Overview of Generative AI on Vertex AI

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href="/vertex-ai/generative-ai/docs/open-models/use-hex-llm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-hex-llm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-hex-llm" ><span class="devsite-nav-text" tooltip>Hex-LLM</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>Partner models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/use-partner-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: 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gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/use-claude" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/use-claude" ><span class="devsite-nav-text" tooltip>Anthropic's Claude</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>Llama</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/llama" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/llama" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/llama" ><span class="devsite-nav-text" tooltip>Llama models</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/partner-models/llama-batch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/llama-batch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/llama-batch" ><span class="devsite-nav-text" tooltip>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><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/mistral" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/mistral" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/mistral" ><span class="devsite-nav-text" tooltip>Mistral AI</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"><a href="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" ><span class="devsite-nav-text" tooltip>Text generation</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" ><span class="devsite-nav-text" tooltip>Batch prediction</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/image-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/image-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/image-understanding" ><span class="devsite-nav-text" tooltip>Image understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/video-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/video-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/video-understanding" ><span class="devsite-nav-text" tooltip>Video understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/audio-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/audio-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/audio-understanding" ><span class="devsite-nav-text" tooltip>Audio understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/document-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/document-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/document-understanding" ><span class="devsite-nav-text" tooltip>Document understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" ><span class="devsite-nav-text" tooltip>System instructions</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/function-calling" ><span class="devsite-nav-text" tooltip>Function calling</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/control-generated-output" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/control-generated-output" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/control-generated-output" ><span class="devsite-nav-text" tooltip>Controlled generation</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" ><span class="devsite-nav-text" tooltip>Content generation parameters</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/long-context" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/long-context" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/long-context" ><span class="devsite-nav-text" tooltip>Long context</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>Context caching</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="/vertex-ai/generative-ai/docs/context-cache/context-cache-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-create" ><span class="devsite-nav-text" tooltip>Create a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-use" ><span class="devsite-nav-text" tooltip>Use a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" ><span class="devsite-nav-text" tooltip>Get context cache information</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-update" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-update" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-update" ><span class="devsite-nav-text" tooltip>Update a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-delete" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-delete" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-delete" ><span class="devsite-nav-text" tooltip>Delete a context cache</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>Fine-tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-models" ><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>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="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" ><span class="devsite-nav-text" tooltip>About supervised fine-tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" ><span class="devsite-nav-text" tooltip>Prepare your data</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-use-supervised-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-use-supervised-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-use-supervised-tuning" ><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="/vertex-ai/generative-ai/docs/models/tune_gemini/text_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/text_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/text_tune" ><span class="devsite-nav-text" tooltip>Text tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" ><span class="devsite-nav-text" tooltip>Document tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" ><span class="devsite-nav-text" tooltip>Image tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" ><span class="devsite-nav-text" tooltip>Audio tuning</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" ><span class="devsite-nav-text" tooltip>Examples for tuning Gemini text models</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-tuning-migrate-from-palm-api" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-tuning-migrate-from-palm-api" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-tuning-migrate-from-palm-api" ><span class="devsite-nav-text" tooltip>Migrate tuning from PaLM to Gemini</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>Embeddings models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-embeddings" ><span class="devsite-nav-text" tooltip>Tune text embeddings models</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>Imagen models</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 devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/fine-tune-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/fine-tune-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/fine-tune-model" ><span class="devsite-nav-text" tooltip>Tune a subject model</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/fine-tune-style" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/fine-tune-style" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/fine-tune-style" ><span class="devsite-nav-text" tooltip>Create a custom style model</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/model-garden/lora-qlora" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-garden/lora-qlora" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-garden/lora-qlora" ><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>Evaluation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-quickstart" ><span class="devsite-nav-text" tooltip>Quickstart: Gen AI evaluation workflow</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/determine-eval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/determine-eval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/determine-eval" ><span class="devsite-nav-text" tooltip>Define your evaluation metrics</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-dataset" ><span class="devsite-nav-text" tooltip>Prepare your evaluation dataset</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/run-evaluation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/run-evaluation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/run-evaluation" ><span