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/sql" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/sql" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Cloud SQL </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/gemini/enterprise/docs" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/gemini/enterprise/docs" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Gemini Enterprise </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/kubernetes-engine" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/kubernetes-engine" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Google Kubernetes Engine </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/looker" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/looker" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="featured products" tooltip > <div class="devsite-nav-item-title"> Looker </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-title" role="heading" tooltip>Cross-product Tools</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/access-resources" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/access-resources" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="cross-product tools" tooltip > <div class="devsite-nav-item-title"> Access and resources management </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/costs-usage" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/costs-usage" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="cross-product tools" tooltip > <div class="devsite-nav-item-title"> Costs and usage management </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/iac" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/iac" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="cross-product tools" tooltip > <div class="devsite-nav-item-title"> Infrastructure as code </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/devtools" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/devtools" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="cross-product tools" tooltip > <div class="devsite-nav-item-title"> SDK, languages, frameworks, and tools </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-title" role="heading" tooltip>Technology Areas</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/ai-ml" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/ai-ml" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> AI and ML </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/application-development" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/application-development" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Application development </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/application-hosting" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/application-hosting" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Application hosting </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/compute-area" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/compute-area" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Compute </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/data" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/data" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Data analytics and pipelines </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/databases" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/databases" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Databases </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/dhm-cloud" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/dhm-cloud" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Distributed, hybrid, and multicloud </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/industry" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/industry" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Industry solutions </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/migration" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/migration" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Migration </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/networking" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/networking" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Networking </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/observability" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/observability" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Observability and monitoring </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/security" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/security" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Security </div> </a> </li> <li class="devsite-nav-item"> <a href="https://docs.cloud.google.com/docs/storage" track-type="nav" track-metadata-eventdetail="https://docs.cloud.google.com/docs/storage" track-metadata-position="nav - docs-home" track-metadata-module="tertiary nav" track-metadata-module_headline="technology areas" tooltip > <div class="devsite-nav-item-title"> Storage </div> </a> </li> </ul> </div> </div> </div> </tab> </nav> </devsite-tabs> </div> <devsite-search enable-signin enable-search enable-suggestions enable-search-summaries project-name="Gemini Enterprise Agent Platform" tenant-name="Google Cloud Documentation" project-scope="/gemini-enterprise-agent-platform" url-scoped="https://docs.cloud.google.com/s/results/gemini-enterprise-agent-platform" > <form class="devsite-search-form" action="https://docs.cloud.google.com/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"> <svg class="devsite-search-ai-image" width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <g clip-path="url(#clip0_6641_386)"> <path d="M19.6 21L13.3 14.7C12.8 15.1 12.225 15.4167 11.575 15.65C10.925 15.8833 10.2333 16 9.5 16C7.68333 16 6.14167 15.375 4.875 14.125C3.625 12.8583 3 11.3167 3 9.5C3 7.68333 3.625 6.15 4.875 4.9C6.14167 3.63333 7.68333 3 9.5 3C10.0167 3 10.5167 3.05833 11 3.175C11.4833 3.275 11.9417 3.43333 12.375 3.65L10.825 5.2C10.6083 5.13333 10.3917 5.08333 10.175 5.05C9.95833 5.01667 9.73333 5 9.5 5C8.25 5 7.18333 5.44167 6.3 6.325C5.43333 7.19167 5 8.25 5 9.5C5 10.75 5.43333 11.8167 6.3 12.7C7.18333 13.5667 8.25 14 9.5 14C10.6667 14 11.6667 13.625 12.5 12.875C13.35 12.1083 13.8417 11.15 13.975 10H15.975C15.925 10.6333 15.7833 11.2333 15.55 11.8C15.3333 12.3667 15.05 12.8667 14.7 13.3L21 19.6L19.6 21ZM17.5 12C17.5 10.4667 16.9667 9.16667 15.9 8.1C14.8333 7.03333 13.5333 6.5 12 6.5C13.5333 6.5 14.8333 5.96667 15.9 4.9C16.9667 3.83333 17.5 2.53333 17.5 0.999999C17.5 2.53333 18.0333 3.83333 19.1 4.9C20.1667 5.96667 21.4667 6.5 23 6.5C21.4667 6.5 20.1667 7.03333 19.1 8.1C18.0333 9.16667 17.5 10.4667 17.5 12Z" fill="#5F6368"/> </g> <defs> <clipPath id="clip0_6641_386"> <rect width="24" height="24" fill="white"/> </clipPath> </defs> </svg> </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> <a class="devsite-header-link devsite-top-button button gc-analytics-event button-with-icon" href="//console.cloud.google.com/" data-category="Site-Wide Custom Events" data-label="Site header link: Console" referrerpolicy="no-referrer-when-downgrade" track-name="console" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" > Console </a> <devsite-appearance-selector></devsite-appearance-selector> <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="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="he" >עברית</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 fp-auth id="devsite-user"> <span class="button devsite-top-button" aria-hidden="true" visually-hidden>Sign in</span> </devsite-user> </div> </div> </div> <div class="devsite-collapsible-section "> <div class="devsite-header-background"> <div class="devsite-product-id-row" > <div class="devsite-product-description-row"> <div class="devsite-product-id"> <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform"> <div class="devsite-product-logo-container" size="medium" > <picture> <source class="devsite-dark-theme" media="(prefers-color-scheme: dark)" srcset=" https://www.gstatic.com/images/branding/productlogos/gemini_2025/v1/192px.svg" sizes="64px"> <img class="devsite-product-logo" alt="" src="https://www.gstatic.com/images/branding/productlogos/gemini_2025/v1/192px.svg" srcset=" https://www.gstatic.com/images/branding/productlogos/gemini_2025/v1/192px.svg" sizes="64px" loading="lazy" > </picture> </div> </a> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item "> <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Lower Header" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="Gemini Enterprise Agent Platform" > Gemini Enterprise Agent Platform </a> </li> </ul> </div> </div> <div class="devsite-product-button-row"> <a href="//console.cloud.google.com/freetrial" class="cloud-free-trial-button button button-primary " track-type="freeTrial" track-name="gcpCta" track-metadata-eventDetail="nav" referrerpolicy="no-referrer-when-downgrade" track-metadata-position="nav" >Start free</a> </div> </div> <div class="devsite-doc-set-nav-row"> <devsite-tabs class="lower-tabs"> <nav class="devsite-tabs-wrapper" aria-label="Lower tabs"> <tab > <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://docs.cloud.google.com/gemini-enterprise-agent-platform" 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 > <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/agent-studio" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://docs.cloud.google.com/gemini-enterprise-agent-platform/agent-studio" track-type="nav" track-metadata-position="nav - studio" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Studio" track-name="studio" > Studio </a> </tab> <tab > <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/agents" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://docs.cloud.google.com/gemini-enterprise-agent-platform/agents" track-type="nav" track-metadata-position="nav - agents" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Agents" track-name="agents" > Agents </a> </tab> <tab class="devsite-active"> <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models" track-type="nav" track-metadata-position="nav - models" track-metadata-module="primary nav" aria-label="Models, selected" data-category="Site-Wide Custom Events" data-label="Tab: Models" track-name="models" > Models </a> </tab> <tab > <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/notebooks/overview" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://docs.cloud.google.com/gemini-enterprise-agent-platform/notebooks/overview" track-type="nav" track-metadata-position="nav - notebooks" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Notebooks" track-name="notebooks" > Notebooks </a> </tab> <tab > <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/apis" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://docs.cloud.google.com/gemini-enterprise-agent-platform/apis" 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 class="devsite-dropdown "> <button class="devsite-tabs-content devsite-tabs-dropdown-only gc-analytics-event devsite-icon devsite-icon-arrow-drop-down" 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 </button> <div class="devsite-tabs-dropdown" role="menu" 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://cloud.google.com/products/gemini-enterprise-agent-platform/pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/gemini-enterprise-agent-platform/pricing" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Agent Platform </div> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing" track-metadata-position="nav - pricing" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Generative AI </div> </a> </li> </ul> </div> </div> </div> </tab> <tab > <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/blog" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://docs.cloud.google.com/gemini-enterprise-agent-platform/blog" track-type="nav" track-metadata-position="nav - engineering blog" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Engineering Blog" track-name="engineering blog" > Engineering Blog </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" data-nosnippet 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="googleCloudDocumentation" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <source srcset="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/lockup_dark_theme.svg" media="(prefers-color-scheme: dark)" class="devsite-dark-theme"> <img src="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/lockup_full_color.svg" class="devsite-site-logo" alt="Google Cloud Documentation"> </picture> </a> </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="/docs" class="devsite-nav-title gc-analytics-event devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Documentation" track-name="docs-home" track-link-column-type="single-column" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Documentation" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Documentation </span> </a> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Documentation" track-name="docs-home" track-link-column-type="single-column" > <span class="devsite-nav-text" tooltip menu="Documentation"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Documentation"> </span> </span> </li> </ul> <ul class="devsite-nav-responsive-tabs"> <li class="devsite-nav-item"> <a href="/gemini-enterprise-agent-platform" 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="/gemini-enterprise-agent-platform/agent-studio" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Studio" track-name="studio" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Studio" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="/gemini-enterprise-agent-platform/agents" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Agents" track-name="agents" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Agents" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Agents </span> </a> </li> <li class="devsite-nav-item"> <a href="/gemini-enterprise-agent-platform/models" class="devsite-nav-title gc-analytics-event devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Models" track-name="models" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Models" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip menu="_book"> Models </span> </a> </li> <li class="devsite-nav-item"> <a href="/gemini-enterprise-agent-platform/notebooks/overview" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Notebooks" track-name="notebooks" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Notebooks" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Notebooks </span> </a> </li> <li class="devsite-nav-item"> <a href="/gemini-enterprise-agent-platform/apis" class="devsite-nav-title gc-analytics-event " 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> </a> </li> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" > <span class="devsite-nav-text" tooltip > Pricing </span> </span> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu devsite-lower-tab-item"> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" > <span class="devsite-nav-text" tooltip menu="Pricing"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Pricing"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="/gemini-enterprise-agent-platform/blog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Engineering Blog" track-name="engineering blog" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Engineering Blog" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Engineering Blog </span> </a> </li> </ul> </li> <li class="devsite-nav-item"> <a href="//console.cloud.google.com/" class="devsite-nav-title gc-analytics-event button-with-icon" referrerpolicy="no-referrer-when-downgrade" track-name="console" track-type="globalNav" track-metadata-position="nav" track-metadata-eventDetail="nav" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Console" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Console </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-enterprise-agent-platform/models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li> <li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/beginners-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Beginner's guide</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-enterprise-agent-platform/models/start" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get started with Agent Platform</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>Develop Gemini API code with the Gen AI SDK</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/connect-to-the-knowledge-mcp-server" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Connect to the Knowledge MCP server</span></a></li> <li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/start/api-keys" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get an API key</span></a></li> <li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/start/gcp-auth" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure application default credentials</span></a></li> <li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/migrate/migrate-google-ai" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Migrate from Google AI Studio to Agent Platform</span></a></li> <li class="devsite-nav-item devsite-nav-new"><a href="/gemini-enterprise-agent-platform/models/start/get-started-with-gemini-4" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get started with Gemini 4</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"><a href="/gemini-enterprise-agent-platform/models/start/get-started-with-gemini-3" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get started with Gemini 3</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>Developer guides for Gemini models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-new"><a href="/gemini-enterprise-agent-platform/models/guides/gemini-4-argon" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 4 Argon</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"><a href="/gemini-enterprise-agent-platform/models/guides/gemini-3-8-live" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.8 Live</span></a></li><li class="devsite-nav-item devsite-nav-new"><a href="/gemini-enterprise-agent-platform/models/guides/gemini-3-8-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.8 Flash</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"><a href="/gemini-enterprise-agent-platform/models/guides/gemini-3-7-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.7 Flash</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/guides/gemini-3-6-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.6 Flash</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/guides/gemini-3-5-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.5 Flash</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/start/libraries" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Google GenAI libraries</span></a></li> <li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/cookbook" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Generative AI cookbook</span></a></li> <li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/start/openai" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Access Gemini models using OpenAI libraries</span></a></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Express mode</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/start/express-mode/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/start/express-mode/studio-express-mode-quickstart" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Console tutorial</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/start/express-mode/express-mode-api-quickstart" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>API tutorial</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><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>Select models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Model Garden</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-garden/explore-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview of Model Garden</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-garden/use-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use models in Model Garden</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-garden/quickstart" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Test model capabilities</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>Google Models</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/google-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>All Google models</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>Gemini</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/migrate" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Migrate to the latest Gemini models</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>Argon</span> </div></li><li class="devsite-nav-item devsite-nav-new"><a href="/gemini-enterprise-agent-platform/models/gemini/4-argon" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>4 Argon</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-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Pro</span> </div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/3-1-pro" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.1 Pro</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/2-5-pro" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>2.5 Pro</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>Flash</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-8-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.8 Flash</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-7-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.7 Flash</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-6-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.6 Flash</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-5-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.5 Flash</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/3-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3 Flash</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/2-5-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>2.5 Flash</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/2-5-flash-live-api" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>2.5 Flash Live API</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>Flash-Lite</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-5-flash-lite" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.5 Flash-Lite</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-1-flash-lite" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.1 Flash-Lite</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/2-5-flash-lite" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>2.5 Flash-Lite</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>Image</span> </div></li><li class="devsite-nav-item devsite-nav-new"><a href="/gemini-enterprise-agent-platform/models/gemini/nano-banana-2-1" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Nano Banana 2.1</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"><a href="/gemini-enterprise-agent-platform/models/gemini/3-1-flash-image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Nano Banana 