Generate 30-second music clips
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Use the Google Cloud console or the Agent Platform API to send a request."> <meta property="og:description" content="You can generate Lyria music from prompts that you provide. 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href="/gemini-enterprise-agent-platform/models/gemini/3-7-flash" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.7 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/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"><a href="/gemini-enterprise-agent-platform/models/gemini/3-1-flash-image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.1 Flash Image</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-image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>2.5 Flash Image</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-image" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>3.1 Flash-Lite Image</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>Transcribe</span> </div></li><li class="devsite-nav-item devsite-nav-preview"><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><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/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"><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 devsite-nav-preview"><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><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/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-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/claude/opus-5" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Claude Opus 5</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>Claude Sonnet 5</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>Claude Fable 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>Claude 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>Claude Opus 4.7</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>Claude Sonnet 4.6</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>Claude 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>Claude Opus 4.5</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>Claude Sonnet 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>Claude Opus 4.1</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>Claude Haiku 4.5</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>Claude Opus 4</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>Claude Sonnet 4</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 devsite-nav-deprecated"><a href="/gemini-enterprise-agent-platform/models/partner-models/grok/grok-4-1-fast" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Grok 4.1 Fast</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/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 devsite-nav-preview"><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><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-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 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>DeepSeek</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/deepseek" 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/deepseek/deepseek-v32" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>DeepSeek-V3.2</span></a></li><li class="devsite-nav-item"><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></a></li><li class="devsite-nav-item"><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></a></li><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/maas/deepseek/deepseek-ocr" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>DeepSeek-OCR</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><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/models/capabilities/imagen-links" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Imagen documentation</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>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-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-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></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/text-to-speech" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Generate speech from text</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 devsite-nav-preview"><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><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/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></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" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Quick start</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 3 (Nano Banana) 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 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 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><li class="devsite-nav-item"><a href="/gemini-enterprise-agent-platform/machine-learning/featurestore/latest/search-feature-metadata" class="devsite-nav-title" ><span class="devsite-nav-text" tooltip>Search for resource metadata in Data Catalog</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 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<devsite-feedback position="header" project-name="Gemini Enterprise Agent Platform" product-id="5041938" bucket="Documentation" context="" version="t-devsite-webserver-20260825-r00-rc00.479916215390653058" 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 music with Lyria<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 "> <p>You can use Lyria to generate novel music tracks from prompts. Supported interfaces include the Google Cloud console and the Gemini API API.