class="devsite-nav-text" tooltip>Run an evaluation</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/view-evaluation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/view-evaluation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/view-evaluation" ><span class="devsite-nav-text" tooltip>View and interpret your evaluation results</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/metrics-templates" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/metrics-templates" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/metrics-templates" ><span class="devsite-nav-text" tooltip>Reference: Model-based metrics templates</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>Other evaluation documentation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/side-by-side-eval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/side-by-side-eval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/side-by-side-eval" ><span class="devsite-nav-text" tooltip>Run AutoSxS pipeline</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" ><span class="devsite-nav-text" tooltip>Run a computation-based evaluation pipeline</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>Grounding</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/grounding/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/grounding/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/grounding/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/ground-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/ground-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/ground-gemini" ><span class="devsite-nav-text" tooltip>Ground Gemini responses</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" ><span class="devsite-nav-text" tooltip>Use Google Search Suggestions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/ground-responses-using-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/ground-responses-using-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/ground-responses-using-rag" ><span class="devsite-nav-text" tooltip>Ground responses using RAG</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>Safety</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/responsible-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/responsible-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/responsible-ai" ><span class="devsite-nav-text" tooltip>Responsible AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" ><span class="devsite-nav-text" tooltip>System instructions for safety</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" ><span class="devsite-nav-text" tooltip>Configure safety filters</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/responsible-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/responsible-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/responsible-ai" ><span class="devsite-nav-text" tooltip>Responsible AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/abuse-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/abuse-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/abuse-monitoring" ><span class="devsite-nav-text" tooltip>Abuse monitoring</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>Extensions</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="/vertex-ai/generative-ai/docs/extensions/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/create-extension" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/create-extension" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/create-extension" ><span class="devsite-nav-text" tooltip>Create and run extension </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>Extensions by Google</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/code-interpreter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/code-interpreter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/code-interpreter" ><span class="devsite-nav-text" tooltip>Code Interpreter extension</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/vertex-ai-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/vertex-ai-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/vertex-ai-search" ><span class="devsite-nav-text" tooltip>Vertex AI Search extension</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>Image generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/overview" ><span class="devsite-nav-text" tooltip>Imagen on Vertex AI overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/responsible-ai-imagen" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/responsible-ai-imagen" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/responsible-ai-imagen" ><span class="devsite-nav-text" tooltip>Responsible AI and usage guidelines for Imagen</span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/model-versioning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/model-versioning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/model-versioning" ><span class="devsite-nav-text" tooltip>Imagen model versions and lifecycle</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" ><span class="devsite-nav-text" tooltip>Prompt and image attribute guide</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-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>Create images</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 devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/generate-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/generate-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/generate-images" ><span class="devsite-nav-text" tooltip>Generate images using text prompts</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></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>Edit images</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 devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-inpainting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-inpainting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-inpainting" ><span class="devsite-nav-text" tooltip>Edit using inpainting (insert or remove objects)</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-outpainting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-outpainting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-outpainting" ><span class="devsite-nav-text" tooltip>Edit using outpainting</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-product-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-product-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-product-image" ><span class="devsite-nav-text" tooltip>Use product image editing</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/edit-controlled" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-controlled" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-controlled" ><span class="devsite-nav-text" tooltip>Edit using Controlled Editing</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="/vertex-ai/generative-ai/docs/image/edit-personalization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-personalization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-personalization" ><span class="devsite-nav-text" tooltip>Edit using Personalization</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-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-images" ><span class="devsite-nav-text" tooltip>Edit images (mask-free)</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" 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>Get image information</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/image-captioning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/image-captioning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/image-captioning" ><span class="devsite-nav-text" tooltip>Get image descriptions using visual captioning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/visual-question-answering" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/visual-question-answering" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/visual-question-answering" ><span class="devsite-nav-text" tooltip>Use Visual Question Answering</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>Text-to-live images</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="/vertex-ai/generative-ai/docs/image/ttli-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/ttli-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/ttli-prompt-guide" ><span