2</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-1-flash-lite-image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Nano Banana 2 Lite</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-pro-image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Nano Banana Pro</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/2-5-flash-image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Nano Banana</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/vto/virtual-try-on-001" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Virtual Try-On</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>Omni</span> </div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/omni-1-1-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Omni 1.1 Flash</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/omni-flash-preview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Omni Flash</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" 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>Cyber</span> </div></li><li class="devsite-nav-item devsite-nav-limited"><a href="/gemini-enterprise-agent-platform/models/gemini/3-8-flash-cyber" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.8 Flash Cyber</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" 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>Live</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-8-live" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.8 Live</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>Text-to-Speech</span> </div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/3-8-flash-tts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.8 Flash TTS</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/3-8-flash-lite-tts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.8 Flash-Lite TTS</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" 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>Transcribe</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/3-5-transcribe" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.5 Transcribe</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>Translate</span> </div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/3-5-live-translate" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini 3.5 Live Translate</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" 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>Embedding</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/gemini/embedding-2" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini Embedding 2</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>Robotics</span> </div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Gemini Robotics ER 2</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/gemini-robotics-er" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/gemini-robotics-er/spatial" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Spatial reasoning</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/gemini-robotics-er/agentic" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Agentic capabilities</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/gemini-robotics-er/orchestration" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Task orchestration</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/gemini/gemini-robotics-er/video-understanding" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Video understanding</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></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>Veo</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/gemini-enterprise-agent-platform/models/veo/3-0-generate" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Veo 3</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/veo/3-1-generate" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Veo 3.1</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>Lyria</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/lyria/lyria-002" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Lyria 2</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/lyria/lyria-3" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Lyria 3</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-versions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Model versions</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>Partner Models</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/use-partner-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Partner models overview</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>Claude</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/use-claude" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Request predictions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/quotas" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Quotas for Anthropic Claude models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/batch" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Batch predictions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/structured-outputs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Structured outputs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/prompt-caching" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prompt caching</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/count-tokens" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Count tokens</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/web-search" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Web search</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/safety" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Safety classifiers</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/cyber-verification-program" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Cyber Verification Program</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" 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>Claude models</span> </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>Fable</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/fable-5-1" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Fable 5.1</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/fable-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Fable 5</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>Opus</span> </div></li><li class="devsite-nav-item devsite-nav-new"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/opus-5-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Opus 5.5</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"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/opus-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Opus 5</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/opus-4-8" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Opus 4.8</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/opus-4-7" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Opus 4.7</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/opus-4-6" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Opus 4.6</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/opus-4-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Opus 4.5</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/opus-4-1" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Opus 4.1</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/opus-4" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Opus 4</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>Sonnet</span> </div></li><li class="devsite-nav-item devsite-nav-new"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/sonnet-5-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Sonnet 5.5</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"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/sonnet-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Sonnet 5</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/sonnet-4-6" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Sonnet 4.6</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/sonnet-4-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Sonnet 4.5</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/sonnet-4" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Sonnet 4</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>Haiku</span> </div></li><li class="devsite-nav-item devsite-nav-new"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/haiku-5-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Haiku 5.5</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"><a href="/gemini-enterprise-agent-platform/models/partner-models/claude/haiku-4-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Haiku 4.5</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>Grok</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/responses" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Responses API</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/capabilities/function-calling" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Function calling</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/capabilities/structured-output" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Structured output</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/capabilities/reasoning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Reasoning</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>Model details</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/grok-4-20" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grok 4.20</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/grok-4-3" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grok 4.3</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/grok-4-6" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grok 4.6</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/grok-4-7" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grok 4.7</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Mistral AI</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/mistral" class="devsite-nav-title" ><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>Model details</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/mistral/mistral-medium-3" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Mistral Medium 3</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/mistral/mistral-ocr" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Mistral OCR (25.05)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/mistral/mistral-small-3-1" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Mistral Small 3.1 (25.03)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/mistral/codestral-2" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Codestral 2</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>Meta</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/meta" class="devsite-nav-title" ><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>Model details</span> </div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/partner-models/meta/muse-spark-1-3" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Muse Spark 1.3</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/partner-models/deploy-partner-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy partner models from Model Garden</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/deprecations/partner-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Partner model deprecations</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>Open Models</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/choose-serving-option" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/alphafold-3" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>AlphaFold 3</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/alphagenome" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>AlphaGenome</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>DeepSeek</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/deepseek" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/maas/deepseek/deepseek-v41-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>DeepSeek-V4.1-Flash</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/gemini-enterprise-agent-platform/models/maas/deepseek/deepseek-v32" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>DeepSeek-V3.2</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/gemini-enterprise-agent-platform/models/maas/deepseek/deepseek-v31" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>DeepSeek-V3.1</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/gemini-enterprise-agent-platform/models/maas/deepseek/r1-0528" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>DeepSeek-R1-0528</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/gemini-enterprise-agent-platform/models/maas/deepseek/deepseek-ocr" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>DeepSeek-OCR</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-deprecated"><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>Embedding (e5)</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/e5/multilingual-e5-small" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Multilingual E5 Small</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/e5/multilingual-e5-large" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Multilingual E5 Large</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>Google Gemma</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/google" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Model-as-a-Service (MaaS)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/google/gemma-4-26b-a4b-it" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemma-4-26B-A4B-IT MaaS</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/use-gemma" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Gemma</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-garden/deploy-and-inference-tutorial" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Deploy and inference Gemma (GPU)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-garden/deploy-and-inference-tutorial-tpu" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Deploy and inference Gemma (TPU)</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-deprecated"><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>Kimi</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/kimi" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/kimi/kimi-k2-thinking" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Kimi K2 Thinking</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>Llama</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/llama" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/llama/use-llama" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Request predictions</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>Model details</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/llama/llama4-maverick" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Llama 4 Maverick</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/partner-models/llama/llama4-scout" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Llama 4 Scout</span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/gemini-enterprise-agent-platform/models/partner-models/llama/llama3-3" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Llama 3.3</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-deprecated"><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>MiniMax</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/minimax" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/minimax/minimax-m2" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>MiniMax M2</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>OpenAI</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/openai" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/openai/gpt-oss-120b" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>OpenAI gpt-oss-120b</span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/gemini-enterprise-agent-platform/models/maas/openai/gpt-oss-20b" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>OpenAI gpt-oss-20b</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-deprecated"><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>Qwen</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/qwen" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/qwen/qwen3-next-instruct" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Qwen 3 Next Instruct 80B</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/qwen/qwen3-next-thinking" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Qwen 3 Next Thinking 80B</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/qwen/qwen3-coder" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Qwen 3 Coder</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/qwen/qwen3-235b" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Qwen 3 235B</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>ZAI.org</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/zaiorg" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/zaiorg/glm-52" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>GLM 5.2</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/zaiorg/glm-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>GLM 5</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/zaiorg/glm-47" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>GLM 4.7</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>Managed open models (MaaS)</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/use-open-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/use-maas" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use open models via Model as a Service (MaaS)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/grant-access-open-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grant access to open models</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>API</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/call-open-model-apis" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Call MaaS APIs for open models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/capabilities/function-calling" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Function calling</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/capabilities/thinking" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Thinking</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/capabilities/structured-output" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Structured output</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/capabilities/batch-prediction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Batch prediction</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/deprecations/open-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Open model deprecations</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>Self-deployed open models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-garden/self-deployed-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</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>Deploy open models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/deploy-model-garden" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy open models from Model Garden</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/use-prebuilt-containers" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy open models with prebuilt containers</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/deploy-custom-vllm" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy open models with a custom vLLM container</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/model-garden/deploy-models-with-custom-weights" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy models with custom weights</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/use-hugging-face-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Hugging Face Models</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>Tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/model-garden-published-notebooks/model_garden_advanced_features" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Optimize model performance with advanced features in Model Garden</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/use-hex-llm" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Hex-LLM</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/vllm/use-vllm" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Comprehensive guide to vLLM for Text and Multimodal LLM Serving (GPU)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/vllm/use-vllm-tpu" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>vLLM TPU</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/xdit" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>xDiT</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/open-models/spotvm-reservations/use-spotvm-reservations" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy Llamma 3 models with SpotVM and Reservations</span></a></li></ul></div></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><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>Build</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Prompt design</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/introduction-prompt-design" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to prompting</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 strategies</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/prompt-design-strategies" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/clear-instructions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Give clear and specific instructions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/system-instructions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use system instructions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/few-shot-examples" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Include few-shot examples</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/contextual-information" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Add contextual information</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/structure-prompts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Structure prompts</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/compare-prompts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Compare prompts</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/explain-reasoning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Instruct the model to explain its reasoning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/break-down-prompts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Break down complex tasks</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/adjust-parameter-values" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Experiment with parameter values</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/prompt-iteration" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prompt iteration strategies</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>Task-specific prompt guidance</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/design-multimodal-prompts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Design multimodal