</p> <p><a href="https://console.cloud.google.com/vertex-ai/studio/media/music" class="button button-primary" target="console" track-name="consoleLink" track-type="tutorial" style="min-width: 275px" track-metadata-position="body"> Try Lyria on Agent Platform (Agent Platform Studio)</a></p> <h3 id="before-you-begin" data-text="Before you begin" tabindex="-1">Before you begin</h3> <ol> <cloud-free-trial> <div class="eligible"> <li> Sign in to your Google Cloud account. If you're new to Google Cloud, <a href="https://console.cloud.google.com/freetrial" target="console" track-type="commonIncludes" track-name="createAnAccount" track-metadata-position="prereqs" track-metadata-eventdetail="https://console.cloud.google.com/freetrial" track-metadata-link-destination="https://console.cloud.google.com/freetrial"> create an account</a> to evaluate how our products perform in real-world scenarios. New customers also get $300 in free credits to run, test, and deploy workloads. </li> <li> <p>In the Google Cloud console, on the project selector page, select or create a Google Cloud project.</p> <devsite-expandable> <p class="showalways"><b>Roles required to select or create a project</b></p> <ul> <li> <b>Select a project</b>: Selecting a project doesn't require a specific IAM role—you can select any project that you've been granted a role on. </li> <li> <b>Create a project</b>: To create a project, you need the Project Creator role (<code translate="no" dir="ltr">roles/resourcemanager.projectCreator</code>), which contains the <code translate="no" dir="ltr">resourcemanager.projects.create</code> permission. <a href="/iam/docs/granting-changing-revoking-access">Learn how to grant roles</a>. </li> </ul> </devsite-expandable> <aside class="note"><b>Note</b>: If you don't plan to keep the resources that you create in this procedure, create a project instead of selecting an existing project. After you finish these steps, you can delete the project, removing all resources associated with the project.</aside> <p><a href="https://console.cloud.google.com/projectselector2/home/dashboard" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="createProject" class="button button-primary">Go to project selector</a></p> </li> <li><p> Enable the Gemini Enterprise Agent Platform API. </p><devsite-expandable><p class="showalways"><b>Roles required to enable APIs</b></p><p> To enable APIs, you need the <code translate="no" dir="ltr">serviceusage.services.enable</code> permission. If you created the project, then you likely already have this permission through the Owner role (<code translate="no" dir="ltr">roles/owner</code>). Otherwise, you can get this permission through the Service Usage Admin role (<code translate="no" dir="ltr">roles/serviceusage.serviceUsageAdmin</code>). <a href="/iam/docs/granting-changing-revoking-access">Learn how to grant roles</a>. </p></devsite-expandable><p><a href="https://console.cloud.google.com/apis/enableflow?apiid=aiplatform.googleapis.com" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="enableAPI" class="button button-primary">Enable the API</a></p></li><style> .henhouse-text { font-size:85%; padding:2px 4px; line-height:1; } </style> </div> <div class="ineligible"> <li> <p>In the Google Cloud console, on the project selector page, select or create a Google Cloud project.</p> <devsite-expandable> <p class="showalways"><b>Roles required to select or create a project</b></p> <ul> <li> <b>Select a project</b>: Selecting a project doesn't require a specific IAM role—you can select any project that you've been granted a role on. </li> <li> <b>Create a project</b>: To create a project, you need the Project Creator role (<code translate="no" dir="ltr">roles/resourcemanager.projectCreator</code>), which contains the <code translate="no" dir="ltr">resourcemanager.projects.create</code> permission. <a href="/iam/docs/granting-changing-revoking-access">Learn how to grant roles</a>. </li> </ul> </devsite-expandable> <aside class="note"><b>Note</b>: If you don't plan to keep the resources that you create in this procedure, create a project instead of selecting an existing project. After you finish these steps, you can delete the project, removing all resources associated with the project.</aside> <p><a href="https://console.cloud.google.com/projectselector2/home/dashboard" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="createProject" class="button button-primary">Go to project selector</a></p> </li> <li><p> Enable the Gemini Enterprise Agent Platform API. </p><devsite-expandable><p class="showalways"><b>Roles required to enable APIs</b></p><p> To enable APIs, you need the <code translate="no" dir="ltr">serviceusage.services.enable</code> permission. If you created the project, then you likely already have this permission through the Owner role (<code translate="no" dir="ltr">roles/owner</code>). Otherwise, you can get this permission through the Service Usage Admin role (<code translate="no" dir="ltr">roles/serviceusage.serviceUsageAdmin</code>). <a href="/iam/docs/granting-changing-revoking-access">Learn how to grant roles</a>. </p></devsite-expandable><p><a href="https://console.cloud.google.com/apis/enableflow?apiid=aiplatform.googleapis.com" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="enableAPI" class="button button-primary">Enable the API</a></p></li><style> .henhouse-text { font-size:85%; padding:2px 4px; line-height:1; } </style> </div> </cloud-free-trial> <li> <p>Set up authentication for your environment.