Quickstart: Generate text using the Vertex AI Gemini API | Generative AI on Vertex AI

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/vertex-ai/generative-ai/docs/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/overview" >Overview of Generative AI on Vertex AI</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/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/learn/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/overview" >Generative AI beginner's guide</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Get started </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/start/quickstarts/try-gen-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: 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data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/model-versions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/model-versions" >Model versions</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"> Open models </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-open-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/open-models/use-open-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-open-models" >Use open models</a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-gemma" 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-gemma" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-gemma" >Google Gemma</a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/model-garden/deploy-and-inference-tutorial" 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/deploy-and-inference-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-garden/deploy-and-inference-tutorial" >Tutorial: Deploy and inference Gemma (GPU)</a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/model-garden/deploy-and-inference-tutorial-tpu" 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data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" >Hugging Face text generation models</a></li><li class="devsite-nav-item"><a 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" >Hex-LLM</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"> Partner models </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: /vertex-ai/generative-ai/docs/partner-models/use-partner-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/use-partner-models" >Model as a Service (MaaS) overview</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/partner-models/ai21" 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/ai21" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/ai21" >AI21 Labs</a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/use-claude" 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/use-claude" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/use-claude" >Anthropic's Claude</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"> Llama </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" >Llama models</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" >Batch predictions</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" >Mistral AI</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Capabilities </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" >Text generation</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" >Batch prediction</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" >Image understanding</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" >Video understanding</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" >Audio understanding</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" >Document understanding</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" >System instructions</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" >Function calling</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" >Controlled generation</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" >Content generation parameters</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" >Long context</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"> Context caching </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" >Overview</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" >Create a context cache</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" >Use a context cache</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" >Get context cache information</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" >Update a context cache</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" >Delete a context cache</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"> Fine-tuning </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" >Introduction to tuning</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"> Gemini models </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"> Supervised fine-tuning </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" >About supervised fine-tuning</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" >Prepare your data</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" >Use supervised fine-tuning</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"> Supported modalities </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" >Text tuning</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" >Document tuning</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" >Image tuning</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" >Audio tuning</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" >Examples for tuning Gemini text models</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" >Migrate tuning from PaLM to Gemini</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"> Embeddings models </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" >Tune text embeddings models</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"> Imagen models </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" >Tune a subject model</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" >Create a custom style model</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" >Tuning recommendations with LoRA and QLoRA</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"> Evaluation </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" >Overview</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" >Quickstart: Gen AI evaluation workflow</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" >Define your evaluation metrics</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" >Prepare your evaluation dataset</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" >Run an evaluation</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" >View and interpret your evaluation results</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" >Reference: Model-based metrics templates</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"> Other evaluation documentation </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" >Run AutoSxS pipeline</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" >Run a computation-based evaluation pipeline</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"> Grounding </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" >Overview</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" >Ground Gemini responses</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" >Use Google Search Suggestions</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" >Ground responses using RAG</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"> Safety </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" >Responsible AI</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" >System instructions for safety</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" >Configure safety filters</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" >Responsible AI</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" >Abuse monitoring</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"> Extensions </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" >Overview</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" >Create and run extension </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"> Extensions by Google </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" >Code Interpreter extension</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" >Vertex AI Search extension</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"> Image generation </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" >Imagen on Vertex AI overview</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" >Responsible AI and usage guidelines for Imagen</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" >Imagen model versions and lifecycle</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" >Prompt and image attribute guide</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"> Create images </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" >Generate images using text prompts</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"> Edit images </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" >Edit using inpainting (insert or remove objects)</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" >Edit using outpainting</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" >Use product image editing</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" >Edit using Controlled Editing</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" >Edit using Personalization</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" >Edit images (mask-free)</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"> Get image information </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" >Get image descriptions using visual captioning</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" >Use Visual Question Answering</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"> Text-to-live images </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" >Text-to-Live images prompt guide</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" >Create live images from text</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" >Upscale an image</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" >Base64 encode and decode files</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"> Use video models </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" >Get video descriptions</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"> Embeddings </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" >Overview</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"> Text embeddings </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" >Choose an embeddings task type</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" >Get text embeddings</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" >Get multimodal embeddings</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" >Get batch embeddings predictions</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" >Code completion</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" >Translation</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"> Prompting tools </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" >Use AI-powered prompt writing tools</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" >Optimize prompts</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" >Use prompt templates</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" >Medical text</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Guides </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"> Tokens </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" >List and count tokens</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" >Use the countTokens API</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"> Deployment best practices </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" >Overview</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" >Best practices</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"> Prompting </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" >Introduction to prompting</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"> Prompting strategies </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" >Overview</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" >Give clear and specific instructions</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" >Use system instructions</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" >Assign a role</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" >Include few-shot examples</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" >Add contextual information</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" >Structure prompts</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" >Instruct the model to explain its reasoning</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" >Break down complex tasks</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" >Experiment with parameter values</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" >Prompt iteration strategies</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"> Task-specific prompt guidance </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" >Design multimodal prompts</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" >Design text prompts</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" >Design chat prompts</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" >Design code chat prompts</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" >Design code completion prompts</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" >Design code generation prompts</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" >Design image generation prompts</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" >Design medical text prompts</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"> Migration </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" >Call Vertex AI models by using the OpenAI library</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" >Migrate from Azure OpenAI to Gemini</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" >Migrate from Google AI to Vertex AI</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" >Migrate from PaLM 2 to Gemini</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" >Custom metadata labels</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"> Troubleshoot </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"> Troubleshoot LangChain on Vertex AI </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" >Troubleshoot setting up the environment</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" >Troubleshoot developing an application</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" >Troubleshoot deploying an application</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" >Troubleshoot using an application</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" >Troubleshoot managing deployed applications</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"> Tools/integrations </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"> RAG Engine </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" >RAG Overview</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" >RAG quickstart for Python</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" >Data connectors</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" >Advanced PDF parsing</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" >Embedding models</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"> Vector database choices in RAG </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" >Overview of vector database choices</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" >Use Feature Store with RAG</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" >Use Weaviate with RAG</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" >Use Pinecone with RAG</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" >Use