prompts</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/chat/chat-prompts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Design chat prompts</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>Capabilities</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>Safety</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/safety-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/responsible-ai" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Responsible AI</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/safety-system-instructions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>System instructions for safety</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/configure-safety-filters" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure content filters</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/gemini-for-filtering-and-moderation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini for safety filtering and content moderation</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/abuse-monitoring" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Abuse monitoring</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/process-blocked-responses" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Process blocked responses</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/content-credentials" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Content Credentials</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/ai-content-detection" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>AI Content Detection API</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Text and code generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/send-chat-prompts-gemini" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Text generation</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/system-instruction-introduction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>System instructions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/control-generated-output" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Structured output</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/content-generation-parameters" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Content generation parameters</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>Image generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/image-generation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Generate images with Gemini</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/video-to-image-generation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Generate images from video with Gemini</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/gemini-edit-images" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Edit images with Gemini</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/gemini-image-generation-best-practices" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini image generation best practices</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/generate-virtual-try-on-images" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Generate Virtual Try-On images</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/gemini-image-generation-limitations" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Gemini image generation limitations</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/gemini-image-responsible-ai" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Responsible AI and usage for Gemini image generation</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>Video generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/generate-videos-from-text" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Text to video</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/generate-videos-from-an-image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>First frame image to video</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/generate-videos-from-first-and-last-frames" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>First and last frames to video</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/generate-videos-from-references" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Generate videos from references</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/video/extend-videos" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Extend videos</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/edit-videos" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Edit videos</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/video-gen-prompt-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prompt guide</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/best-practice" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Video best practices</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/video/responsible-ai-and-usage-guidelines" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Responsible AI for Veo</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>Music generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/music/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to Lyria</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/music/generate-music" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Generate music using Lyria</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/music/music-gen-prompt-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Lyria prompt guide</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>Audio generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/text-to-speech/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/text-to-speech/voice-design" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a custom voice with voice design</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/text-to-speech/voice-replication" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Replicate voices</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/text-to-speech/prompting-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prompting guide</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/text-to-speech/migration-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Migration guide</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Media analysis</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/image-understanding" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Image understanding</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/video-understanding" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Video understanding</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/audio-understanding" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Audio understanding</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/document-understanding" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Document understanding</span></a></li><li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-enterprise-agent-platform/models/bounding-box-detection" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Bounding box detection</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"><a href="/gemini-enterprise-agent-platform/models/url-context" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>URL 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>Thinking</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/thinking" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/thinking/thought-signatures" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Thought signatures</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/thinking/prompting-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prompting guide</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Interactions API</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/interactions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/interactions/developer-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Developer guide</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-limited"><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>Live API</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</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>Get started</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/get-started-sdk" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get started using the Gen AI SDK</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/get-started-websocket" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get started using WebSockets</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/get-started-adk" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get started using ADK</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/start-manage-session" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Start and manage live sessions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/send-audio-video-streams" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Send audio and video streams</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/configure-live-avatars" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure live avatars</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/configure-language-voice" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure language and voice</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/configure-gemini-capabilities" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure Gemini capabilities</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/asynchronous-function-calling" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Asynchronous function calling</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/best-practices" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Best practices with Live API</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/troubleshooting" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Troubleshooting Live API</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/demos" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Demo apps and resources</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/live-api/migrate-from-gemini-2-5-to-gemini-3-8-live" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Migrate from Gemini 2.5 Flash Live API to Gemini 3.8 Live</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>Embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/embeddings" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</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>Text embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/embeddings/get-text-embeddings" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get text embeddings</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/embeddings/task-types" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Choose an embeddings task type</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/embeddings/get-multimodal-embeddings" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get multimodal embeddings</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/embeddings/batch-prediction-genai-embeddings" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get batch embeddings inferences</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/translate/translate-text" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Translation</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/speech/speech-to-text" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Transcribe speech</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>Model tools</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tools/code-execution" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Code execution</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/computer-use" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Computer use</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tools/function-calling" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Function calling</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-enterprise-agent-platform/models/grounding/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/grounding-with-google-search" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grounding with Google Search</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/grounding-with-google-maps" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grounding with Google Maps</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/grounding-with-vertex-ai-search" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grounding with Agent Search</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/grounding-with-your-search-api" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grounding with your search API</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/ground-responses-using-rag" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grounding responses using RAG</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/grounding-with-elasticsearch" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grounding with Elasticsearch</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/grounding-with-parallel" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grounding with Parallel web search</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/grounding-with-exa" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grounding with Exa web search</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/grounding/web-grounding-enterprise" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Web Grounding for Enterprise</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>Development tools</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>Use AI-powered prompt writing tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/ai-powered-prompt-writing" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</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>Optimize prompts</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/prompt-optimizer" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/zero-shot-optimizer" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Zero-shot optimizer</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/few-shot-optimizer" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Few-shot optimizer</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/data-driven-optimizer" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Data-driven optimizer</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompts/prompt-templates" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use prompt templates</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/reference/models/prompt-classes" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manage prompts with the SDK</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>Model tuning</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to tuning</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>Tuning Gemini models</span> </div><ul class="devsite-nav-section"><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>Supervised fine-tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/supervised-tuning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>About supervised fine-tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/supervised-tuning/prepare-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare your data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/supervised-tuning/use" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use supervised fine-tuning</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>Supported modalities</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/text" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Text tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/document" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Document tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Image tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/audio" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Audio tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/video" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Video tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/function-calling" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tune function calling</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Reinforcement learning fine-tuning</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>About reinforcement learning fine-tuning</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning/quick-start-console" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Quick start using the console</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning/quick-start" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Quick start using the API</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Reinforcement learning fine-tuning job</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning/reinforcement-tuning-job" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning/reinforcement-tuning-job/tuning-dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tuning dataset</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning/reinforcement-tuning-job/hyperparameters" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Hyperparameters</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning/reinforcement-tuning-job/reward-functions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Reward functions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning/reinforcement-tuning-job/job-status-metrics-monitoring" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Metrics and monitoring</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/tuning/reinforcement-tuning/continuous-tuning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Continuous tuning</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Preference tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/preference-tuning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>About preference tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/preference-tuning/prepare-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare your data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/preference-tuning/use" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use preference tuning</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/checkpoints" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use tuning checkpoints</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/continuous-tuning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use continuous tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-garden/lora-qlora" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tuning recommendations with LoRA and QLoRA</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>Open models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/open-model-tuning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Supervised and distillation fine-tuning</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>Embeddings models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/embeddings" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tune text embeddings models</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>Translation models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/translation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>About supervised fine-tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/translation/prepare-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare your data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/tuning/translation/use" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use supervised fine-tuning</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>Migrate</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>Call Agent Platform models using OpenAI libraries</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/migrate/openai/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/migrate/openai/auth-and-credentials" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Authenticate</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/migrate/openai/examples" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Examples</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/migrate/openai/migrate-code" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Migrate from OpenAI SDK</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><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>Evaluate</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/evaluation-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/evaluation-genai-console" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Perform evaluation using the console</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Perform evaluation using the GenAI Client in Agent Platform SDK</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/evaluation-genai-sdk" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Evaluate models using the GenAI Client in Agent Platform SDK</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Define your evaluation metrics</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/determine-eval" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Define your evaluation metrics</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/rubric-metric-details" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Details for managed rubric-based metrics</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/evaluation-dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare your evaluation dataset</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/run-evaluation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run an evaluation</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/view-evaluation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View and interpret evaluation results</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/evaluation-agents-client" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Evaluate agents</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" 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>Alternative evaluation methods</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>Evaluate using the evaluation module in Agent Platform SDK</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/evaluation-quickstart" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Perform evaluation using the evaluation module in Agent Platform SDK</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/eval-python-sdk/determine-eval" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Define your evaluation metrics</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/eval-python-sdk/evaluation-dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare your evaluation dataset</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/eval-python-sdk/run-evaluation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run an evaluation</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/eval-python-sdk/view-evaluation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Interpret evaluation