class="devsite-nav-text" tooltip>Text-to-Live images prompt guide</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/text-to-live-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/text-to-live-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/text-to-live-images" ><span class="devsite-nav-text" tooltip>Create live images from text</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="/vertex-ai/generative-ai/docs/image/upscale-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/upscale-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/upscale-image" ><span class="devsite-nav-text" tooltip>Upscale an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/base64-encode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/base64-encode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/base64-encode" ><span class="devsite-nav-text" tooltip>Base64 encode and decode files</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>Use video models</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="/vertex-ai/generative-ai/docs/video/video-descriptions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/video/video-descriptions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/video/video-descriptions" ><span class="devsite-nav-text" tooltip>Get video descriptions</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>Embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings" ><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="/vertex-ai/generative-ai/docs/embeddings/task-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/task-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/task-types" ><span class="devsite-nav-text" tooltip>Choose an embeddings task type</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" ><span class="devsite-nav-text" tooltip>Get text embeddings</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" ><span class="devsite-nav-text" tooltip>Get multimodal embeddings</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" ><span class="devsite-nav-text" tooltip>Get batch embeddings predictions</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/test-code-completion-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/test-code-completion-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/test-code-completion-prompts" ><span class="devsite-nav-text" tooltip>Code completion</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/translate/translate-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/translate/translate-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/translate/translate-text" ><span class="devsite-nav-text" tooltip>Translation</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 tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" ><span class="devsite-nav-text" tooltip>Use AI-powered prompt writing tools</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" ><span class="devsite-nav-text" tooltip>Optimize prompts</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="/vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" ><span class="devsite-nav-text" tooltip>Use prompt templates</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="/vertex-ai/generative-ai/docs/medlm/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/medlm/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/medlm/overview" ><span class="devsite-nav-text" tooltip>Medical text</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>Guides</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>Tokens</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/multimodal/list-token" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/list-token" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/list-token" ><span class="devsite-nav-text" tooltip>List and count tokens</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="/vertex-ai/generative-ai/docs/multimodal/get-token-count" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/get-token-count" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/get-token-count" ><span class="devsite-nav-text" tooltip>Use the countTokens API</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>Deployment best practices</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deploy/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deploy/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deploy/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompt-best-practices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompt-best-practices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompt-best-practices" ><span class="devsite-nav-text" tooltip>Best practices</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>Prompting</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" ><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="/vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" ><span class="devsite-nav-text" tooltip>Give clear and specific instructions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/system-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/system-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/system-instructions" ><span class="devsite-nav-text" tooltip>Use system instructions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/assign-role" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/assign-role" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/assign-role" ><span class="devsite-nav-text" tooltip>Assign a role</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" ><span class="devsite-nav-text" tooltip>Include few-shot examples</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/contextual-information" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/contextual-information" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/contextual-information" ><span class="devsite-nav-text" tooltip>Add contextual information</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" ><span class="devsite-nav-text" tooltip>Structure prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" ><span class="devsite-nav-text" tooltip>Instruct the model to explain its reasoning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" ><span class="devsite-nav-text" tooltip>Break down complex tasks</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" ><span class="devsite-nav-text" tooltip>Experiment with parameter values</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" ><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="/vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" ><span class="devsite-nav-text" tooltip>Design multimodal prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/text/text-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/text-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/text-prompts" ><span class="devsite-nav-text" tooltip>Design text prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/chat/chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/chat/chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/chat/chat-prompts" ><span class="devsite-nav-text" tooltip>Design chat prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-chat-prompts" ><span class="devsite-nav-text" tooltip>Design code chat prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-completion-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-completion-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-completion-prompts" ><span class="devsite-nav-text" tooltip>Design code completion prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-generation-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-generation-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-generation-prompts" ><span class="devsite-nav-text" tooltip>Design code generation prompts</span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" ><span class="devsite-nav-text" tooltip>Design image generation prompts</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/medlm/medlm-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/medlm/medlm-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/medlm/medlm-prompts" ><span class="devsite-nav-text" tooltip>Design medical text prompts</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>Migration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" ><span