</p> <p>Select the tab for how you plan to use the samples on this page:</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="console" data-text="Console" tabindex="-1">Console</h3> <p> When you use the Google Cloud console to access Google Cloud services and APIs, you don't need to set up authentication. </p> </section> <section> <h3 id="rest" data-text="REST" tabindex="-1">REST</h3> <p> To use the REST API samples on this page in a local development environment, you use the credentials you provide to the gcloud CLI. </p> <ol> <p> <a href="/sdk/docs/install" track-type="commonIncludes" track-name="sdkLink" target="_blank">Install</a> the Google Cloud CLI. </p> <p> If you're using an external identity provider (IdP), you must first <a href="/iam/docs/workforce-log-in-gcloud"> sign in to the gcloud CLI with your federated identity</a>. </p> </ol> <p> For more information, see <a href="/docs/authentication/rest">Authenticate for using REST</a> in the Google Cloud authentication documentation. </p> </section> </div> </li> </ol> <div><devsite-selector data-ds-scope="code-sample"> <section><h3 id="console_1" data-text=" Console " tabindex="-1"> Console </h3><p> <ol> <li><p>In the Google Cloud console, go to the <strong>Vertex AI Studio <span aria-label="and then">></span> Generate Media</strong> <span aria-label="and then">></span> <strong>Generate media</strong> page.</p> <p><a href="https://console.cloud.google.com/vertex-ai/studio/media/music" class="button button-primary" target="console" track-name="consoleLink" track-type="task" track-metadata-position="body"> Generate studio</a></p></li> <li><p>Click <strong>Music</strong>.</p></li> <li><p>From the <strong>Task</strong> menu, select <strong>Text-to-music</strong>.</p></li> <li><p>From the <strong>Model</strong> menu, select a model from the options listed.</p></li> <li><p>Optional: In the <strong>Input assets</strong> section, click <strong>Add</strong> to add an asset for this request.</p></li> <li><p>In the <strong>Prompt</strong> box, enter your text prompt in US English that describes the music to generate.</p></li> <li><p>Click <strong>Run</strong>.</p> <p>Generated audio clips are available for preview and downloadable as WAV files.</p></li> </ol> </p></section> <section><h3 id="lyria-3-rest" data-text=" Lyria 3 REST " tabindex="-1"> Lyria 3 REST </h3><p> <p> Before using any of the request data, make the following replacements: </p> <ul> <li> <code translate="no" dir="ltr"><var class="edit" scope="PROJECT_ID" translate="no">PROJECT_ID</var></code>: A string representing your Google Cloud project ID. </li> <li> <p> <code translate="no" dir="ltr"><var class="edit" scope="MODEL_ID" translate="no">MODEL_ID</var></code>: A string representing the model ID to use. The following are accepted values: </p> <ul> <li><code translate="no" dir="ltr">lyria-3-clip-preview</code></li> <li><code translate="no" dir="ltr">lyria-3-pro-preview</code></li> </ul> </li> <li> <code translate="no" dir="ltr"><var class="edit" scope="TEXT_PROMPT" translate="no">TEXT_PROMPT</var></code>: The text prompt used to guide music generation. </li> <li> <code translate="no" dir="ltr"><var class="edit" scope="IMAGE_URI" translate="no">IMAGE_URI</var></code>: optional: the Cloud Storage uri where your input image is located. </li> <li> <code translate="no" dir="ltr"><var class="edit" scope="IMAGE_DATABYTES" translate="no">IMAGE_DATABYTES</var></code>: Optional: A Base64-encoded input image. </li> </ul> <p> HTTP method and URL: </p> <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="HTTP method and URL" translate="no" dir="ltr" is-upgraded>POST https://aiplatform.googleapis.com/v1beta1/projects/<var translate="no">PROJECT_ID</var>/locations/global/interactions</pre></devsite-code> </section> <p> Request JSON body: </p> <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="request body" translate="no" dir="ltr" is-upgraded> { "model": "<var translate="no">MODEL_ID</var>", "input": [ { "type": "text", "text": "<var translate="no">TEXT_PROMPT</var>" }, { "type": "image", "mime_type": "image/jpeg", "uri": "<var translate="no">IMAGE_URI</var>" }, { "type": "image", "mime_type": "image/png", "data": "<var translate="no">IMAGE_DATABYTES</var>" }, ] } </pre></devsite-code> </section> <p>To send your request, choose one of these options:</p><div class="ds-selector-tabs"> <section > <h4 id="curl" data-text="curl" tabindex="-1">curl</h4> <aside class="note"><b>Note:</b> The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> , or by using <a href="/shell/docs">Cloud Shell</a>, which automatically logs you into the <code translate="no" dir="ltr">gcloud</code> CLI . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> <p> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: </p> <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label=" CURL command" translate="no" dir="ltr" is-upgraded>curl -X POST \<br> -H "Authorization: Bearer $(gcloud auth print-access-token)" \<br> -H "Content-Type: application/json; charset=utf-8" \<br> -d @request.json \<br> "https://aiplatform.googleapis.com/v1beta1/projects/<var translate="no">PROJECT_ID</var>/locations/global/interactions"</pre></devsite-code></section> </section> <section > <h4 id="powershell" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note"><b>Note:</b> The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> <p> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: </p> <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token<br>$headers = @{ "Authorization" = "Bearer $cred" }<br><br>Invoke-WebRequest `<br> -Method POST `<br> -Headers $headers `<br> -ContentType: "application/json; charset=utf-8" `<br> -InFile request.json `<br> -Uri "https://aiplatform.googleapis.com/v1beta1/projects/<var translate="no">PROJECT_ID</var>/locations/global/interactions" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> The request returns the operation name, status, and result. <section> <div></div><devsite-code><pre class="readonly" data-label="sample response" translate="no" dir="ltr" is-upgraded> { "status": "completed", "outputs": [ { "text": "LYRICS", "type": "text" }, { "text": "DESCRIPTION", "type": "text" }, { "mime_type": "audio/mpeg", "data": "GENERATED_SONG_DATABYTES", "type": "audio" }, {} ], "role": "model", "created": "CREATED_TIME", "updated": "UPDATE_TIME", "object": "interaction", "model": "lyria-3-pro-preview" } </pre></devsite-code> </section> </p></section> <section><h3 id="lyria-2-rest" data-text=" Lyria 2 REST " tabindex="-1"> Lyria 2 REST </h3><p> <p>Use the <code translate="no" dir="ltr">predict</code> method to send a music generation request. The response will directly contain the audio data, typically base64-encoded if the response is JSON.