results</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/metrics-templates" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Templates for model-based metrics</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/evaluation-agents" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Evaluate agents</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/evaluate-judge-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Evaluate a judge model</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/configure-judge-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure a judge model</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/side-by-side-eval" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run AutoSxS pipeline</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/computation-based-eval-pipeline" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run a computation-based evaluation pipeline</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><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>Deploy</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/deploy/consumption-options" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Consumption options overview</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>Provisioned Throughput</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Provisioned Throughput overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/supported-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Supported models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/measure-provisioned-throughput" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Calculate Provisioned Throughput requirements</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/live-api" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Provisioned Throughput for Live API</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/gemini-3-nano-banana-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Provisioned Throughput for Gemini Nano Banana models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/gemini-omni-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Provisioned Throughput for Gemini Omni models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/veo-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Provisioned Throughput for Veo 3 models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/szpt" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Single Zone Provisioned Throughput</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/purchase-provisioned-throughput" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Purchase Provisioned Throughput</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/provisioned-throughput/use-provisioned-throughput" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Provisioned Throughput</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>PayGo</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/standard-paygo" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Standard PayGo</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/priority-paygo" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Priority PayGo</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/flex-paygo" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Flex PayGo</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Batch inference</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/batch-inference" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/batch-inference/new-job-from-cloud-storage" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create batch job from Cloud Storage</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/batch-inference/new-job-from-bigquery" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create batch job from BigQuery</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/batch-inference/resume-job" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Resume an incomplete batch job</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/quotas" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Quotas and system limits</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>Cache reused prompt context</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/context-cache/context-cache-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/context-cache/context-cache-create" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a context cache</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/context-cache/context-cache-use" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use a context cache</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/context-cache/context-cache-getinfo" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get context cache information</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/context-cache/context-cache-update" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Update a context cache</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/context-cache/context-cache-delete" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete a context cache</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/context-cache/context-cache-for-tuned-gemini" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Context cache for fine-tuned Gemini models</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/deploy/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy generative AI models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/deploy/error-code-429" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Troubleshooting error code 429</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/retry-strategy" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Retry strategy</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><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>Administer</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/access-control" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Access control</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/networking" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Networking</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/security-controls" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Security controls</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/control-model-access" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Control access to Model Garden models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/enable-audit-logs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Enable Data Access audit logs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/prompt-sharing" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Save and share prompts</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/model-observability" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Monitor models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/add-labels-to-api-calls" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Monitor cost using custom metadata labels</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/models/capabilities/request-response-logging" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Request-response logging</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Secure a gen AI app by using IAP</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/streamlit/streamlit-genai-iap" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/streamlit/setup-environment" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up your project and source repository</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/streamlit/create-cloudrun-service" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a Cloud Run service</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/streamlit/create-loadbalancer" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a load balancer</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/streamlit/configure-iap" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure IAP</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/streamlit/view-app" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Test your IAP-secured app</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/streamlit/clean-up" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Clean up your project</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-accordion"><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>Build your own model</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/introduction-mlops" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>MLOps on Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/introduction-interfaces" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Interfaces for Agent Platform</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>Agent Platform beginner's guides</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/beginner/beginners-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train an AutoML model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/training-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train a custom model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/predictions-guide" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get inferences from a custom model</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>Train a model using Agent Platform and the Python SDK</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-bq-prediction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-bq-prediction/prerequisites" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prerequisites</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-bq-prediction/create-notebook" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a notebook</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-bq-prediction/create-dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a dataset</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-bq-prediction/create-training-script" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a training script</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-bq-prediction/train-and-deploy-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train a model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-bq-prediction/make-prediction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Make an inference</span></a></li></ul></div></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>Integrated ML frameworks</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/pytorch" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>PyTorch</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/tensorflow" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>TensorFlow</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/beginner/bqml" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Agent Platform for BigQuery users</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/glossary" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Glossary</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-enterprise-agent-platform/machine-learning/start/cloud-environment" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up a project and a development environment</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/install-sdk" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Install the Agent Platform SDK for Python</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/authentication" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Authenticate to Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/training-methods" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Choose a training method</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>Try a tutorial</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorials overview</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>AutoML tutorials</span> </div><ul class="devsite-nav-section"><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>Hello image data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-automl/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-automl" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up your project and environment</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-automl/dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a dataset and import images</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-automl/training" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train an AutoML image classification model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-automl/error-analysis" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Evaluate and analyze model performance</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-automl/deploy-predict" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy a model to an endpoint and make an inference</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-automl/cleanup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Clean up your project</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>Hello tabular data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-automl/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-automl/setup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up your project and environment</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-automl/dataset-train" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a dataset and train an AutoML classification model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-automl/deploy-predict" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy a model and request an inference</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-automl/cleanup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Clean up your project</span></a></li></ul></div></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>Custom training tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/custom-training-pipelines/tabular" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train a custom tabular model</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>Train a TensorFlow Keras image classification model</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-custom/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-custom" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up your project and environment</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-custom/training" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train a custom image classification model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-custom/serving" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Serve predictions from a custom image classification model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/image-classification-custom/cleanup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Clean up your project</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/custom-training-pipelines/image-classification" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Fine-tune an image classification model with custom data</span></a></li></ul></div></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 Agent Platform development tools</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/developer-tools-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Development tools overview</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>Use the Agent Platform SDK</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/use-sdk" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/use-python-sdk" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to the Agent Platform SDK for Python</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/sdk-migration" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Python version 2.0.1 migration guide</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>Agent Platform SDK for Python classes</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/python-sdk-class-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Agent Platform SDK classes overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/data-classes" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Data classes</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/training-classes" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Training classes</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/model-classes" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Model classes</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/prediction-classes" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prediction classes</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/python-sdk/tracking-classes" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tracking classes</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/start/use-terraform-vertex-ai" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Terraform support for Agent Platform</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>Agent Platform Training</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</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>Agent Platform serverless training</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview of serverless training in Agent Platform</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>Load and prepare data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/data-preparation-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Data preparation overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/cloud-storage-file-system" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Cloud Storage as a mounted file system</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/train-nfs-share" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Mount an NFS share for serverless training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/using-managed-datasets" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use managed datasets</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>Prepare training application</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/understanding-training-service" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Understand the serverless training service</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/code-requirements" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare training code</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>Use prebuilt containers</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/create-python-pre-built-container" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a Python training application for a prebuilt container</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/pre-built-containers" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prebuilt containers for serverless training</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>Use custom containers</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/containers-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Custom containers for serverless training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/create-custom-container" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a custom container</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/containerize-run-code-local" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Containerize and run training code locally</span></a></li></ul></div></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>Train on a persistent resource</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/persistent-resource-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/persistent-resource-create" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create persistent resource</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/persistent-resource-train" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run training jobs on a persistent resource</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/persistent-resource-get" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get persistent resource information</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/persistent-resource-reboot" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Reboot a persistent resource</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/persistent-resource-delete" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete a persistent resource</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>Configure training job</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/custom-training-methods" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Choose a custom training method</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/configure-container-settings" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure container settings for training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/configure-compute" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure compute resources for training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/use-reservations" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use reservations with training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/use-spot-vms" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Spot VMs with training</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>Submit training job</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/create-custom-job" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create custom jobs</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>Hyperparameter tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/hyperparameter-tuning-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Hyperparameter tuning overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/using-hyperparameter-tuning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use hyperparameter tuning</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/create-training-pipeline" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create training pipelines</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/schedule-jobs-dws" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Schedule jobs based on resource availability</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/distributed-training" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use distributed training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-with-tpu-vm" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Training with Cloud TPU VMs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/using-private-ip" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use private IP for custom training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/psc-i-egress" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Private Service Connect interface for training (recommended)</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>Monitor and debug</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/monitor-debug-interactive-shell" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Monitor and debug training using an interactive shell</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/tensorboard-profiler" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Profile model training performance</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/continuous-training-tutorial" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Build