Vertex AI Vector Search with RAG</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"> LangChain on Vertex AI </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" >Overview</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" >Set up the environment</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" >Develop an application</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" >Deploy the application</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" >Use the application</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" >Manage the deployed application</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" >Customize an application template</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Tutorials and code samples </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"> Generative AI on Vertex AI code samples </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" >Sample browser</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" > Count tokens for Gemini</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" > Generate text using Generative AI Model</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" >Add image content using automatic mask detection and inpainting with Imagen</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" >Add image content using mask-based inpainting with Imagen</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" >Configure Gemini model parameters</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" >Count tokens in a prompt</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" >Create an embedding using Generative AI on Vertex AI</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" >Create an index</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" >Delete a RAG file from an index</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" >Delete an index</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" >Edit image content using a mask with Imagen v.002</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" >Edit image content using mask-free editing with Imagen v.002</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" >Enhance a product image by modifying the background content with Imagen</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" >Expand image content using mask-based outpainting with Imagen</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" >Function calling with Gemini AI Model</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" >Function calling with Gemini AI Model</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" >Generate an image from text</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" >Generate content from multimodal data using Generative AI</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" >Generate content stream with Multimodal AI Model</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" >Generate content with function calls</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" >Generate responses using the RAG file</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" >Generate steaming text content with Generative Model</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" >Generate text from a video</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" >Generate text from an image</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" >Generate text from an image</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" >Generate text from an image with safety settings</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" >Generate text from multimodal prompt</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" >Generate text responses using Gemini API with external function calls in a chat scenario</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" >Generate Text With a Generative Model</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" >Get a RAG file</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" >Get information about an index</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" >Get short-form image captions</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" >Get short-form image responses</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" >Ground Gemini model responses to Google Search</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" >Ground Gemini to a Vertex AI Search data store</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" >Import a set of RAG files</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" >Import RAG files from Google Drive or Cloud Storage</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" >Interactive text generation with a chatbot</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" >Interactive text stream generation with a chatbot</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" >List indexes in a project</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" >List RAG files in an index</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" >Process a PDF file with Gemini</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" >Process images, video, audio, and text with Gemini 1.5 Pro</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" >Remove image content using automatic mask detection and inpainting with Imagen</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" >Remove image content using mask-based inpainting with Imagen</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" >Return the response from the LLM</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" >Set system instructions to Gemini 1.5 Pro</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" >Specify a MIME response type for the Gemini API</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" >Summarize a video file with audio with Gemini 1.5 Pro</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" >Summarize an audio file with Gemini 1.5 Pro</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" >Transcript an audio file with Gemini 1.5 Pro</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" >Upload a RAG file</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" >Use the quickstart to get familiar with RAG</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" >Verify an image's digital watermark</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" >Code samples for all products</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"> Jump Start Solutions </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" >Generative AI Document Summarization</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" >Generative AI RAG with Cloud SQL</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" >Generative AI Knowledge Base</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" >GenAI notebook tutorials</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"> Secure a generative AI app by using IAP </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" >Overview</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" >Set up your project and source repository</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" >Create a Cloud Run service</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" >Create a load balancer</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" >Configure IAP</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" >Test your IAP-secured app</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" >Clean up your project</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Resources </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" >Pricing</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"> Release notes </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" >Current</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: 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data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/quotas" >Rate limits</a></li><li class="devsite-nav-item"><a 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" >Dynamic