</p> </p> <p> For more information about <code translate="no" dir="ltr">lyria-002</code> model requests, see the <a href="/gemini-enterprise-agent-platform/reference/models/lyria-music-generation"><code translate="no" dir="ltr">lyria-002</code> model API reference</a>. </p> <p>To generate music, send a POST request to the model's <code translate="no" dir="ltr">predict</code> endpoint.</p> <p><strong>Request:</strong></p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash"><code translate="no" dir="ltr">curl<span class="devsite-syntax-w"> </span>-X<span class="devsite-syntax-w"> </span>POST<span class="devsite-syntax-w"> </span><span class="devsite-syntax-se">\</span> <span class="devsite-syntax-w"> </span>-H<span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"Authorization: Bearer </span><span class="devsite-syntax-k">$(</span>gcloud<span class="devsite-syntax-w"> </span>auth<span class="devsite-syntax-w"> </span>print-access-token<span class="devsite-syntax-k">)</span><span class="devsite-syntax-s2">"</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-se">\</span> <span class="devsite-syntax-w"> </span>-H<span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"Content-Type: application/json"</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-se">\</span> <span class="devsite-syntax-w"> </span>https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION</var>/publishers/google/models/lyria-002:predict<span class="devsite-syntax-w"> </span><span class="devsite-syntax-se">\</span> <span class="devsite-syntax-w"> </span>-d<span class="devsite-syntax-w"> </span><span class="devsite-syntax-s1">'{</span> <span class="devsite-syntax-s1"> "instances": [</span> <span class="devsite-syntax-s1"> {</span> <span class="devsite-syntax-s1"> "prompt": "An uplifting and hopeful orchestral piece with a soaring string melody and triumphant brass.",</span> <span class="devsite-syntax-s1"> "negative_prompt": " dissonant, minor key",</span> <span class="devsite-syntax-s1"> "seed": 12345</span> <span class="devsite-syntax-s1"> }</span> <span class="devsite-syntax-s1"> ],</span> <span class="devsite-syntax-s1"> "parameters": {</span> <span class="devsite-syntax-s1"> // "sample_count": 1 // Use either seed or sample_count</span> <span class="devsite-syntax-s1"> }</span> <span class="devsite-syntax-s1"> }'</span> </code></pre></devsite-code> <p><strong>Response:</strong></p> <p>A successful request returns a JSON object containing the generated audio data. This should look something like this:</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="JSON"><code translate="no" dir="ltr"><span class="devsite-syntax-p">{</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-nt">"predictions"</span><span class="devsite-syntax-p">:</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">[</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">{</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-nt">"audioContent"</span><span class="devsite-syntax-p">:</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"BASE64_ENCODED_WAV_STRING_SAMPLE_1"</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-nt">"mimeType"</span><span class="devsite-syntax-p">:</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"audio/wav"</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">},</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">{</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-nt">"audioContent"</span><span class="devsite-syntax-p">:</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"BASE64_ENCODED_WAV_STRING_SAMPLE_2"</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-nt">"mimeType"</span><span class="devsite-syntax-p">:</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"audio/wav"</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">}</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">],</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-nt">"deployedModelId"</span><span class="devsite-syntax-p">:</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"xxxxxxxxxxxxxxx"</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-nt">"model"</span><span class="devsite-syntax-p">:</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION</var>/publishers/google/models/lyria-002"</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-w"> </span><span class="devsite-syntax-nt">"modelDisplayName"</span><span class="devsite-syntax-p">:</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-s2">"Lyria 2"</span> <span class="devsite-syntax-p">}</span> </code></pre></devsite-code> <p>You would then decode the <code translate="no" dir="ltr">audioContent</code> (base64) to get the WAV audio file. Each clip is 32.8 seconds long. </p></section> </devsite-selector></div> <h2 id="whats-next" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li><p>Learn how to write effective prompts in the <a href="/gemini-enterprise-agent-platform/music/music-gen-prompt-guide">Lyria music generation prompt guide</a></p></li> <li><p>Explore the <a href="/gemini-enterprise-agent-platform/reference/models/lyria-music-generation">Lyria API reference</a></p></li> <li><p>Discover other <a href="/gemini-enterprise-agent-platform/models">Generative AI models on Gemini Enterprise Agent Platform</a></p></li> </ul> <devsite-hats-survey class="nocontent" data-nosnippet hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" 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-20260825-r00-rc00.479916215390653058" 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>. 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