a pipeline for continuous training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/custom-constraints" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create custom organization policy constraints</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>Gemini Enterprise Agent Platform clusters</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/get-started" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get started with training clusters</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>Deployment considerations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/compute-resources" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Compute resources</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/networking" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Networking</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/storage" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Storage</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/orchestration" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Orchestration</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>Create and manage clusters</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/create-cluster" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create cluster</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/view-clusters" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View clusters</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/manage-cluster" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manage cluster</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/manage-shared-slurm-cluster" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manage accounts and job scheduling on a cluster</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/cluster-resiliency" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Cluster resiliency</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/monitor-resilience-dashboard" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Monitor resilience events with a dashboard</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>Feature guides</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/using-flex-start-vms-with-slurm-clusters" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Using Flex Start VMs with Slurm clusters</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>Run workload on cluster</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/run-prebuilt-workloads" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run prebuilt workloads</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/visualizing-jobs-with-tensorboard" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Visualizing jobs with TensorBoard</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/training-clusters/manage-clusters-slurm" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manage training clusters using Slurm</span></a></li></ul></div></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>Ray on Agent Platform</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Ray on Agent Platform overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/set-up" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up for Ray on Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/create-cluster" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a Ray cluster on Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/view-logs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Monitor Ray clusters on Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/scale-clusters" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Scale a Ray cluster on Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/develop-application" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Develop a Ray application on Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/run-spark-on-ray" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run Spark on Ray cluster on Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/bigquery-integration" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Ray on Agent Platform with BigQuery</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/deploy-predict" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy a model and get inferences</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/open-source/ray/delete-cluster" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete a Ray cluster</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>Perform Neural Architecture Search</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/neural-architecture-search/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/neural-architecture-search/environment-setup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up environment</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/neural-architecture-search/nas-tutorials" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Beginner tutorials</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/neural-architecture-search/suggested-workflow" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Best practices and workflow</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/neural-architecture-search/proxy-task-design" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Proxy task design</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/neural-architecture-search/pytorch-efficient-training" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Optimize training speed for PyTorch</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/neural-architecture-search/pre-built-trainer" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use prebuilt training containers and search spaces</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>Optimize using Agent Platform Vizier</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/vizier/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview of Agent Platform Vizier</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/vizier/using-vizier" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create Agent Platform Vizier studies</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>AutoML model development</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/automl-training-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>AutoML training overview</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>Image data</span> </div><ul class="devsite-nav-section"><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>Classification</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/classification/prepare-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/classification/create-dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create dataset</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/classification/train-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/classification/evaluate-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Evaluate model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/classification/get-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get predictions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/classification/interpret-results" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Interpret results</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>Object detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/object-detection/prepare-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/object-detection/create-dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create dataset</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/object-detection/train-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/object-detection/evaluate-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Evaluate model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/object-detection/get-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get predictions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/image-data/object-detection/interpret-results" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Interpret results</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/base64" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Encode image data using Base64</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/export/export-edge-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Export an AutoML Edge model</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>Tabular data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular101" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to tabular data</span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Tabular Workflows</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</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>End-to-End AutoML</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/e2e-automl" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/e2e-automl-train" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train a model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/e2e-automl-online-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get online inferences</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/e2e-automl-batch-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get batch inferences</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Forecasting</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/forecasting" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/forecasting-train" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train a model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/forecasting-online-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get online inferences</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/forecasting-batch-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get batch inferences</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="https://cloud.google.com/products/gemini-enterprise-agent-platform/pricing#tabular-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Pricing</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/service-accounts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Service accounts</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/tabular-workflows/quotas" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manage quotas</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>Perform classification and regression with AutoML</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-regression/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/tabular-automl/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Quickstart: AutoML Classification (Cloud Console)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-regression/prepare-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare training data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-regression/create-dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a dataset</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-regression/train-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train a model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-regression/evaluate-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Evaluate model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-regression/logging" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View model architecture</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-regression/get-online-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get online inferences</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-regression/get-batch-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get batch inferences</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/export/export-model-tabular" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Export model</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>Perform forecasting with AutoML</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting/prepare-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare training data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting/create-dataset" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a dataset</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting/train-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Train a model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting/evaluate-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Evaluate model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting/get-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get inferences</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting/hierarchical" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Hierarchical forecasting</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting-arima/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Perform forecasting with ARIMA+</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting-prophet" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Perform forecasting with Prophet</span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/enterprise-knowledge-graph/docs/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Perform entity reconciliation</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"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/classification-explanations" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Feature attributions for classification and regression</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting-explanations" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Feature attributions for forecasting</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/datasets/data-types-tabular" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Data types and transformations for tabular AutoML data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/forecasting-parameters" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Training parameters for forecasting</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/data-splits" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Data splits for tabular data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tabular-data/bp-tabular" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Best practices for creating tabular training data</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>Train an AutoML Edge model</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/automl-edge-console" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Using the Console</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/automl-edge-api" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Using the API</span></a></li></ul></div></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>Generative AI model development</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/genai-training-overview" class="devsite-nav-title" ><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>Create and manage datasets</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/datasets/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/ml-use" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Data splits for AutoML models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/datasets/create-annotation-set" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create an annotation set</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/datasets/delete-annotation-set" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete an annotation set</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/datasets/label-using-console" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Add labels (console)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/datasets/export-metadata-annotations" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Export metadata and annotations from a dataset</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/datasets/manage-dataset-versions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manage image dataset versions (API only)</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" 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>Get inferences</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview</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>Configure models for inference</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/training/exporting-model-artifacts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Export model artifacts for inference</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/pre-built-containers" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prebuilt containers for inference</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/custom-container-requirements" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Custom container requirements for inference</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/use-custom-container" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use a custom container for inference</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/use-arbitrary-custom-routes" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use arbitrary custom routes</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/optimized-tensorflow-runtime" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use the optimized TensorFlow runtime</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/using-nvidia-triton" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Serve inferences with NVIDIA Triton</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/custom-prediction-routines" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Custom inference routines</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>Get online inferences</span> </div><ul class="devsite-nav-section"><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>Create an endpoint</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/choose-endpoint-type" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Choose an endpoint type</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/create-public-endpoint" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a public endpoint</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/using-dedicated-endpoints" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use dedicated public endpoints (recommended)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/private-service-connect" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use dedicated private endpoints based on Private Service Connect (recommended)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/using-private-endpoints" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use private services access endpoints</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>Deploy a model to an endpoint</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/deployment" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Overview of model deployment</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/configure-compute" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Compute resources for inference</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/deploy-model-console" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy a model by using the Google Cloud console</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/deploy-model-api" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy a model by using the gcloud CLI or Agent Platform API</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/autoscaling" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use autoscaling for inference</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/rolling-deployment" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use a rolling deployment to replace a deployed model</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/undeploy-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Undeploy a model and delete the endpoint</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/use-tpu" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Cloud TPUs for online inference</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/use-reservations" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use reservations with online inference</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/use-flex-start-vms" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Flex-start VMs with inference</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/use-spot-vms" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Spot VMs with inference</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/get-online-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get an online inference</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>View online inference metrics</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/view-endpoint-metrics" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View endpoint metrics</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/view-dcgm-metrics" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View DCGM metrics</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/view-autometrics" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View AI AutoMetrics</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/model-co-hosting" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Share resources across deployments</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/online-prediction-logging" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use online inference logging</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>Get batch inferences</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/get-batch-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get batch inferences from a custom model</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/use-reservations-batch" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use reservations with batch inference</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/get-batch-model-garden" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get batch prediction from a self-deployed Model Garden model</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Serve generative AI models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/deploy-genai" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Deploy generative AI models</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/serve-gemma-with-saxml-tpu" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Serve Gemma open models using Cloud TPUs with Saxml</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/serve-llama3-with-saxml-tpu" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Serve Llama 3 open models using multi-host Cloud TPUs with Saxml</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/use-multihost-gpu" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Serve a DeepSeek-V3 model using multi-host GPU deployment</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/predictions/custom-constraints" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Custom organization policies</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>Machine learning operations (MLOps)</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>Manage