shared quota</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" >Provisioned Throughput</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" >Error code 429</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" >Certifications</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" >Data governance</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" >Getting help</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" >Service Level Agreement</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"> Deprecations </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" >Deprecations</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" >Gemini 1.0 Pro and Gemini 1.0 Pro Vision</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" >Pathways Language Model (PaLM)</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Administer </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" >Access control</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" >Security controls</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" >Control access to Model Garden models</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" >Enable Data Access audit logs</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Legacy </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"> Legacy docs </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" >About legacy models</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"> PaLM 2 API (text/chat) </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" >Overview</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" >Send text prompt requests</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" >Get batch responses for text</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" >Ground responses</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" >Send chat prompt requests</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"> Tune PaLM 2 models </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-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/tune-text-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-text-models" >Tune and distill PaLM models</a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-text-models-supervised" 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-supervised" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-text-models-supervised" >Use supervised tuning</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" >Use RLHF tuning</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" >Distill text models</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" >Get a list of tokens</a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/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/get-token-count" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/get-token-count" >Get token count</a></li><li class="devsite-nav-item 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class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Codey API (code) </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" >Overview of code models</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" >Send code chat requests</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" >Send code generation requests</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" >Tune Codey models</a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/code/batch-prediction-genai-code" 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/batch-prediction-genai-code" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/batch-prediction-genai-code" >Get batch code predictions</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"> Reference </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a 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" >Codey for code generation</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" >Codey for code chat</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" >PaLM 2 for text</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" >PaLM 2 for chat</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 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devsite-no-page-title"> <h1 id="quickstart_generate_text_using_the" class="page-title" data-text="Quickstart: Generate text using the Vertex AI Gemini API" tabindex="-1">Quickstart: Generate text using the Vertex AI Gemini API</h1> In this quickstart, you send the following multimodal requests to the Vertex AI Gemini API and view the responses: <ul> <li>A text prompt</li> <li>A prompt and an image</li> <li>A prompt and a video file (with an audio track)</li> </ul> You can complete this quickstart by using a programming language SDK in your local environment or the REST API. <h2 id="prerequisites" data-text="Prerequisites" tabindex="-1">Prerequisites</h2> Completing this quickstart requires you to: <ul> <li>Set up a Google Cloud project and enable the Vertex AI API</li> <li>On your local machine: <ul> <li>Install, initialize, and authenticate with the Google Cloud CLI</li> <li>Install the SDK for your language</li> </ul></li> </ul> <h3 id="setup-gcp" data-text="Set up a Google Cloud project" tabindex="-1">Set up a Google Cloud project</h3> Set up your Google Cloud project and enable the Vertex AI API. <ol> <cloudx-free-trial-eligible-content> <slot slot="eligible"> <li> Sign in to your Google Cloud account. If you're new to Google Cloud, <a href="https://console.cloud.google.com/freetrial" target="console" track-type="commonIncludes" track-name="createAnAccount" track-metadata-position="prereqs" track-metadata-eventdetail="https://console.cloud.google.com/freetrial" track-metadata-link-destination="https://console.cloud.google.com/freetrial"> create an account</a> to evaluate how our products perform in real-world scenarios. New customers also get $300 in free credits to run, test, and deploy workloads. </li> <li> In the Google Cloud console, on the project selector page, select or create a Google Cloud project. <aside class="note">Note: If you don't plan to keep the resources that you create in this procedure, create a project instead of selecting an existing project. After you finish these steps, you can delete the project, removing all resources associated with the project.</aside> <a href="https://console.cloud.google.com/projectselector2/home/dashboard" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="createProject" class="button button-primary">Go to project selector</a> </li> <li> <a href="/billing/docs/how-to/verify-billing-enabled#confirm_billing_is_enabled_on_a_project" target="_blank" track-type="commonIncludes" track-name="supportLink" track-metadata-end-goal="enableBilling" >Make sure that billing is enabled for your Google Cloud project</a>. </li> <li> Enable the Vertex AI API. <a href="https://console.cloud.google.com/flows/enableapi?apiid=aiplatform.googleapis.com" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="enableAPI" class="button button-primary">Enable the API</a> </li> <style> .henhouse-text { font-size:85%; padding:2px 4px; line-height:1; } </style> </slot> <slot slot="ineligible"> <li> In the Google Cloud console, on the project selector page, select or create a Google Cloud project. <aside class="note">Note: If you don't plan to keep the resources that you create in this procedure, create a project instead of selecting an existing project. After you finish these steps, you can delete the project, removing all resources associated with the project.