class="devsite-nav-text" tooltip>Call Vertex AI models by using the OpenAI library</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="/vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" ><span class="devsite-nav-text" tooltip>Migrate from Azure OpenAI to Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/migrate/migrate-google-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-google-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-google-ai" ><span class="devsite-nav-text" tooltip>Migrate from Google AI to Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" ><span class="devsite-nav-text" tooltip>Migrate from PaLM 2 to Gemini</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" ><span class="devsite-nav-text" tooltip>Custom metadata labels</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>Troubleshoot</span> </div><ul class="devsite-nav-section"><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>Troubleshoot LangChain on Vertex AI</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="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" ><span class="devsite-nav-text" tooltip>Troubleshoot setting up the environment</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" ><span class="devsite-nav-text" tooltip>Troubleshoot developing an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" ><span class="devsite-nav-text" tooltip>Troubleshoot deploying an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" ><span class="devsite-nav-text" tooltip>Troubleshoot using an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" ><span class="devsite-nav-text" tooltip>Troubleshoot managing deployed applications</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>Tools/integrations</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>RAG Engine</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="/vertex-ai/generative-ai/docs/rag-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/rag-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/rag-overview" ><span class="devsite-nav-text" tooltip>RAG Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/rag-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/rag-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/rag-quickstart" ><span class="devsite-nav-text" tooltip>RAG quickstart for Python</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-data-connectors" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-data-connectors" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-data-connectors" ><span class="devsite-nav-text" tooltip>Data connectors</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" ><span class="devsite-nav-text" tooltip>Advanced PDF parsing</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-embedding-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-embedding-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-embedding-models" ><span class="devsite-nav-text" tooltip>Embedding models</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>Vector database choices in RAG</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="/vertex-ai/generative-ai/docs/vector-db-choices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/vector-db-choices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/vector-db-choices" ><span class="devsite-nav-text" tooltip>Overview of vector database choices</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-feature-store-with-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-feature-store-with-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-feature-store-with-rag" ><span class="devsite-nav-text" tooltip>Use Feature Store with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-weaviate-db" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-weaviate-db" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-weaviate-db" ><span class="devsite-nav-text" tooltip>Use Weaviate with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-pinecone" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-pinecone" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-pinecone" ><span class="devsite-nav-text" tooltip>Use Pinecone with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-vertexai-vector-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-vertexai-vector-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-vertexai-vector-search" ><span class="devsite-nav-text" tooltip>Use Vertex AI Vector Search with RAG</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>LangChain on Vertex AI</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="/vertex-ai/generative-ai/docs/reasoning-engine/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/set-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/set-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/set-up" ><span class="devsite-nav-text" tooltip>Set up the environment</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/develop" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/develop" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/develop" ><span class="devsite-nav-text" tooltip>Develop an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/deploy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/deploy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/deploy" ><span class="devsite-nav-text" tooltip>Deploy the application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/use" ><span class="devsite-nav-text" tooltip>Use the application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/manage" ><span class="devsite-nav-text" tooltip>Manage the deployed application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/customize" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/customize" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/customize" ><span class="devsite-nav-text" tooltip>Customize an application template</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>Tutorials and code samples</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>Generative AI on Vertex AI code samples</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples" ><span class="devsite-nav-text" tooltip>Sample browser</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" ><span class="devsite-nav-text" tooltip> Count tokens for Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" ><span class="devsite-nav-text" tooltip> Generate text using Generative AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" ><span class="devsite-nav-text" tooltip>Add image content using automatic mask detection and inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" ><span class="devsite-nav-text" tooltip>Add image content using mask-based inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" ><span class="devsite-nav-text" tooltip>Configure Gemini model parameters</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" ><span class="devsite-nav-text" tooltip>Count tokens in a prompt</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" ><span class="devsite-nav-text" tooltip>Create an embedding using Generative AI on Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" ><span class="devsite-nav-text" tooltip>Create an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" ><span class="devsite-nav-text" tooltip>Delete a RAG file from an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" ><span class="devsite-nav-text" tooltip>Delete an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" ><span class="devsite-nav-text" tooltip>Edit image content using a mask with Imagen v.002</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" ><span class="devsite-nav-text" tooltip>Edit image content using mask-free editing with Imagen v.002</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" ><span class="devsite-nav-text" tooltip>Enhance a product image by modifying the background content with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" ><span class="devsite-nav-text" tooltip>Expand image content using mask-based outpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" ><span class="devsite-nav-text" tooltip>Function calling with Gemini AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" ><span class="devsite-nav-text" tooltip>Function calling with Gemini AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" ><span class="devsite-nav-text" tooltip>Generate an image from