features</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Feature management in Agent Platform</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>Agent Platform Feature Store</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>About Agent Platform Feature Store</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>Set up features</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/prepare-data-source" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Prepare data source</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/create-featuregroup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a feature group</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/create-feature" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a feature</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>Set up online serving</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/online-serving-types" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Online serving types</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/create-onlinestore" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create an online store instance</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/create-featureview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create a feature view instance</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>Control access</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/control-access" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Control access to resources</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>Sync online store</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/sync-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Start a data sync</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/list-data-syncs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>List sync operations</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/featureview-direct-write" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Update features in a feature view</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Serve features</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/serve-feature-values" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Serve features from online store</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/serve-historical-features" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Serve historical feature values</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Monitor</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/monitor-features" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Monitor features</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Manage feature resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/list-featuregroups" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>List feature groups</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/list-features" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>List features</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/update-featuregroup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Update a feature group</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/update-feature" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Update a feature</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/delete-featuregroup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete a feature group</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/delete-feature" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete a feature</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>Manage online store resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/list-onlinestores" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>List online stores</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/list-featureviews" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>List feature views</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/update-onlinestore" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Update an online store</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/update-featureview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Update a feature view</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/delete-onlinestore" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete an online store</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/delete-featureview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete a feature view</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>Feature metadata</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/feature-labels" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Update labels</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>Search for resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/search-resources" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Search for resources</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-deprecated"><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>Manage embeddings</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/embeddings-search" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Search using embeddings</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>Notebook tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/notebooks" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Agent Platform Feature Store tutorial notebooks</span></a></li></ul></div></li></ul></div></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>Manage models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-registry/introduction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to Agent Platform Model Registry</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-registry/versioning" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Versioning in Model Registry</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-registry/import-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Import models to Model Registry</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-registry/copy-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Copy models in Model Registry</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-registry/delete-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete a model</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-registry/model-registry-bqml" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Integrate with BigQuery ML</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-registry/model-alias" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use model aliases</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-registry/model-labels" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use model labels</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>Evaluate models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/evaluation/introduction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Model evaluation in Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/evaluation/using-model-evaluation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Perform model evaluation in Agent Platform</span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Model evaluation for fairness</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/evaluation/intro-evaluation-fairness" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to model evaluation for fairness</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/evaluation/data-bias-metrics" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Data bias metrics for Agent Platform</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/evaluation/model-bias-metrics" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Model bias metrics for Agent Platform</span></a></li></ul></div></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>Orchestrate ML workflows using pipelines</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/introduction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/interfaces" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Interfaces</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/configure-project" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure your project</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/build-pipeline" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Build a pipeline</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/run-pipeline" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run a pipeline</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>Use pipeline templates</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/create-pipeline-template" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create, upload, and use a pipeline template</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/use-template-gallery" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use a prebuilt template from the Template Gallery</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>Configure your pipeline</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/configure-caching" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure execution caching</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/configure-failure-policy" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure failure policy</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/configure-retries" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure retries for a pipeline task</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/machine-types" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Specify machine types for a pipeline step</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/request-gcp-machine-resources" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Request Google Cloud machine resources with Agent Platform Pipelines</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/configure-private-service-connect" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure Private Service Connect interface (recommended)</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/secret-manager" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure secrets with Secret Manager</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/persistent-resources" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure a pipeline run on a persistent resource</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Schedule and trigger pipeline runs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/schedule-pipeline-run" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Schedule a pipeline run with scheduler API</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/trigger-pubsub" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Trigger a pipeline run with Pub/Sub</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>Cancel or delete pipeline runs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/cancel-pipeline-runs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Cancel pipeline runs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/delete-pipeline-runs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete pipeline runs</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/rerun-pipeline-task" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Rerun a pipeline</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Monitor pipeline execution</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/metrics" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View pipeline metrics</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/logging" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View pipeline job logs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/route-pubsub" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Route logs to a Cloud Pub/Sub sink</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/email-notifications" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure email notifications</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>Visualize results</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/visualize-pipeline" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Visualize and analyze pipeline results</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/lineage" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Track the lineage of pipeline artifacts</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/output-html-md" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Output HTML and Markdown</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/gcpc-label-propagation" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Resource labeling by Agent Platform Pipelines</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/understand-pipeline-cost-labels" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Understand pipeline run costs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/migrate-kfp" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Migrate from Kubeflow Pipelines to Agent Platform Pipelines</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/use-custom-constraints" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use custom constraints</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></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>Google Cloud Pipeline Components</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/components-quickstart" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Quickstart</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/components-introduction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to Google Cloud Pipeline Components</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/gcpc-list" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Google Cloud Pipeline Component list</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/use-components" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Google Cloud Pipeline Components</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/build-own-components" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Build your own pipeline components</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>Agent Platform Pipelines tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/pipelines/notebooks" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial notebooks</span></a></li></ul></div></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>Track and analyze your ML metadata</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/introduction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to Vertex ML Metadata</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/data-model" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Data model and resources</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/configure" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure your project's metadata store</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>Use Vertex ML Metadata</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/tracking" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Track Vertex ML Metadata</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/analyzing" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Analyze Vertex ML Metadata</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/managing-metadata" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manage Vertex ML Metadata</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/system-schemas" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>System schemas</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/custom-schemas" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create and use custom schemas</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/ml-metadata/use-custom-constraints" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use custom constraints with metadata stores</span></a></li></ul></div></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>Monitor model quality</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-monitoring/overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to Model Monitoring</span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><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>Model Monitoring v2</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-monitoring/set-up-model-monitoring" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up model monitoring</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-monitoring/run-monitoring-job" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run monitoring jobs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-monitoring/manage-model-monitors" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manage model monitors</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>Model Monitoring v1</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-monitoring/schemas" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Provide schemas to Model Monitoring</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/model-monitoring/using-model-monitoring" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Monitor feature skew and drift</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/gemini-enterprise-agent-platform/machine-learning/model-monitoring/model-monitoring-batch-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Model Monitoring for batch predictions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></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>Track Experiments</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/intro-vertex-ai-experiments" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to Agent Platform Experiments</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/setup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up for Agent Platform Experiments</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/create-experiment" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create an experiment</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/create-manage-exp-run" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Create and manage experiment runs</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>Log data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/autolog-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Autolog data to an experiment run</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/log-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manually log data to an experiment run</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/log-models-exp-run" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Log models to an experiment run</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/track-executions-artifacts" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Track executions and artifacts</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/add-pipelinerun-experiment" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Add pipeline run to experiment</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/run-training-job-experiments" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Run training job with experiment tracking</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/compare-analyze-runs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Compare and analyze runs</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>Use Agent Platform TensorBoard</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/tensorboard-introduction" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Introduction to Agent Platform TensorBoard</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/tensorboard-setup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up Agent Platform TensorBoard</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/configure-training-script" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Configure training script</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/tensorboard-training" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Agent Platform TensorBoard with custom training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/tensorboard-with-pipelines" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use Agent Platform TensorBoard with Agent Platform Pipelines</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/tensorboard-manually-log-data" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Manually log TensorBoard data</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/tensorboard-upload-existing-logs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Upload existing logs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/tensorboard-view" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>View Agent Platform TensorBoard</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>Notebook tutorials</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-get-started-vertex-ai-experiments" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Get started with Agent Platform Experiments</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-compare-pipeline-runs" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Compare pipeline runs</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-model-training" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Model training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-compare-models" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Compare models</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-autologging" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Autologging</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-custom-training-autologging" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Custom training autologging</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-track-params-metrics-custom-training" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Track parameters and metrics for custom training</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-delete-outdated-tb-experiments" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Delete outdated Agent Platform TensorBoard experiments</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-tensorboard-custom-training-custom-container" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Agent Platform TensorBoard custom training with custom container</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-tensorboard-custom-training-prebuilt-container" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Agent Platform TensorBoard custom training with prebuilt container</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-tensorboard-hyperparameter-tuning-hparam-dashboard" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Agent Platform TensorBoard hyperparameter tuning with HParams dashboard</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-tensorboard-profiler-training-performance" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Profile model training performance using Cloud Profiler</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-tensorboard-profiler-custom-training-prebuilt" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Profile model training performance using Cloud Profiler in custom training with prebuilt