</aside> <a href="https://console.cloud.google.com/projectselector2/home/dashboard" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="createProject" class="button button-primary">Go to project selector</a> </li> <li> <a href="/billing/docs/how-to/verify-billing-enabled#confirm_billing_is_enabled_on_a_project" target="_blank" track-type="commonIncludes" track-name="supportLink" track-metadata-end-goal="enableBilling" >Make sure that billing is enabled for your Google Cloud project</a>. </li> <li> Enable the Vertex AI API. <a href="https://console.cloud.google.com/flows/enableapi?apiid=aiplatform.googleapis.com" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="enableAPI" class="button button-primary">Enable the API</a> </li> <style> .henhouse-text { font-size:85%; padding:2px 4px; line-height:1; } </style> </slot> </cloudx-free-trial-eligible-content> </ol> <h3 id="setup-local" data-text="Set up the Google Cloud CLI" tabindex="-1">Set up the Google Cloud CLI</h3> On your local machine, set up and authenticate with the Google Cloud CLI. If you are familiar with the Gemini API in Google AI Studio, note that the Vertex AI Gemini API uses Identity and Access Management instead of API keys to manage access. <ol> <li> <a href="/sdk/docs/install" track-type="commonIncludes" track-name="sdkLink" target="_blank">Install and initialize</a> the Google Cloud CLI. </li> <li> If you previously installed the gcloud CLI, ensure your <code translate="no" dir="ltr">gcloud</code> components are updated by running this command. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud components update</pre></devsite-code> </li> <li> To authenticate with the gcloud CLI, generate a local Application Default Credentials (ADC) file by running this command. The web flow launched by the command is used to provide your user credentials. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud auth application-default login</pre></devsite-code> For more information, see <a href="/docs/authentication/provide-credentials-adc">Set up Application Default Credentials</a>. </li> </ol> <aside class="note">Note: To avoid providing your project ID and region to the Google Cloud CLI, you can use the <a href="/sdk/gcloud/reference/config/set"><code translate="no" dir="ltr">gcloud config set</code></a> command to set a default project and region.</aside> <h3 id="setup-sdk" data-text="Set up the SDK for your programming language" tabindex="-1">Set up the SDK for your programming language</h3> On your local machine, click one of the following tabs to install the SDK for your programming language. <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="python" data-text="Python" tabindex="-1">Python</h3>Install and update the Vertex AI SDK for Python by running this command. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">pip3 install --upgrade "google-cloud-aiplatform>=1.64"</pre></devsite-code></section> <section><h3 id="node.js" data-text="Node.js" tabindex="-1">Node.js</h3>Install or update the <code translate="no" dir="ltr">aiplatform</code> SDK for Node.js by running this command. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">npm install @google-cloud/vertexai</pre></devsite-code></section> <section><h3 id="java" data-text="Java" tabindex="-1">Java</h3>To add <code translate="no" dir="ltr">google-cloud-vertexai</code> as a dependency, add the appropriate code for your environment. <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="maven-with-bom" data-text="Maven with BOM" tabindex="-1">Maven with BOM</h3>Add the following HTML to your <a href="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/main/aiplatform/pom.xml"><code translate="no" dir="ltr">pom.xml</code></a>: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="XML"><dependencyManagement> <dependencies> <dependency> <artifactId>libraries-bom</artifactId> <groupId>com.google.cloud</groupId> <scope>import</scope> <type>pom</type> <version>26.34.0</version> </dependency> </dependencies> </dependencyManagement> <dependencies> <dependency> <groupId>com.google.cloud</groupId> <artifactId>google-cloud-vertexai</artifactId> </dependency> </dependencies></pre></devsite-code></section> <section><h3 id="maven-without-bom" data-text="Maven without BOM" tabindex="-1">Maven without BOM</h3>Add the following to your <a href="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/main/aiplatform/pom.xml"><code translate="no" dir="ltr">pom.xml</code></a>: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="XML"><dependency> <groupId>com.google.cloud</groupId> <artifactId>google-cloud-vertexai</artifactId> <version>0.4.0</version> </dependency></pre></devsite-code></section> <section><h3 id="gradle-without-bom" data-text="Gradle without BOM" tabindex="-1">Gradle without BOM</h3>Add the following to your <code translate="no" dir="ltr">build.gradle</code>: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="XML">implementation 'com.google.cloud:google-cloud-vertexai:0.4.0'</pre></devsite-code></section> </div></section> <section><h3 id="go" data-text="Go" tabindex="-1">Go</h3>Review the available Vertex AI API Go packages to determine which package best meets your project's needs. <ul> <li>(Recommended) <a href="https://pkg.go.dev/cloud.google.com/go/vertexai"><code translate="no" dir="ltr">cloud.google.com/go/vertexai</code></a> <code translate="no" dir="ltr">vertexai</code> is a human authored package that provides access to common capabilities and features. This package is recommended as the starting point for most developers building with the Vertex AI API. To access capabilities and features not yet covered by this package, use the auto-generated <code translate="no" dir="ltr">aiplatform</code> package instead. To install this package, run this command. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">go get cloud.google.com/go/vertexai</pre></devsite-code></li> <li><a href="https://pkg.go.dev/cloud.google.com/go/aiplatform"><code translate="no" dir="ltr">cloud.google.com/go/aiplatform</code></a> <code translate="no" dir="ltr">aiplatform</code> is an auto-generated package. This package is intended for projects that require access to Vertex AI API capabilities and features not yet provided by the human authored <code translate="no" dir="ltr">vertexai</code> package. To install this package, run this command. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">go get cloud.google.com/go/aiplatform</pre></devsite-code></li> </ul></section> <section><h3 id="c" data-text="C#" tabindex="-1">C#</h3>Install the <code translate="no" dir="ltr">Google.Cloud.AIPlatform.V1</code> package from NuGet. Use your preferred method of adding packages to your project. For example, right-click the project in Visual Studio and choose Manage NuGet Packages....</section> <section><h3 id="rest" data-text="REST" tabindex="-1">REST</h3><ol> <li>Configure your environment variables by entering the following. Replace <var translate="no"><code translate="no" dir="ltr">PROJECT_ID</var></code> with the ID of your Google Cloud project. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">MODEL_ID="gemini-1.5-flash-002" PROJECT_ID="<var translate="no">PROJECT_ID</var>"</pre></devsite-code></li> <li>Use Google Cloud CLI to provision the endpoint by running this command. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud beta services identity create --service=aiplatform.googleapis.com --project=${PROJECT_ID}</pre></devsite-code></li> </ol></section> </div> <h2 id="send-text-only-request" data-text="Send a prompt to the Vertex AI Gemini API" tabindex="-1">Send a prompt to the Vertex AI Gemini API</h2> Use the following code to send a prompt to the Vertex AI Gemini API. This sample returns a <a href="/vertex-ai/generative-ai/docs/prompt-gallery/samples/ideation_creative_naming_49">list of possible names</a> for a specialty flower store. You can run the code from the command line, by using an IDE, or by including the code in your application. <div id="gemini-text-only-samples-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="gemini-text-only-samples-python_vertex_ai_sdk" track-metadata-position="gemini-text-only-samples" track-metadata-region-tag="gemini-text-only-samples" data-text="Python" tabindex="-1">Python</h3> To send a prompt request, create a Python file (<code translate="no" dir="ltr">.py</code>) and copy the following code into the file. Set the value of <code translate="no" dir="ltr">PROJECT_ID</code> to the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/python-docs-samples/generative_ai/text_generation/text_example01.py/HEAD/generativeaionvertexai_gemini_generate_from_text_input" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/python-docs-samples/blob/HEAD/generative_ai/text_generation/text_example01.