text</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" ><span class="devsite-nav-text" tooltip>Generate content from multimodal data using Generative AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" ><span class="devsite-nav-text" tooltip>Generate content stream with Multimodal AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" ><span class="devsite-nav-text" tooltip>Generate content with function calls</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" ><span class="devsite-nav-text" tooltip>Generate responses using the RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" ><span class="devsite-nav-text" tooltip>Generate steaming text content with Generative Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" ><span class="devsite-nav-text" tooltip>Generate text from a video</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" ><span class="devsite-nav-text" tooltip>Generate text from an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" ><span class="devsite-nav-text" tooltip>Generate text from an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" ><span class="devsite-nav-text" tooltip>Generate text from an image with safety settings</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" ><span class="devsite-nav-text" tooltip>Generate text from multimodal prompt</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" ><span class="devsite-nav-text" tooltip>Generate text responses using Gemini API with external function calls in a chat scenario</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" ><span class="devsite-nav-text" tooltip>Generate Text With a Generative Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" ><span class="devsite-nav-text" tooltip>Get a RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" ><span class="devsite-nav-text" tooltip>Get information about an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" ><span class="devsite-nav-text" tooltip>Get short-form image captions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" ><span class="devsite-nav-text" tooltip>Get short-form image responses</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" ><span class="devsite-nav-text" tooltip>Ground Gemini model responses to Google Search</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" ><span class="devsite-nav-text" tooltip>Ground Gemini to a Vertex AI Search data store</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" ><span class="devsite-nav-text" tooltip>Import a set of RAG files</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" ><span class="devsite-nav-text" tooltip>Import RAG files from Google Drive or Cloud Storage</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" ><span class="devsite-nav-text" tooltip>Interactive text generation with a chatbot</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" ><span class="devsite-nav-text" tooltip>Interactive text stream generation with a chatbot</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" ><span class="devsite-nav-text" tooltip>List indexes in a project</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" ><span class="devsite-nav-text" tooltip>List RAG files in an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" ><span class="devsite-nav-text" tooltip>Process a PDF file with Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" ><span class="devsite-nav-text" tooltip>Process images, video, audio, and text with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" ><span class="devsite-nav-text" tooltip>Remove image content using automatic mask detection and inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" ><span class="devsite-nav-text" tooltip>Remove image content using mask-based inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" ><span class="devsite-nav-text" tooltip>Return the response from the LLM</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" ><span class="devsite-nav-text" tooltip>Set system instructions to Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" ><span class="devsite-nav-text" tooltip>Specify a MIME response type for the Gemini API</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" ><span class="devsite-nav-text" tooltip>Summarize a video file with audio with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" ><span class="devsite-nav-text" tooltip>Summarize an audio file with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" ><span class="devsite-nav-text" tooltip>Transcript an audio file with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" ><span class="devsite-nav-text" tooltip>Upload a RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" ><span class="devsite-nav-text" tooltip>Use the quickstart to get familiar with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" ><span class="devsite-nav-text" tooltip>Verify an image's digital watermark</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/docs/samples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/samples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/samples" ><span class="devsite-nav-text" tooltip>Code samples for all products</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>Jump Start Solutions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-document-summarization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-document-summarization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-document-summarization" ><span class="devsite-nav-text" tooltip>Generative AI Document Summarization</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-rag" ><span class="devsite-nav-text" tooltip>Generative AI RAG with Cloud SQL</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-knowledge-base" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-knowledge-base" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-knowledge-base" ><span class="devsite-nav-text" tooltip>Generative AI Knowledge Base</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/tutorials" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/tutorials" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/tutorials" ><span class="devsite-nav-text" tooltip>GenAI notebook tutorials</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Secure a generative AI app by using IAP</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/setup-environment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/setup-environment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/setup-environment" ><span class="devsite-nav-text" tooltip>Set up your project and source repository</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" ><span class="devsite-nav-text" tooltip>Create a Cloud Run service</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" ><span class="devsite-nav-text" tooltip>Create a load balancer</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/configure-iap" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/configure-iap" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/configure-iap" ><span class="devsite-nav-text" tooltip>Configure IAP</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/view-app" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/view-app" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/view-app" ><span class="devsite-nav-text" tooltip>Test your IAP-secured app</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/clean-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/clean-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/clean-up" ><span class="devsite-nav-text" tooltip>Clean up your project</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>Resources</span> </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/pricing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/pricing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/pricing" ><span class="devsite-nav-text" tooltip>Pricing</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>Release notes</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/release-notes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/release-notes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/release-notes" ><span class="devsite-nav-text" tooltip>Current</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/release-notes-archive" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/release-notes-archive" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/release-notes-archive" ><span