container</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/experiments/user-journey/uj-tensorboard-integration-pipelines" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Agent Platform TensorBoard integration with Agent Platform Pipelines</span></a></li></ul></div></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>Administer</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>Access control</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/access-control" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Access control with IAM</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/iam-permissions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>IAM permissions</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/set-up-project" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up a project for a team</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/endpoint-access-control" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Control access to Agent Platform endpoints</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/custom-service-account" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use a custom service account</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/cmek" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Use customer-managed encryption keys</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/access-transparency" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Access Transparency</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>Monitor Agent Platform resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/monitoring-metrics" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Cloud Monitoring metrics</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/audit-logging" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Audit logging information</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>Networking</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/netsec-overview" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Networking access overview</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/googleapi-access-methods" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Accessing the Agent Platform API</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/private-services-access" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Accessing Agent Platform services through private services access</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/psc-endpoints" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Accessing Agent Platform services through PSC endpoints</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/psc-interfaces" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Accessing Agent Platform services through PSC interfaces</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vpc-peering" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up VPC Network Peering</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/hybrid-connectivity" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up connectivity to other networks</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vpc-psc-i-setup" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Set up a Private Service Connect interface</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vertex-psc-pipelines" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Access training pipelines privately from on-premises</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vertex-psc-vector-search" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Access a Vector Search index privately from on-premises</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vertex-psc-gen-ai" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Access the Generative AI API from on-premises</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vertex-psc-batch-predictions" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Access batch predictions privately from on-premises</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vpc-standalone" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Tutorial: Create a Agent Platform Workbench instance in a VPC network</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>Security</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vpc-service-controls" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>VPC Service Controls</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vpcsc-public-endpoint" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Allow public endpoint access to protected resources from outside a perimeter</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vpc-psc-i-multicloud-access" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Allow multicloud access to protected resources from outside a perimeter</span></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/vpcsc-separate-perimeters" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Allow access to protected resources from inside a perimeter</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/general/resource-naming" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Name resources</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>Samples and tutorials</span> </div></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/tutorials/jupyter-notebooks" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Notebook tutorials</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>Code samples</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-external"><a href="/docs/samples" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Code samples for all products</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li></ul></div></li> </ul> <ul class="devsite-nav-list" menu="Documentation" aria-label="Side menu" hidden> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Get Started </span> </span> </li> <li class="devsite-nav-item"> <a href="/docs/get-started" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Get Started with Google Cloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Get Started with Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/product-list" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Product List" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Product List </span> </a> </li> <li class="devsite-nav-item"> <a href="/support/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Customer Care" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Customer Care </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Featured Products </span> </span> </li> <li class="devsite-nav-item"> <a href="/products/gemini-enterprise-agent-platform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Agent Platform" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Agent Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Apigee API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/bigquery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/products/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud Storage </span> </a> </li> <li class="devsite-nav-item"> <a href="/sql" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/gemini/enterprise/docs" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini Enterprise" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini Enterprise </span> </a> </li> <li class="devsite-nav-item"> <a href="/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Looker </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Cross-product Tools </span> </span> </li> <li class="devsite-nav-item"> <a href="/docs/access-resources" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Access and resources management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Access and resources management </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/costs-usage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Costs and usage management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Costs and usage management </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/iac" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Infrastructure as code" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Infrastructure as code </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/devtools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SDK, languages, frameworks, and tools" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > SDK, languages, frameworks, and tools </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip > <span class="devsite-nav-text" tooltip > Technology Areas </span> </span> </li> <li class="devsite-nav-item"> <a href="/docs/ai-ml" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI and ML" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI and ML </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/application-development" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application development" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application development </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/application-hosting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application hosting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application hosting </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/compute-area" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Compute </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/data" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data analytics and pipelines" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Data analytics and pipelines </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/dhm-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Distributed, hybrid, and multicloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Distributed, hybrid, and multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/industry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Industry solutions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Industry solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/observability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Observability and monitoring" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Observability and monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Storage </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Pricing" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="https://cloud.google.com/products/gemini-enterprise-agent-platform/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Agent Platform" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Agent Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Generative AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Generative AI </span> </a> </li> </ul> </div> </div> </nav> </devsite-book-nav> <section id="gc-wrapper"> <main role="main" id="main-content" 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 data-nosnippet ></devsite-toc> <devsite-recommendations-sidebar class="nocontent devsite-nav" data-nosnippet> </devsite-recommendations-sidebar> </div> </div> <devsite-content> <article class="devsite-article"><style> /* Styles inlined from /gemini-enterprise-agent-platform/css/site_style.css */ cloudx-tabs-nav .devsite-overflow-cover { background-color: transparent; } .overview-row .devsite-landing-row-item-list-item-icon { font-family: 'Google Symbols'; } .overview-row h4 { font-weight: 500; } .overview-row li:not(:last-child) { border-bottom: 1px solid #dde3ea; margin-bottom: 2rem; padding-bottom: 1rem; } .overview-row .devsite-landing-row-item-list-item-description { display: grid; grid-gap: 1rem; grid-template-columns: 35% 65%; } @media only screen and (max-width: 600px) { .overview-row picture { display: none; } } .get-started-card h3 { font-size: 1.2rem; } .devsite-landing-row-item-icon-container[background='light-blue'] { --devsite-background-color: var(--devsite-ref-palette--blue100); --devsite-foreground-color: var(--devsite-ref-palette--blue600); } .color-scheme--dark .devsite-landing-row-item-icon-container[background='light-blue'] { --devsite-background-color: var(--devsite-ref-palette--grey900); --devsite-foreground-color: #fff; } cloudx-tabs-nav .devsite-scroll-button.devsite-visible { background: inherit; } /* For migrate-to-v2.md */ .vertex-ai-list span:not(:first-child) { text-transform: lowercase; /* This is needed to make sure the list shows up in sentence case so that we don't have to do that in the YAML file */ } .vertex-ai-latency::before { color: var(--devsite-ref-palette--grey800); font-family: 'Google Symbols'; font-size: 1.4rem; } .vertex-ai-latency-100::before { content: 'rocketrocketrocketrocket'; } .vertex-ai-latency-75::before { content: 'rocketrocketrocket'; } .vertex-ai-latency-50::before { content: 'rocketrocket'; } .vertex-ai-latency-25::before { content: 'rocket'; } </style><style> /* Styles inlined from /gemini-enterprise-agent-platform/css/overview.css */ :root { --vertex-ai-border-color: #c4c7c5; --vertex-ai-card-width: 17rem; --vertex-ai-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); --vertex-ai-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); --vertex-ai-model-font: 'Google Sans Text', Roboto, sans-serif; --vertex-ai-blue: #076eff; --vertex-ai-purple: #ac87eb; --vertex-ai-secondary-text: #001d35; --anthropic-orange: #d97757; --mistral-yellow: #f8d200; --mistral-yellow-orange: #f8ab00; --mistral-orange: #f87e07; --mistral-orange-red: #f34d0e; --mistral-red: #db0700; --xai-black: #000; } /* Cards */ @media only screen and (min-width: 1000px) and (max-width: 1375px) { .vertex-ai-recommended { display: grid; grid-template-columns: repeat(2, 1fr); /* Two equal-width columns */ grid-column-gap: 0rem; /* Keep the gap between columns */ } } @media only screen and (min-width: 1375px) { .vertex-ai-recommended { display: grid; grid-template-columns: repeat(3, 1fr); /* Three equal-width columns */ grid-column-gap: 0rem; /* Keep the gap between columns */ } } .vertex-ai-recommended { width: 100%; /* Take full width of parent */ margin: 0 auto; } .vertex-ai-card { background: var(--devsite-background-1); border: 1px solid var(--vertex-ai-border-color); border-radius: .5rem; box-shadow: var(--vertex-ai-elevation-1dp); height: 23rem; margin: 1rem .5rem; padding: 1rem; transition: box-shadow 0.3s ease-in-out; width: var(--vertex-ai-card-width); } .vertex-ai-card:hover { box-shadow: var(--vertex-ai-elevation-3dp); } .vertex-ai-card a:empty { display: block; position: relative; height: 23rem; width: var(--vertex-ai-card-width); top: -22.8rem; left: -1rem; } .vertex-ai-card a:empty:focus { border: 2px solid var(--vertex-ai-blue); border-radius: 9px; } .vertex-ai-card-title { font-family: "Google Sans", Roboto, sans-serif; font-size: 1.3rem !important; font-weight: 500 !important; height: 1.5rem; margin-bottom: 2.5rem; line-height: 1.3rem !important; } .vertex-ai-card-description { font-size: .9rem; height: 7.5rem; overflow: hidden; text-overflow: ellipsis; white-space: normal; } .vertex-ai-card-bulletpoints { color: #757575; font-size: .8rem; height: 8.2rem; margin-left: 1rem; padding: 0; } .vertex-ai-card-description, .vertex-ai-card-bulletpoints { font-family: var(--vertex-ai-model-font); } .vertex-ai-card-bulletpoints li { line-height: 1rem; margin: .3rem 0; } .model-icon.google-symbols { background: -webkit-linear-gradient(45deg, var(--vertex-ai-blue), var(--vertex-ai-purple)); -webkit-background-clip: text; -webkit-text-fill-color: transparent; user-select: none; vertical-align: bottom; } .model-icon.retired { background: #5f6368; -webkit-background-clip: text; -webkit-text-fill-color: transparent; } .model-icon.anthropic { background: var(--anthropic-orange); -webkit-background-clip: text; -webkit-text-fill-color: transparent; } .model-icon.mistral { background: -webkit-linear-gradient(270deg, var(--mistral-yellow), var(--mistral-yellow-orange), var(--mistral-orange), var(--mistral-orange-red), var(--mistral-red)); -webkit-background-clip: text; -webkit-text-fill-color: transparent; } .model-icon.xai { background: var(--xai-black); -webkit-background-clip: text; -webkit-text-fill-color: transparent; } /* Model list */ .model-list { display: grid; grid-template-columns: repeat(auto-fill, minmax(20rem, 1fr)); grid-gap: 1rem .5rem; } .model-list section { display: grid; grid-gap: 0 .5rem; grid-template-areas: "model-icon model-name" "model-description model-description"; grid-template-columns: 1.5rem; grid-template-rows: 0fr; } .model-list .model-icon { max-height: 1.5rem; max-width: 1.5rem; grid-area: model-icon; } .model-list .model-name { grid-area: model-name; } .model-list .model-description { color: #474747; font-size: .85rem; grid-area: model-description; margin-left: 2rem; } </style> <div class="devsite-article-meta nocontent" role="navigation" data-nosnippet> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://docs.cloud.google.com/" 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="Google Cloud Documentation" > Home </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://docs.cloud.google.com/docs" 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="Documentation" > Documentation </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://docs.cloud.google.com/docs/ai-ml" 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="AI and ML" > AI and ML </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="4" track-type="globalNav" track-name="breadcrumb" track-metadata-position="4" track-metadata-eventdetail="Gemini Enterprise Agent Platform" > Gemini Enterprise Agent Platform </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="5" track-type="globalNav" track-name="breadcrumb" track-metadata-position="5" track-metadata-eventdetail="" > Models </a> </li> </ul> <devsite-thumb-rating position="header"> </devsite-thumb-rating> </div> <devsite-feedback position="header" project-name="Gemini Enterprise Agent Platform" product-id="5041938" bucket="Documentation" context="" version="t-devsite-webserver-20261014-r02-rc00.481037794032955999" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" class="nocontent" data-nosnippet project-icon="https://www.gstatic.com/images/branding/productlogos/gemini_2025/v1/192px.svg" > <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> Generate videos with Agent Platform<devsite-actions hidden data-nosnippet><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" data-nosnippet 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-llm-tools></devsite-llm-tools></devsite-actions> </h1> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <div> <aside class="objective"><p>To see examples of video generation in Agent Platform, run the following notebooks in the environment of your choice:</p><ul><li><p>"Gemini Omni 1.1 Flash Video Generation":</p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/generative-ai/blob/main/vision/getting-started/gemini_omni_1_1_flash_video_gen.ipynb" track-type="notebookTutorial" track-name="colabLink"><img src="/static/vertex-ai/images/colab-logo-32px.png" alt="" width="24px" height="24px" class="material-icons" style="margin-right: 5px;" / aria-hidden="true" translate="no">Open in Colab</a> | <a href="https://console.cloud.google.com/agent-platform/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fgenerative-ai%2Fmain%2Fvision%2Fgetting-started%2Fgemini_omni_1_1_flash_video_gen.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink"><img src="/static/vertex-ai/images/colab-enterprise-logo-32px.png" alt="" width="24px" height="24px" class="material-icons" style="margin-right: 5px;" / aria-hidden="true" translate="no">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/agent-platform/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fgenerative-ai%2Fmain%2Fvision%2Fgetting-started%2Fgemini_omni_1_1_flash_video_gen.ipynb" track-type="notebookTutorial" track-name="workbenchLink"><img src="/static/vertex-ai/images/vertex-ai-workbench-logo-32px.png" alt="" width="24px" height="24px" class="material-icons" style="margin-right: 5px;" / aria-hidden="true" translate="no">Open in Agent Platform Workbench</a> | <a href="https://github.com/GoogleCloudPlatform/generative-ai/blob/main/vision/getting-started/gemini_omni_1_1_flash_video_gen.ipynb" track-type="notebookTutorial" track-name="gitHubLink"><img src="/static/vertex-ai/images/github-logo-32px.png" alt="" width="24px" height="24px" class="material-icons" style="margin-right: 5px;" / aria-hidden="true" translate="no">View on GitHub</a></p></li><li><p>"Veo 3 Video Generation":</p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/generative-ai/blob/main/vision/getting-started/veo3_video_generation.ipynb" track-type="notebookTutorial" track-name="colabLink"><img src="/static/vertex-ai/images/colab-logo-32px.png" alt="" width="24px" height="24px" class="material-icons" style="margin-right: 5px;" / aria-hidden="true" translate="no">Open in Colab</a> | <a href="https://console.cloud.google.com/agent-platform/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fgenerative-ai%2Fmain%2Fvision%2Fgetting-started%2Fveo3_video_generation.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink"><img src="/static/vertex-ai/images/colab-enterprise-logo-32px.png" alt="" width="24px" height="24px" class="material-icons" style="margin-right: 5px;" / aria-hidden="true" translate="no">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/agent-platform/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fgenerative-ai%2Fmain%2Fvision%2Fgetting-started%2Fveo3_video_generation.ipynb" track-type="notebookTutorial" track-name="workbenchLink"><img src="/static/vertex-ai/images/vertex-ai-workbench-logo-32px.png" alt="" width="24px" height="24px" class="material-icons" style="margin-right: 5px;" / aria-hidden="true" translate="no">Open in Agent Platform Workbench</a> | <a href="https://github.com/GoogleCloudPlatform/generative-ai/blob/main/vision/getting-started/veo3_video_generation.ipynb" track-type="notebookTutorial" track-name="gitHubLink"><img src="/static/vertex-ai/images/github-logo-32px.png" alt="" width="24px" height="24px" class="material-icons" style="margin-right: 5px;" / aria-hidden="true" translate="no">View on GitHub</a></p></li></ul></aside> </div> <p>You can use Agent Platform to generate videos, using either Gemini Omni Flash or Veo on Gemini Enterprise Agent Platform models in the <a href="https://console.cloud.google.com/agent-platform/studio/media/video">Gemini Enterprise Agent Platform Media Studio</a> or using their respective APIs.</p> <h2 id="model-versions" data-text="Model versions" tabindex="-1">Model versions</h2> <p>There are multiple video generation models that you can use. For more information, see <a href="/gemini-enterprise-agent-platform/models/google-models">Google models</a>.