class="devsite-nav-text" tooltip>Archive</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/locations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: 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href="/vertex-ai/generative-ai/docs/dsq" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/dsq" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/dsq" ><span class="devsite-nav-text" tooltip>Dynamic shared quota</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/provisioned-throughput" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/provisioned-throughput" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/provisioned-throughput" ><span class="devsite-nav-text" tooltip>Provisioned Throughput</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="/vertex-ai/generative-ai/docs/error-code-429" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/error-code-429" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/error-code-429" ><span class="devsite-nav-text" tooltip>Error code 429</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/compliance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/compliance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/compliance" ><span class="devsite-nav-text" tooltip>Certifications</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/data-governance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/data-governance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/data-governance" ><span class="devsite-nav-text" tooltip>Data governance</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/getting-help" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/getting-help" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/getting-help" ><span class="devsite-nav-text" tooltip>Getting help</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/sla" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/sla" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/sla" ><span class="devsite-nav-text" tooltip>Service Level Agreement</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>Deprecations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations" ><span class="devsite-nav-text" tooltip>Deprecations</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" ><span class="devsite-nav-text" tooltip>Gemini 1.0 Pro and Gemini 1.0 Pro Vision</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations/palm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations/palm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations/palm" ><span class="devsite-nav-text" tooltip>Pathways Language Model (PaLM)</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>Administer</span> </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/access-control" ><span class="devsite-nav-text" tooltip>Access control</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/security-controls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/security-controls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/security-controls" ><span class="devsite-nav-text" tooltip>Security controls</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/control-model-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/control-model-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/control-model-access" ><span class="devsite-nav-text" tooltip>Control access to Model Garden models</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/enable-audit-logs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/enable-audit-logs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/enable-audit-logs" ><span class="devsite-nav-text" tooltip>Enable Data Access audit logs</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>Legacy</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>Legacy docs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/legacy/legacy-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/legacy/legacy-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/legacy/legacy-models" ><span class="devsite-nav-text" tooltip>About legacy models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>PaLM 2 API (text/chat)</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/language-model-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/language-model-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/language-model-overview" ><span class="devsite-nav-text" tooltip>Overview</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/text/test-text-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/test-text-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/test-text-prompts" ><span class="devsite-nav-text" tooltip>Send text prompt requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/text/batch-prediction-genai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/batch-prediction-genai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/batch-prediction-genai" ><span class="devsite-nav-text" tooltip>Get batch responses for text</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/grounding/ground-language-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/grounding/ground-language-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/grounding/ground-language-models" ><span class="devsite-nav-text" tooltip>Ground responses</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/chat/test-chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/chat/test-chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/chat/test-chat-prompts" ><span class="devsite-nav-text" tooltip>Send chat prompt requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tune PaLM 2 models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a 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track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-text-models-supervised" ><span class="devsite-nav-text" tooltip>Use supervised tuning</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-text-models-rlhf" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-text-models-rlhf" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-text-models-rlhf" ><span class="devsite-nav-text" tooltip>Use RLHF tuning</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/distill-text-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/distill-text-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/distill-text-models" ><span class="devsite-nav-text" tooltip>Distill text models</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-deprecated"><a href="/vertex-ai/generative-ai/docs/compute-token" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/compute-token" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/compute-token" ><span class="devsite-nav-text" 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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>Codey API (code)</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/code/code-models-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-models-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-models-overview" ><span class="devsite-nav-text" tooltip>Overview of code models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/code/test-code-chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/test-code-chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/test-code-chat-prompts" ><span class="devsite-nav-text" tooltip>Send code chat requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/code/test-code-generation-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/test-code-generation-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/test-code-generation-prompts" ><span class="devsite-nav-text" tooltip>Send code generation requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-code-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-code-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-code-models" ><span class="devsite-nav-text" tooltip>Tune Codey models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a 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href="/vertex-ai/generative-ai/docs/model-reference/code-generation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/code-generation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/code-generation" ><span class="devsite-nav-text" tooltip>Codey for code