</p> <h2 id="key-features" data-text="Key features" tabindex="-1">Key features</h2> <p>Gemini Omni Flash and Veo excel at a wide range of visual and cinematic styles with the following capabilities:</p> <ul> <li><p><a href="/gemini-enterprise-agent-platform/models/video/generate-videos-from-text">Text to video</a></p></li> <li><p><a href="/gemini-enterprise-agent-platform/models/video/generate-videos-from-an-image">First frame image to video</a></p></li> <li><p><a href="/gemini-enterprise-agent-platform/models/video/generate-videos-from-first-and-last-frames">First and last frames to video</a></p></li> <li><p><a href="/gemini-enterprise-agent-platform/models/video/generate-videos-from-references">Generate videos from references</a></p></li> <li><p><a href="/gemini-enterprise-agent-platform/models/video/extend-videos">Extend videos</a></p></li> <li><p><a href="/gemini-enterprise-agent-platform/models/video/edit-videos">Edit videos</a></p></li> </ul> <p>For more information about writing effective text prompts for video generation, see the <a href="/gemini-enterprise-agent-platform/models/video/video-gen-prompt-guide">Video generation prompt guide</a> and <a href="/gemini-enterprise-agent-platform/models/video/best-practice">Veo best practices</a>.</p> <h2 id="locations" data-text="Locations" tabindex="-1">Locations</h2> <p>For more information about where Google models are available, see <a href="/gemini-enterprise-agent-platform/resources/locations">Deployments and endpoints</a>.</p> <h2 id="responsible-ai" data-text="Responsible AI" tabindex="-1">Responsible AI</h2> <p>Gemini Omni Flash and Veo are designed with Google's <a href="https://ai.google/principles/">AI Principles</a> in mind. However, it's important to understand how to test and deploy Google's models safely and responsibly. For more information, see <a href="/gemini-enterprise-agent-platform/models/video/responsible-ai-and-usage-guidelines">Responsible AI for Veo</a>.</p> <devsite-hats-survey class="nocontent" data-nosnippet hats-id="Nd7nTix2o0eU5NUYprb0ThtUc5jf" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Gemini Enterprise Agent Platform" product-id="5041938" bucket="Documentation" context="" version="t-devsite-webserver-20261014-r02-rc00.481037794032955999" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" data-nosnippet project-icon="https://www.gstatic.com/images/branding/productlogos/gemini_2025/v1/192px.svg" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-floating-action-buttons"></div></article> <devsite-content-footer class="nocontent" data-nosnippet> <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 2026-10-15 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="Gemini Enterprise Agent Platform" product-id="5041938" bucket="Documentation" context="" version="t-devsite-webserver-20261014-r02-rc00.481037794032955999" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="thumb-rating" class="nocontent" data-nosnippet project-icon="https://www.gstatic.com/images/branding/productlogos/gemini_2025/v1/192px.svg" > <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"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2026-10-15 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" data-nosnippet> <ul class="devsite-footer-linkboxes-list"> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Products and pricing</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/products/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-child_headline="products and pricing"track-metadata-position="footer"track-name="see all products"track-type="footer link"track-metadata-eventDetail="cloud.google.com/products/"track-metadata-module="footer"> See all products </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/pricing/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/pricing/"track-metadata-module="footer"track-metadata-child_headline="products and pricing"track-type="footer link"track-name="google cloud pricing"> Google Cloud pricing </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/marketplace/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-metadata-child_headline="resources"track-metadata-eventDetail="cloud.google.com/marketplace/"track-type="footer link"track-name="google cloud marketplace"track-metadata-module="footer"track-metadata-position="footer"> Google Cloud Marketplace </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/contact/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-module="footer"track-metadata-child_headline="engage"track-metadata-position="footer"track-name="contact sales"track-type="footer link"track-metadata-eventDetail="cloud.google.com/contact/"> Contact sales </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Support</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//discuss.google.dev/c/google-cloud/14/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" target="_blank"rel="noopener"track-name="google cloud community"track-type="footer link"track-metadata-eventDetail="www.googlecloudcommunity.com"track-metadata-child_headline="engage"track-metadata-position="footer"track-metadata-module="footer"> Community forums </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/support-hub/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-position="footer"track-metadata-child_headline="resources"track-metadata-module="footer"track-name="support"track-type="footer link"track-metadata-eventDetail="cloud.google.com/support-hub/"> Support </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//docs.cloud.google.com/release-notes" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-name="release notes"track-type="footer link"track-metadata-child_headline="resources"track-metadata-module="footer"track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/release-notes/"> Release Notes </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//status.cloud.google.com" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-module="footer"track-metadata-eventDetail="status.cloud.google.com"target="_blank"track-name="system status"track-type="footer link"track-metadata-child_headline="resources"track-metadata-position="footer"> System status </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Resources</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//github.com/googlecloudPlatform/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-module="footer"track-metadata-eventDetail="github.com/googlecloudPlatform/"track-metadata-position="footer"track-metadata-child_headline="resources"track-type="footer link"track-name="github"> GitHub </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/docs/get-started/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-child_headline="resources"track-metadata-eventDetail="cloud.google.com/docs/get-started/"track-metadata-position="footer"track-metadata-module="footer"track-type="footer link"track-name="google cloud quickstarts"> Getting Started with Google Cloud </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/docs/samples" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-type="footer link"track-name="code samples"track-metadata-module="footer"track-metadata-child_headline="resources"track-metadata-eventDetail="cloud.google.com/docs/samples"track-metadata-position="footer"> Code samples </a> </li> <li class="devsite-footer-linkbox-item"> <a href="/architecture/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-type="footer link"track-name="cloud architecture center"track-metadata-position="footer"track-metadata-child_headline="resources"track-metadata-eventDetail="cloud.google.com/architecture/"track-metadata-module="footer"> Cloud Architecture Center </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/learn/training/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-metadata-position="footer"track-metadata-eventDetail="cloud.google.com/learn/training/"track-name="training"track-type="footer link"track-metadata-module="footer"track-metadata-child_headline="resources"> Training and Certification </a> </li> </ul> </li> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Engage</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/blog/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-child_headline="engage"track-metadata-module="footer"track-metadata-position="footer"track-name="blog"track-type="footer link"track-metadata-eventDetail="cloud.google.com/blog/"> Blog </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//cloud.google.com/events/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 2)" track-metadata-eventDetail="cloud.google.com/events/"track-metadata-position="footer"track-metadata-child_headline="engage"track-metadata-module="footer"track-type="footer link"track-name="events"> Events </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//x.com/googlecloud" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 3)" track-metadata-module="footer"track-metadata-position="footer"rel="noopener"track-type="footer link"track-name="follow on x"track-metadata-child_headline="engage"track-metadata-eventDetail="x.com/googlecloud"target="_blank"> X (Twitter) </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//www.youtube.com/googlecloud" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 4)" track-metadata-module="footer"target="_blank"track-metadata-child_headline="engage"rel="noopener"track-metadata-eventDetail="www.youtube.com/googlecloud"track-name="google cloud on youtube"track-metadata-position="footer"track-type="footer link"> Google Cloud on YouTube </a> </li> <li class="devsite-footer-linkbox-item"> <a href="//www.youtube.com/googlecloudplatform" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 5)" track-metadata-child_headline="engage"target="_blank"track-metadata-module="footer"track-metadata-position="footer"track-type="footer link"track-name="google cloud tech on youtube"track-metadata-eventDetail="www.youtube.com/googlecloudplatform"rel="noopener"> Google Cloud Tech on YouTube </a> </li> </ul> </li> </ul> </nav> </devsite-footer-linkboxes> <devsite-footer-utility class="devsite-footer"> <div class="devsite-footer-utility nocontent" data-nosnippet> <nav class="devsite-footer-sites" aria-label="Other Google Developers websites"> <a href="https://developers.google.com/" class="devsite-footer-sites-logo-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Google Developers Link"> <picture> <source srcset="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/lockup-google-for-developers-dark-theme.svg" media="(prefers-color-scheme: none)" class="devsite-dark-theme"> <img class="devsite-footer-sites-logo" src="https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/lockup-google-for-developers.svg" loading="lazy" alt="Google Developers"> </picture> </a> <ul class="devsite-footer-sites-list"> <li class="devsite-footer-sites-item"> <a href="https://developer.android.com/" class="devsite-footer-sites-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Android Developers Link" > Android </a> </li> <li class="devsite-footer-sites-item"> <a href="https://developer.chrome.com/" class="devsite-footer-sites-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Chrome Link" > Chrome </a> </li> <li class="devsite-footer-sites-item"> <a href="https://firebase.google.com/" class="devsite-footer-sites-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Firebase Link" > Firebase </a> </li> <li class="devsite-footer-sites-item"> <a href="https://ai.google.com/" class="devsite-footer-sites-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Google AI Link" > Google AI </a> </li> </ul> </nav> <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="//about.google/" data-category="Site-Wide Custom Events" data-label="Footer About Google link" target="_blank" track-metadata-module="utility footer" track-metadata-position="footer" track-type="footer link" track-name="about google" track-metadata-eventDetail="//about.google/" > About Google </a> </li> <li class="devsite-footer-utility-item devsite-footer-privacy-link"> <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" target="_blank" track-metadata-module="utility footer" track-metadata-position="footer" track-metadata-eventDetail="//policies.google.com/privacy" track-type="footer link" track-name="privacy" > Privacy </a> </li> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//policies.google.com/terms?hl=en" data-category="Site-Wide Custom Events" data-label="Footer Site terms link" track-metadata-position="footer" track-metadata-eventDetail="//www.google.com/intl/en/policies/terms/regional.html" target="_blank" track-type="footer link" track-name="site terms" track-metadata-module="utility footer" > Site terms </a> </li> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//cloud.google.com/product-terms" data-category="Site-Wide Custom Events" data-label="Footer Google Cloud terms link" track-metadata-position="footer" track-metadata-eventDetail="//cloud.google.com/product-terms" track-type="footer link" track-name="google cloud terms" track-metadata-module="utility footer" > Google Cloud terms </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" track-metadata-module="utility footer" track-name="Manage cookies" track-type="footer link" aria-hidden="true" track-metadata-position="footer" track-metadata-eventDetail="#" > Manage cookies </a> </li> <li class="devsite-footer-utility-item devsite-footer-carbon-button"> <a class="devsite-footer-utility-link gc-analytics-event" href="//cloud.google.com/sustainability" data-category="Site-Wide Custom Events" data-label="Footer Our third decade of climate action: join us link" track-name="Our third decade of climate action: join us" track-type="footer link" track-metadata-module="utility footer" track-metadata-position="footer" track-metadata-eventDetail="/sustainability/" > Our third decade of climate action: join us </a> </li> <li class="devsite-footer-utility-item devsite-footer-utility-button"> <span class="devsite-footer-utility-description">Sign up for the Google Cloud newsletter</span> <a class="devsite-footer-utility-link gc-analytics-event" href="//cloud.google.com/newsletter/" data-category="Site-Wide Custom Events" data-label="Footer Subscribe link" track-metadata-eventDetail="/newsletter/" track-metadata-position="footer" track-metadata-module="utility footer" track-name="subscribe" track-type="footer link" > Subscribe </a> </li> </ul> <devsite-language-selector> <ul role="presentation"> <li role="presentation"> <a role="menuitem" lang="en" >English</a> </li> <li role="presentation"> <a role="menuitem" lang="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="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="he" >עברית</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-5CVQBG", "purpose": 1}], "parameters": {"internalUser": "False", "language": {"machineTranslated": "False", "requested": "fi", "served": "en"}, "pageType": "article", "projectName": "Gemini Enterprise Agent Platform", "signedIn": "False", "tenant": "clouddocs", "recommendations": {"sourcePage": "", "sourceType": 0, "sourceRank": 0, "sourceIdenticalDescriptions": 0, "sourceTitleWords": 0, "sourceDescriptionWords": 0, "experiment": ""}, "experiment": {"ids": ""}}}</script> </devsite-analytics> <devsite-badger></devsite-badger> <cloudx-user></cloudx-user> <cloudx-free-trial-eligible-store freeTrialEligible="true"></cloudx-free-trial-eligible-store> <script nonce="80IgdW7l9lwTdoPlVMwX8xMcO6gogc"> (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/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/js/app_loader.js', '[39,"fi",null,"/js/devsite_app_module.js","https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420","https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs","https://clouddocs-dot-devsite-v2-prod.appspot.com",null,null,["/_pwa/clouddocs/manifest.json","https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/images/video-placeholder.svg","https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/favicons/onecloud/favicon.ico","https://www.gstatic.com/devrel-devsite/prod/v9ce9cb5b22b62a465ff52c45061a0a6a2d86a80b685e9aa8a182b203fdfbf420/clouddocs/images/lockup_full_color.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],"AIzaSyAP-jjEJBzmIyKR4F-3XITp8yM9T1gEEI8","AIzaSyB6xiKGDR5O3Ak2okS4rLkauxGUG7XP0hg","docs.cloud.google.com","AIzaSyAQk0fBONSGUqCNznf6Krs82Ap1-NV6J4o","AIzaSyCCxcqdrZ_7QMeLCRY20bh_SXdAYqy70KY",null,null,null,["Profiles__enable_purchase_prompts","DevPro__enable_free_benefits","Concierge__enable_pushui","Cloud__enable_cloud_shell","Profiles__enable_complete_playlist_endpoint","Cloud__enable_cloud_shell_fte_user_flow","MiscFeatureFlags__enable_project_variables","Cloud__fast_free_trial","MiscFeatureFlags__enable_variable_operator","Profiles__enable_profile_collections","MiscFeatureFlags__gdp_dashboard_reskin_enabled","Profiles__enable_developer_profile_benefits_ui_redesign","MiscFeatureFlags__developers_footer_dark_image","Analytics__enable_devpro_interaction_logging","Profiles__enable_public_developer_profiles","Profiles__enable_join_program_group_endpoint","MiscFeatureFlags__enable_dark_theme","CloudShell__cloud_shell_button","DevPro__enable_google_payments_buyflow","Profiles__enable_completequiz_endpoint","MiscFeatureFlags__enable_framebox_badge_methods","DevPro__enable_google_payments","TpcFeatures__enable_unmirrored_page_left_nav","MiscFeatureFlags__enable_explain_this_code","CloudShell__cloud_code_overflow_menu","Profiles__enable_dashboard_curated_recommendations","Profiles__enable_completecodelab_endpoint","Search__enable_ai_eligibility_checks","DevPro__enable_devsite_captcha","Search__enable_suggestions_from_borg","Profiles__enable_developer_profile_pages_as_content","MiscFeatureFlags__remove_cross_domain_tracking_params","Profiles__enable_stripe_subscription_management","MiscFeatureFlags__fix_lower_breadcrumbs","Search__enable_dynamic_content_confidential_banner","Search__enable_page_map","DevPro__enable_enterprise","DevPro__enable_cloud_innovators_plus","OnSwitch__enable","Analytics__enable_clearcut_logging","MiscFeatureFlags__enable_view_transitions","Profiles__enable_callout_notifications","DevPro__enable_code_assist","Concierge__enable_devsite_llm_tools","DevPro__remove_eu_tax_intake_form","AIStudioInteractionsToggle__interactions_are_default","Cloud__enable_cloud_dlp_service","DevPro__enable_g1_integration","Concierge__enable_actions_menu","MiscFeatureFlags__enable_firebase_utm","Profiles__enable_auto_apply_credits","Profiles__enable_targeted_hero","Cloud__enable_free_trial_server_call","Cloud__enable_cloudx_experiment_ids","MiscFeatureFlags__enable_appearance_cookies","MiscFeatureFlags__enable_variable_operator_index_yaml","DevPro__enable_developer_subscriptions","MiscFeatureFlags__developers_footer_image","Profiles__require_profile_eligibility_for_signin","DevPro__enable_firebase_workspaces_card","DevPro__enable_nvidia_credits_card","EngEduTelemetry__enable_engedu_telemetry","TpcFeatures__proxy_prod_host","Concierge__enable_concierge_restricted","DevPro__enable_google_one_card","SignIn__enable_l1_signup_flow","Profiles__enable_page_saving","Cloud__enable_legacy_calculator_redirect","Profiles__enable_developer_profiles_callout","DevPro__enable_vertex_credit_card","Profiles__enable_awarding_url","DevPro__enable_devpro_offers","Profiles__enable_user_type","Concierge__enable_remove_info_panel_tags","Profiles__enable_recognition_badges","DevPro__enable_credits_banner","DevPro__enable_g1_ineligible_redirect","Cloud__cache_serialized_dynamic_content","MiscFeatureFlags__enable_explicit_template_dependencies","Experiments__reqs_query_experiments","Search__enable_ai_search_summaries_for_all","Profiles__enable_playlist_community_acl","DevPro__enable_embed_profile_creation","BookNav__enable_tenant_cache_key"],null,null,"AIzaSyBLEMok-5suZ67qRPzx0qUtbnLmyT_kCVE","https://developerscontentserving-pa.clients6.google.com","AIzaSyCM4QpTRSqP5qI4Dvjt4OAScIN8sOUlO-k","https://developerscontentsearch-pa.clients6.google.com",1,4,1,"https://developerprofiles-pa.clients6.google.com",[39,"clouddocs","Google Cloud Documentation","docs.cloud.google.com",null,"clouddocs-dot-devsite-v2-prod.appspot.com",null,null,[1,1,null,null,null,null,null,null,null,null,null,[1],null,null,null,null,null,1,[1],[null,null,null,[1,20],"/terms/recommendations"],[1],null,[1],[1,null,1],null,[1]],null,[54,null,null,null,null,null,"/images/lockup_full_color.svg","/images/favicons/onecloud/apple-icon.png",null,null,null,1,1,1,1,null,[],null,null,[[],[],[],[],[],[],[],[]],null,1,null,null,null,"/images/lockup_dark_theme.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,[6,1,14,15,22,23,29,37],null,[[null,null,null,null,null,null,[1,[["docType","Choose a content type",[["ApiReference",null,null,null,null,null,null,null,null,"API reference"],["Sample",null,null,null,null,null,null,null,null,"Code sample"],["ReferenceArchitecture",null,null,null,null,null,null,null,null,"Reference architecture"],["Tutorial",null,null,null,null,null,null,null,null,"Tutorial"]]],["category","Choose a topic",[["AiAndMachineLearning",null,null,null,null,null,null,null,null,"Artificial intelligence and machine learning (AI/ML)"],["ApplicationDevelopment",null,null,null,null,null,null,null,null,"Application development"],["BigDataAndAnalytics",null,null,null,null,null,null,null,null,"Big data and analytics"],["Compute",null,null,null,null,null,null,null,null,"Compute"],["Containers",null,null,null,null,null,null,null,null,"Containers"],["Databases",null,null,null,null,null,null,null,null,"Databases"],["HybridCloud",null,null,null,null,null,null,null,null,"Hybrid and multicloud"],["LoggingAndMonitoring",null,null,null,null,null,null,null,null,"Logging and monitoring"],["Migrations",null,null,null,null,null,null,null,null,"Migrations"],["Networking",null,null,null,null,null,null,null,null,"Networking"],["SecurityAndCompliance",null,null,null,null,null,null,null,null,"Security and compliance"],["Serverless",null,null,null,null,null,null,null,null,"Serverless"],["Storage",null,null,null,null,null,null,null,null,"Storage"]]]]]],[1],null,1],[[null,null,null,null,null,["GTM-5CVQBG"],null,null,null,null,null,[["GTM-5CVQBG",2]],1],null,null,null,null,null,1],"mwETRvWii0eU5NUYprb0Y9z5GVbc",4],null,"pk_live_5170syrHvgGVmSx9sBrnWtA5luvk9BwnVcvIi7HizpwauFG96WedXsuXh790rtij9AmGllqPtMLfhe2RSwD6Pn38V00uBCydV4m",1,1,"https://developerscontentinsights-pa.clients6.google.com","AIzaSyCg-ZUslalsEbXMfIo9ZP8qufZgo3LSBDU","AIzaSyDxT0vkxnY_KeINtA4LSePJO-4MAZPMRsE","https://developers.clients6.google.com",null,null,"AIzaSyBQom12tzI-rybN7Sf-KfeL4nwm-Rf7PmI\n",null,null,"https://developers.googleapis.com"]') </script> <devsite-a11y-announce></devsite-a11y-announce> </body> </html>
Model input reference derived from preset schema.
| Name | Type | Required | Default | Description |
|---|---|---|---|---|
| seed | integer | No | null | Random seed for reproducible outputs. |
| image | image | No | null | Optional opening frame image to animate into coherent motion. |
| prompt | string | Yes | null | Describe the desired video action, subjects, aesthetic, lighting, and soundscape. |
| last_image | image | No | null | Optional closing frame image. The model interpolates the scene motion toward this frame. |
| resolution | select | No | "720p" | Output video resolution. |
| input_video | video | No | null | Optional source video clip (up to 30s) to edit, re-style, or extend by 3-10s. |
| aspect_ratio | select | No | "16:9" | Output video aspect ratio. |
| generate_audio | boolean | No | true | Generate synchronized native audio (effects, environment, speech cues). |
| duration_seconds | select | No | "5" | Generated clip length (3 to 10 seconds). |
| reference_images | array | No | null | Up to 10 reference images for character avatars, product views, and style guidance. |