generation</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/code-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/code-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/code-chat" ><span class="devsite-nav-text" tooltip>Codey for code chat</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/text" ><span class="devsite-nav-text" tooltip>PaLM 2 for text</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/text-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/text-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/text-chat" ><span class="devsite-nav-text" tooltip>PaLM 2 for chat</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-deprecated"><a href="/vertex-ai/generative-ai/docs/legacy/legacy-quotas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/legacy/legacy-quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/legacy/legacy-quotas" ><span class="devsite-nav-text" tooltip>Quotas and limits</span><span 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track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="Generative AI on Vertex AI" > Documentation </a> </li> </ul> <devsite-thumb-rating position="header"> </devsite-thumb-rating> </div> <devsite-feedback position="header" project-name="Generative AI on Vertex AI" product-id="5164350" bucket="Documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=1130925" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/support-hub" > <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> Overview of Generative AI on Vertex AI </h1> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <p style="font-size: 20px; text-align: center; padding: 1em">Generative AI on Vertex AI lets you build production-ready applications that are powered by state-of-the-art generative AI models hosted on Google's advanced, global infrastructure.</p> <table> <tr> <td style="vertical-align: middle;"> <img src="/static/vertex-ai/docs/training/images/icons/security.svg" alt="Enterprise ready features for genAI" style="width:4rem; height:4rem"> </td> <td style="vertical-align: middle; padding: 2em"> <p style="font-size: 20px"><b>Enterprise ready</b></p> <p style="font-size: 16px"> Deploy your generative AI applications at scale with enterprise-grade security, data residency, access transparency, and low latency. </p> </td> </tr> <tr> <td style="vertical-align: middle;"> <img src="/static/vertex-ai/docs/training/images/icons/performance.svg" alt="State of the art features" style="width:4rem; height:4rem"> </td> <td style="vertical-align: middle; padding: 2em"> <p style="font-size: 20px"><b>State-of-the-art features</b></p> <p style="font-size: 16px"> Expand the capabilities of your applications by using the 2,000,000-token context window supported by Gemini 1.5 Pro. </p> </td> </tr> <tr> <td style="vertical-align: middle;"> <img src="/static/vertex-ai/docs/training/images/icons/distributed.svg" alt="Access to third party models" style="width:4rem; height:4rem"> </td> <td style="vertical-align: middle; padding: 2em"> <p style="font-size: 20px"><b>Open platform</b></p> <p style="font-size: 16px; "> Vertex AI Model Garden provides a library of over 100 models that helps you discover, test, customize, and deploy Google proprietary and select third-party models, including Anthropic's Claude 3.5 Sonnet, Meta Llama 3, Mistral AI Mixtral 8x7B, and AI21 Labs Jamba 1.5. </p> </td> </tr> </table> <h2 id="core_capabilities" data-text="Core capabilities" tabindex="-1">Core capabilities</h2> <div class="cloud-grid"> <div class="cloud-grid__col is-12"> <div class="cloud-card__container cloud-section--small cloud-section--no-padding-top"> <ul class="cws-grid cws-cards cws-cards--compact"> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1" style="min-height: 80px;"> <div class="cws-card__content" style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" class="cloud-button cloud-button--flat" style="font-size:18px; padding: 4px 8px 0 0;">Text generation</a> <p>Send chat prompts to a Gemini model and receive streaming or non-streaming responses.</p> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1" style="min-height: 80px;"> <div class="cws-card__content" style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/multimodal/image-understanding" class="cloud-button cloud-button--flat" style="font-size:18px; padding: 4px 8px 0 0;">Multimodal processing</a> <p>Process multiple types of input media at the same time, such as image, video, audio, and documents.</p> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1" style="min-height: 80px;"> <div class="cws-card__content" style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/embeddings" class="cloud-button cloud-button--flat" style="font-size:18px; padding: 4px 8px 0 0;">Embeddings generation</a> <p>Generate embeddings to perform tasks such as search, classification, clustering, and outlier detection.</p> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1" style="min-height: 80px;"> <div class="cws-card__content" style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/models/tune-models" class="cloud-button cloud-button--flat" style="font-size:18px; padding: 4px 8px 0 0;">Model tuning</a> <p>Adapt models to perform specific tasks with greater precision and accuracy.</p> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1" style="min-height: 80px;"> <div class="cws-card__content" style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/multimodal/function-calling" class="cloud-button cloud-button--flat" style="font-size:18px; padding: 4px 8px 0 0;">Function calling</a> <p>Connect models to external APIs to extend the model's capabilities.</p> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1" style="min-height: 80px;"> <div class="cws-card__content" style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/grounding/overview" class="cloud-button cloud-button--flat" style="font-size:18px; padding: 4px 8px 0 0;">Grounding</a> <p>Connect models to external data sources to reduce hallucinations in responses.</p> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1" style="min-height: 80px;"> <div class="cws-card__content" style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/image/overview" class="cloud-button cloud-button--flat" style="font-size:18px; padding: 4px 8px 0 0;">Image generation</a> <p>Generate and edit images by using natural language text prompts.</p><br> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1" style="min-height: 80px;"> <div class="cws-card__content" style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/models/evaluation-overview" class="cloud-button cloud-button--flat" style="font-size:18px; padding: 4px 8px 0 0;">Generative AI Evaluation Service</a> <p>Evaluate any generative model or application and benchmark the evaluation results.</p> </div> </div> </li> </ul> </div> </div> </div> <h2 id="how-gemini-vertex-different-gemini-aistudio" data-text="Vertex AI and Google AI differences" tabindex="-1">Vertex AI and Google AI differences</h2> <p>Gemini API in Vertex AI and Google AI both let you incorporate the capabilities of Gemini models into your applications. The platform that's right for you depends on your goals as detailed in the following table.</p> <table class="alternating-odd-rows"> <tr> <th width="33%">API</th> <th width="33%">Designed for</th> <th width="33%">Features</th> </tr> <tr> <td> <b>Vertex AI Gemini API</b> </td> <td> <ul> <li>Scaled deployments</li> <li>Enterprise</li> </ul> </td> <td> <ul> <li>Technical support</li> <li>Modality-based pricing</li> <li>Indemnity protection</li> <li>100+ models in Model Garden</li> </ul> </td> </tr> <tr> <td> <b>Google AI Gemini API</b> </td> <td> <ul> <li>Experimentation</li> <li>Prototyping</li> <li>Ease of use</li> </ul> </td> <td> <ul> <li>Free tier</li> <li>Token-based pricing</li> </ul> </td> </tr> </table> <aside class="note"><strong>Note:</strong><span> If you're looking for a way to use Gemini directly from your mobile and web apps, see the <a href="https://firebase.google.com/docs/vertex-ai">Vertex AI in Firebase SDKs</a> for Android, Swift, web, and Flutter apps.</span></aside> <h2 id="build" data-text="Build using Vertex AI SDKs" tabindex="-1">Build using Vertex AI SDKs</h2> <p>Client libraries make it easier to access Google Cloud APIs from a supported language. Although you can use Google Cloud APIs directly by making requests to the server, client libraries provide simplifications that significantly reduce the amount of code you need to write.</p> <p>Vertex AI provides Vertex Generative AI SDKs for these languages: <a href="/vertex-ai/generative-ai/docs/reference/python/latest">Python</a>, <a href="/vertex-ai/generative-ai/docs/reference/nodejs/latest/overview">Node.js</a>, <a href="/vertex-ai/generative-ai/docs/reference/java/latest/overview">Java</a>, <a href="/vertex-ai/generative-ai/docs/reference/go/latest/genai">Go</a>, and <a href="/dotnet/docs/reference/Google.Cloud.AIPlatform.V1/latest">C#</a>.</p> <h2 id="get-started" data-text="Get started" tabindex="-1">Get started</h2> <p>Try one of these quickstarts to get started with generative AI on Vertex AI.</p> <div class="cloud-grid"> <div class="cloud-grid__col is-12"> <div class="cloud-card__container cloud-section--small cloud-section--no-padding-top"> <ul class="cws-grid cws-cards cws-cards--compact"> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1"> <div class="cloud-card__media--image"> <img src="/static/vertex-ai/generative-ai/docs/images/gemini.png" class="cloud-card__media--image" alt="Try Gemini thumbnail" style="border-radius: 8px 8px 0 0; max-height: 140px; min-height: 140px; object-fit: fill;"></div> <div style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/start/quickstarts/quickstart-multimodal" class="cloud-button cloud-button--flat" style="font-size:18px" track-type="landingPage" track-name="tryGeminiFeatured">Generate text using the Gemini API in Vertex AI</a> <p class="devsite-card-summary"> Use the SDK to send requests to the Gemini API in Vertex AI. </p> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1"> <div class="cloud-card__media--image"> <img src="/static/vertex-ai/generative-ai/docs/images/model_garden.png" class="cloud-card__media--image" alt="Gemini multimodal prompts thumbnail" style="border-radius: 8px 8px 0 0; max-height: 140px; min-height: 140px; object-fit: fill;"></div> <div style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/start/quickstarts/quickstart" class="cloud-button cloud-button--flat" style="font-size:18px" track-type="landingPage" track-name="pythonSdkReferenceFeatured">Send prompts to Gemini using the Vertex AI Studio Prompt Gallery</a> <p class="devsite-card-summary"> Test prompts with no setup required. </p> </div> </div> </li> <li class="cws-grid__col--span-4"> <div class="devsite-card cloud-elevation-z1"> <div class="cloud-card__media--image"> <img src="/static/vertex-ai/generative-ai/docs/images/gemini/multimodal-prompts.svg" class="cloud-card__media--image" alt="Gemini multimodal prompts thumbnail" style="border-radius: 8px 8px 0 0; max-height: 140px; min-height: 140px; object-fit: fill;"></div> <div style="padding: 20px 20px 20px 20px;"> <a href="/vertex-ai/generative-ai/docs/image/quickstart-image-generate-console" class="cloud-button cloud-button--flat" style="font-size:18px" track-type="landingPage" track-name="multimodalPromptDesignFeatured">Generate an image and verify its watermark using Imagen</a> <p class="devsite-card-summary"> Create a watermarked image using Imagen on Vertex AI. </p> </div> </div> </li> </ul> </div> </div> </div> <h2 id="more_ways_to_get_started" data-text="More ways to get started" tabindex="-1">More ways to get started</h2> <p>Here are some notebooks, tutorials, and other examples to help you get started. Vertex AI offers Google Cloud console tutorials and Jupyter notebook tutorials that use the Vertex AI SDK for Python. You can open a notebook tutorial in Colab or download the notebook to your preferred environment.</p> <h3 id="gemini-start" data-text="Get started with Gemini using notebooks" tabindex="-1">Get started with Gemini using notebooks</h3> <table> <tr> <td> <img src="/static/vertex-ai/generative-ai/docs/images/gemini/try-gemini.svg" alt="Get started with Gemini" style="width:6rem;"> </td> <td> <p> The Gemini model is a groundbreaking multimodal language model developed by Google AI, capable of extracting meaningful insights from a diverse array of data formats, including images, and video. This notebook explores various use cases with multimodal prompts. </p> <table> <td style="text-align: center"> <a href="https://colab.research.google.com/github/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/intro_multimodal_use_cases.ipynb"> <img src="https://cloud.google.com/ml-engine/images/colab-logo-32px.png" alt="Google Colaboratory product logo"><br> Run in Colab </a> </td> <td style="text-align: center"> <a href="https://console.cloud.google.com/vertex-ai/colab/import/https:%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fgenerative-ai%2Fmain%2Fgemini%2Fuse-cases%2Fintro_multimodal_use_cases.ipynb"> <img width="32px" src="https://lh3.googleusercontent.com/JmcxdQi-qOpctIvWKgPtrzZdJJK-J3sWE1RsfjZNwshCFgE_9fULcNpuXYTilIR2hjwN" alt="Google Cloud Colab Enterprise logo"><br> Run in Colab Enterprise </a> </td> <td style="text-align: center"> <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/generative-ai/main/gemini/use-cases/intro_multimodal_use_cases.ipynb"> <img src="https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32" alt="Vertex AI product logo"><br> Open in Vertex AI Workbench </a> </td> <td style="text-align: center"> <a href="https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/intro_multimodal_use_cases.ipynb"> <img src="https://cloud.google.com/ml-engine/images/github-logo-32px.png" alt="GitHub product logo small"><br> View on GitHub </a> </td> </table> </td> </tr> </table> <h3 id="start" data-text="Get started with Vertex AI Studio" tabindex="-1">Get started with Vertex AI Studio</h3> <table> <tr> <td> <img src="/static/vertex-ai/generative-ai/docs/images/genaistudio.png" alt="GenAI studio product icon" style="width:6rem; height:6rem"> </td> <td> <p> Use Vertex AI Studio to engineer and manage prompts, get prompt code, and tune models, all in a code-free environment. </p> <p> <a href="https://github.com/GoogleCloudPlatform/generative-ai/blob/main/language/getting-started/intro_vertex_ai_studio.md"> <img src="https://cloud.google.com/ml-engine/images/github-logo-32px.png" alt="GitHub product logo small"><br> View on GitHub</a> </p> </td> </tr> </table> <h3 id="best_practices_for_prompt_design" data-text="Best practices for prompt design" tabindex="-1">Best practices for prompt design</h3> <table> <tr> <td> <img src="/static/vertex-ai/generative-ai/docs/images/icon-vertex.png" alt="Model garden product icon" style="width:5rem; height:5rem"> </td> <td> <p> Learn how to design prompts to improve the quality of your responses from the model. This tutorial covers the essentials of prompt engineering, including some best practices. </p> <table> <td style="text-align: center"> <a href="https://colab.research.google.com/github/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/intro_prompt_design.ipynb"> <img src="https://cloud.google.com/ml-engine/images/colab-logo-32px.png" alt="Google Colaboratory product logo"><br> Open in Colab</a> </td> <td style="text-align: center"> <a href="https://console.cloud.google.com/vertex-ai/colab/import/https:%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fgenerative-ai%2Fmain%2Fgemini%2Fprompts%2Fintro_prompt_design.ipynb"> <img width="32px" src="https://lh3.googleusercontent.com/JmcxdQi-qOpctIvWKgPtrzZdJJK-J3sWE1RsfjZNwshCFgE_9fULcNpuXYTilIR2hjwN" alt="Google Cloud Colab Enterprise logo"><br> Open in Colab Enterprise</a> </td> <td style="text-align: center"> <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/generative-ai/main/gemini/prompts/intro_prompt_design.ipynb"> <img src="https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32" alt="Vertex AI product logo"><br> Open in Vertex AI Workbench</a> </td> <td style="text-align: center"> <a href="https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/intro_prompt_design.ipynb"> <img src="https://cloud.google.com/ml-engine/images/github-logo-32px.png" alt="GitHub product logo small"><br> View on GitHub</a> </td> </table> </td> </tr> </table> <devsite-hats-survey class="nocontent" hats-id="Nd7nTix2o0eU5NUYprb0ThtUc5jf" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Generative AI on Vertex AI" product-id="5164350" bucket="Documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=1130925" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/support-hub" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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