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "gemini-text-only-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/python-docs-samples/blob/HEAD/generative_ai/text_generation/text_example01.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="GoogleCloudPlatform/python-docs-samples/generative_ai/text_generation/text_example01.py" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_generate_from_text_input" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">import vertexai from vertexai.generative_models import GenerativeModel # TODO(developer): Update and un-comment below line # PROJECT_ID = "your-project-id" vertexai.init(project=PROJECT_ID, location="us-central1") model = GenerativeModel("gemini-1.5-flash-002") response = model.generate_content( "What's a good name for a flower shop that specializes in selling bouquets of dried flowers?" ) print(response.text) # Example response: # **Emphasizing the Dried Aspect:** # * Everlasting Blooms # * Dried & Delightful # * The Petal Preserve # ... </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-only-samples-nodejs" track-metadata-position="gemini-text-only-samples" track-metadata-region-tag="gemini-text-only-samples" data-text="Node.js" tabindex="-1">Node.js</h3> To send a prompt request, create a Node.js file (<code translate="no" dir="ltr">.js</code>) and copy the following code into the file. Replace <var translate="no"><code translate="no" dir="ltr">PROJECT_ID</code></var> with the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/nodejs-docs-samples/generative-ai/snippets/gemini-text-input.js/HEAD/generativeaionvertexai_gemini_generate_from_text_input" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/generative-ai/snippets/gemini-text-input.js" feedback-context="{"language": "nodejs", "region_tag": "gemini-text-only-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/generative-ai/snippets/gemini-text-input.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/generative-ai/snippets/gemini-text-input.js" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_generate_from_text_input" dir="ltr" is-upgraded syntax="JavaScript"><code translate="no" dir="ltr">const {VertexAI} = require('@google-cloud/vertexai'); /** * TODO(developer): Update these variables before running the sample. */ async function generate_from_text_input(projectId = '<var translate="no">PROJECT_ID</var>') { const vertexAI = new VertexAI({project: projectId, location: 'us-central1'}); const generativeModel = vertexAI.getGenerativeModel({ model: 'gemini-1.5-flash-001', }); const prompt = "What's a good name for a flower shop that specializes in selling bouquets of dried flowers?"; const resp = await generativeModel.generateContent(prompt); const contentResponse = await resp.response; console.log(JSON.stringify(contentResponse)); }</code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-only-samples-java" track-metadata-position="gemini-text-only-samples" track-metadata-region-tag="gemini-text-only-samples" data-text="Java" tabindex="-1">Java</h3> To send a prompt request, create a Java file (<code translate="no" dir="ltr">.java</code>) and copy the following code into the file. Set <var translate="no"><code translate="no" dir="ltr">your-google-cloud-project-id</code></var> to your Google Cloud project ID. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/java-docs-samples/vertexai/snippets/src/main/java/vertexai/gemini/TextInput.java/HEAD/generativeaionvertexai_gemini_generate_from_text_input" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/vertexai/snippets/src/main/java/vertexai/gemini/TextInput.java" feedback-context="{"language": "java", "region_tag": "gemini-text-only-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/vertexai/snippets/src/main/java/vertexai/gemini/TextInput.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/vertexai/snippets/src/main/java/vertexai/gemini/TextInput.java" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_generate_from_text_input" dir="ltr" is-upgraded syntax="Java"><code translate="no" dir="ltr">import com.google.cloud.vertexai.VertexAI; import com.google.cloud.vertexai.api.GenerateContentResponse; import com.google.cloud.vertexai.generativeai.GenerativeModel; import com.google.cloud.vertexai.generativeai.ResponseHandler; import java.io.IOException; public class TextInput { public static void main(String[] args) throws IOException { // TODO(developer): Replace these variables before running the sample. String projectId = "your-google-cloud-project-id"; String location = "us-central1"; String modelName = "gemini-1.5-flash-001"; String textPrompt = "What's a good name for a flower shop that specializes in selling bouquets of" + " dried flowers?"; String output = textInput(projectId, location, modelName, textPrompt); System.out.println(output); } // Passes the provided text input to the Gemini model and returns the text-only response. // For the specified textPrompt, the model returns a list of possible store names. public static String textInput( String projectId, String location, String modelName, String textPrompt) throws IOException { // Initialize client that will be used to send requests. This client only needs // to be created once, and can be reused for multiple requests. try (VertexAI vertexAI = new VertexAI(projectId, location)) { GenerativeModel model = new GenerativeModel(modelName, vertexAI); GenerateContentResponse response = model.generateContent(textPrompt); String output = ResponseHandler.getText(response); return output; } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-only-samples-go" track-metadata-position="gemini-text-only-samples" track-metadata-region-tag="gemini-text-only-samples" data-text="Go" tabindex="-1">Go</h3> To send a prompt request, create a Go file (<code translate="no" dir="ltr">.go</code>) and copy the following code into the file. Replace <code translate="no" dir="ltr">projectID</code> with the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/golang-samples/vertexai/snippets/text_input.go/HEAD/generativeaionvertexai_gemini_generate_from_text_input" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/golang-samples/blob/HEAD/vertexai/snippets/text_input.go" feedback-context="{"language": "golang", "region_tag": "gemini-text-only-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/golang-samples/blob/HEAD/vertexai/snippets/text_input.go"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="golang" data-github-path="GoogleCloudPlatform/golang-samples/vertexai/snippets/text_input.go" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_generate_from_text_input" dir="ltr" is-upgraded syntax="Go"><code translate="no" dir="ltr">import ( "context" "encoding/json" "fmt" "io" "cloud.google.com/go/vertexai/genai" ) func generateContentFromText(w io.Writer, projectID string) error { location := "us-central1" modelName := "gemini-1.5-flash-001" ctx := context.Background() client, err := genai.NewClient(ctx, projectID, location) if err != nil { return fmt.Errorf("error creating client: %w", err) } gemini := client.GenerativeModel(modelName) prompt := genai.Text( "What's a good name for a flower shop that specializes in selling bouquets of dried flowers?") resp, err := gemini.GenerateContent(ctx, prompt) if err != nil { return fmt.Errorf("error generating content: %w", err) } // See the JSON response in // https://pkg.go.dev/cloud.google.com/go/vertexai/genai#GenerateContentResponse. rb, err := json.MarshalIndent(resp, "", " ") if err != nil { return fmt.Errorf("json.MarshalIndent: %w", err) } fmt.Fprintln(w, string(rb)) return nil } </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-only-samples-csharp" track-metadata-position="gemini-text-only-samples" track-metadata-region-tag="gemini-text-only-samples" data-text="C#" tabindex="-1">C#</h3> To send a prompt request, create a C# file (<code translate="no" dir="ltr">.cs</code>) and copy the following code into the file. Set <var translate="no"><code translate="no" dir="ltr">your-project-id</code></var> to your Google Cloud project ID. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/dotnet-docs-samples/aiplatform/api/AIPlatform.Samples/TextInputSample.cs/HEAD/generativeaionvertexai_gemini_generate_from_text_input" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/dotnet-docs-samples/blob/HEAD/aiplatform/api/AIPlatform.Samples/TextInputSample.cs" feedback-context="{"language": "csharp", "region_tag": "gemini-text-only-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/dotnet-docs-samples/blob/HEAD/aiplatform/api/AIPlatform.Samples/TextInputSample.cs"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="csharp" data-github-path="GoogleCloudPlatform/dotnet-docs-samples/aiplatform/api/AIPlatform.Samples/TextInputSample.cs" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_generate_from_text_input" dir="ltr" is-upgraded syntax="C#"><code translate="no" dir="ltr"> using Google.Cloud.AIPlatform.V1; using System; using System.Threading.Tasks; public class TextInputSample { public async Task<string> TextInput( string projectId = "your-project-id", string location = "us-central1", string publisher = "google", string model = "gemini-1.5-flash-001") { var predictionServiceClient = new PredictionServiceClientBuilder { Endpoint = $"{location}-aiplatform.googleapis.com" }.Build(); string prompt = @"What's a good name for a flower shop that specializes in selling bouquets of dried flowers?"; var generateContentRequest = new GenerateContentRequest { Model = $"projects/{projectId}/locations/{location}/publishers/{publisher}/models/{model}", Contents = { new Content { Role = "USER", Parts = { new Part { Text = prompt } } } } }; GenerateContentResponse response = await predictionServiceClient.GenerateContentAsync(generateContentRequest); string responseText = response.Candidates[0].Content.Parts[0].Text; Console.WriteLine(responseText); return responseText; } } </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-only-samples-drest" track-metadata-position="gemini-text-only-samples" track-metadata-region-tag="gemini-text-only-samples" data-text="REST" tabindex="-1">REST</h3> To send this prompt request, run the curl command from the command line or include the REST call in your application. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json" \ https://us-central1-aiplatform.googleapis.com/v1/projects/${PROJECT_ID}/locations/us-central1/publishers/google/models/${MODEL_ID}:generateContent -d \ $'{ "contents": { "role": "user", "parts": [ { "text": "What\'s a good name for a flower shop that specializes in selling bouquets of dried flowers?" } ] } }'</pre></devsite-code> The model returns a response. Note that the response is generated in sections with each section separately evaluated for safety. </section> </div> <h2 id="send-request-image" data-text="Send a prompt and an image to the Vertex AI Gemini API" tabindex="-1">Send a prompt and an image to the Vertex AI Gemini API</h2> Use the following code to send a prompt that includes text and an image to the Vertex AI Gemini API. This sample returns a description of the <a href="https://storage.googleapis.com/cloud-samples-data/generative-ai/image/scones.jpg">provided image</a> (<a href="https://storage.googleapis.com/cloud-samples-data/vertex-ai/llm/prompts/landmark1.png">image for Java sample</a>). <div id="gemini-text-and-image-samples-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="gemini-text-and-image-samples-python_vertex_ai_sdk" track-metadata-position="gemini-text-and-image-samples" track-metadata-region-tag="gemini-text-and-image-samples" data-text="Python" tabindex="-1">Python</h3> To send a prompt request, create a Python file (<code translate="no" dir="ltr">.py</code>) and copy the following code into the file. Set the value of <code translate="no" dir="ltr">PROJECT_ID</code> to the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/python-docs-samples/generative_ai/image/image_example01.py/HEAD/generativeaionvertexai_gemini_get_started" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/python-docs-samples/blob/HEAD/generative_ai/image/image_example01.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "gemini-text-and-image-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/python-docs-samples/blob/HEAD/generative_ai/image/image_example01.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="GoogleCloudPlatform/python-docs-samples/generative_ai/image/image_example01.py" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_get_started" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">import vertexai from vertexai.generative_models import GenerativeModel, Part # TODO(developer): Update and un-comment below line # PROJECT_ID = "your-project-id" vertexai.init(project=PROJECT_ID, location="us-central1") model = GenerativeModel("gemini-1.5-flash-002") response = model.generate_content( [ Part.from_uri( "gs://cloud-samples-data/generative-ai/image/scones.jpg", mime_type="image/jpeg", ), "What is shown in this image?", ] ) print(response.text) # That's a lovely overhead shot of a rustic-style breakfast or brunch spread. # Here's what's in the image: # * **Blueberry scones:** Several freshly baked blueberry scones are arranged on parchment paper. # They look crumbly and delicious. # ... </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-image-samples-nodejs" track-metadata-position="gemini-text-and-image-samples" track-metadata-region-tag="gemini-text-and-image-samples" data-text="Node.js" tabindex="-1">Node.js</h3> To send a prompt request, create a Node.js file (<code translate="no" dir="ltr">.js</code>) and copy the following code into the file. Replace <var translate="no"><code translate="no" dir="ltr">PROJECT_ID</code></var> with the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/nodejs-docs-samples/generative-ai/snippets/nonStreamingMultipartContent.js/HEAD/generativeaionvertexai_gemini_get_started" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/generative-ai/snippets/nonStreamingMultipartContent.js" feedback-context="{"language": "nodejs", "region_tag": "gemini-text-and-image-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/generative-ai/snippets/nonStreamingMultipartContent.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/generative-ai/snippets/nonStreamingMultipartContent.js" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_get_started" dir="ltr" is-upgraded syntax="JavaScript"><code translate="no" dir="ltr">const {VertexAI} = require('@google-cloud/vertexai'); /** * TODO(developer): Update these variables before running the sample. */ async function createNonStreamingMultipartContent( projectId = '<var translate="no">PROJECT_ID</var>', location = 'us-central1', model = 'gemini-1.5-flash-001', image = 'gs://generativeai-downloads/images/scones.jpg', mimeType = 'image/jpeg' ) { // Initialize Vertex with your Cloud project and location const vertexAI = new VertexAI({project: projectId, location: location}); // Instantiate the model const generativeVisionModel = vertexAI.getGenerativeModel({ model: model, }); // For images, the SDK supports both Google Cloud Storage URI and base64 strings const filePart = { fileData: { fileUri: image, mimeType: mimeType, }, }; const textPart = { text: 'what is shown in this image?', }; const request = { contents: [{role: 'user', parts: [filePart, textPart]}], }; console.log('Prompt Text:'); console.log(request.contents[0].parts[1].text); console.log('Non-Streaming Response Text:'); // Generate a response const response = await generativeVisionModel.generateContent(request); // Select the text from the response const fullTextResponse = response.response.candidates[0].content.parts[0].text; console.log(fullTextResponse); }</code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-image-samples-java" track-metadata-position="gemini-text-and-image-samples" track-metadata-region-tag="gemini-text-and-image-samples" data-text="Java" tabindex="-1">Java</h3> To send a prompt request, create a Java file (<code translate="no" dir="ltr">.java</code>) and copy the following code into the file. Set <var translate="no"><code translate="no" dir="ltr">your-google-cloud-project-id</code></var> to your Google Cloud project ID. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/java-docs-samples/vertexai/snippets/src/main/java/vertexai/gemini/Quickstart.java/HEAD/generativeaionvertexai_gemini_get_started" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/vertexai/snippets/src/main/java/vertexai/gemini/Quickstart.java" feedback-context="{"language": "java", "region_tag": "gemini-text-and-image-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/vertexai/snippets/src/main/java/vertexai/gemini/Quickstart.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/vertexai/snippets/src/main/java/vertexai/gemini/Quickstart.java" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_get_started" dir="ltr" is-upgraded syntax="Java"><code translate="no" dir="ltr">import com.google.cloud.vertexai.VertexAI; import com.google.cloud.vertexai.api.GenerateContentResponse; import com.google.cloud.vertexai.generativeai.ContentMaker; import com.google.cloud.vertexai.generativeai.GenerativeModel; import com.google.cloud.vertexai.generativeai.PartMaker; import java.io.IOException; public class Quickstart { public static void main(String[] args) throws IOException { // TODO(developer): Replace these variables before running the sample. String projectId = "your-google-cloud-project-id"; String location = "us-central1"; String modelName = "gemini-1.5-flash-001"; String output = quickstart(projectId, location, modelName); System.out.println(output); } // Analyzes the provided Multimodal input. public static String quickstart(String projectId, String location, String modelName) throws IOException { // Initialize client that will be used to send requests. This client only needs // to be created once, and can be reused for multiple requests. try (VertexAI vertexAI = new VertexAI(projectId, location)) { String imageUri = "gs://generativeai-downloads/images/scones.jpg"; GenerativeModel model = new GenerativeModel(modelName, vertexAI); GenerateContentResponse response = model.generateContent(ContentMaker.fromMultiModalData( PartMaker.fromMimeTypeAndData("image/png", imageUri), "What's in this photo" )); return response.toString(); } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-image-samples-go" track-metadata-position="gemini-text-and-image-samples" track-metadata-region-tag="gemini-text-and-image-samples" data-text="Go" tabindex="-1">Go</h3> To send a prompt request, create a Go file (<code translate="no" dir="ltr">.go</code>) and copy the following code into the file. Replace <code translate="no" dir="ltr">projectID</code> with the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/golang-samples/vertexai/snippets/try_gemini.go/HEAD/generativeaionvertexai_gemini_image" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/golang-samples/blob/HEAD/vertexai/snippets/try_gemini.go" feedback-context="{"language": "golang", "region_tag": "gemini-text-and-image-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/golang-samples/blob/HEAD/vertexai/snippets/try_gemini.go"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="golang" data-github-path="GoogleCloudPlatform/golang-samples/vertexai/snippets/try_gemini.go" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_image" dir="ltr" is-upgraded syntax="Go"><code translate="no" dir="ltr">import ( "context" "encoding/json" "fmt" "io" "cloud.google.com/go/vertexai/genai" ) func tryGemini(w io.Writer, projectID string, location string, modelName string) error { // location := "us-central1" // modelName := "gemini-1.5-flash-001" ctx := context.Background() client, err := genai.NewClient(ctx, projectID, location) if err != nil { return fmt.Errorf("error creating client: %w", err) } gemini := client.GenerativeModel(modelName) img := genai.FileData{ MIMEType: "image/jpeg", FileURI: "gs://generativeai-downloads/images/scones.jpg", } prompt := genai.Text("What is in this image?") resp, err := gemini.GenerateContent(ctx, img, prompt) if err != nil { return fmt.Errorf("error generating content: %w", err) } rb, err := json.MarshalIndent(resp, "", " ") if err != nil { return fmt.Errorf("json.MarshalIndent: %w", err) } fmt.Fprintln(w, string(rb)) return nil } </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-image-samples-csharp" track-metadata-position="gemini-text-and-image-samples" track-metadata-region-tag="gemini-text-and-image-samples" data-text="C#" tabindex="-1">C#</h3> To send a prompt request, create a C# file (<code translate="no" dir="ltr">.cs</code>) and copy the following code into the file. Set <var translate="no"><code translate="no" dir="ltr">your-project-id</code></var> to your Google Cloud project ID. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/dotnet-docs-samples/aiplatform/api/AIPlatform.Samples/GeminiQuickstart.cs/HEAD/generativeaionvertexai_gemini_image" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/dotnet-docs-samples/blob/HEAD/aiplatform/api/AIPlatform.Samples/GeminiQuickstart.cs" feedback-context="{"language": "csharp", "region_tag": "gemini-text-and-image-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/dotnet-docs-samples/blob/HEAD/aiplatform/api/AIPlatform.Samples/GeminiQuickstart.cs"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="csharp" data-github-path="GoogleCloudPlatform/dotnet-docs-samples/aiplatform/api/AIPlatform.Samples/GeminiQuickstart.cs" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_image" dir="ltr" is-upgraded syntax="C#"><code translate="no" dir="ltr"> using Google.Api.Gax.Grpc; using Google.Cloud.AIPlatform.V1; using System.Text; using System.Threading.Tasks; public class GeminiQuickstart { public async Task<string> GenerateContent( string projectId = "your-project-id", string location = "us-central1", string publisher = "google", string model = "gemini-1.5-flash-001" ) { // Create client var predictionServiceClient = new PredictionServiceClientBuilder { Endpoint = $"{location}-aiplatform.googleapis.com" }.Build(); // Initialize content request var generateContentRequest = new GenerateContentRequest { Model = $"projects/{projectId}/locations/{location}/publishers/{publisher}/models/{model}", GenerationConfig = new GenerationConfig { Temperature = 0.4f, TopP = 1, TopK = 32, MaxOutputTokens = 2048 }, Contents = { new Content { Role = "USER", Parts = { new Part { Text = "What's in this photo?" }, new Part { FileData = new() { MimeType = "image/png", FileUri = "gs://generativeai-downloads/images/scones.jpg" } } } } } }; // Make the request, returning a streaming response using PredictionServiceClient.StreamGenerateContentStream response = predictionServiceClient.StreamGenerateContent(generateContentRequest); StringBuilder fullText = new(); // Read streaming responses from server until complete AsyncResponseStream<GenerateContentResponse> responseStream = response.GetResponseStream(); await foreach (GenerateContentResponse responseItem in responseStream) { fullText.Append(responseItem.Candidates[0].Content.Parts[0].Text); } return fullText.ToString(); } } </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-image-samples-drest" track-metadata-position="gemini-text-and-image-samples" track-metadata-region-tag="gemini-text-and-image-samples" data-text="REST" tabindex="-1">REST</h3> You can send this prompt request from from your IDE, or you can embed the REST call into your application where appropriate. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json" \ https://us-central1-aiplatform.googleapis.com/v1/projects/${PROJECT_ID}/locations/us-central1/publishers/google/models/${MODEL_ID}:generateContent -d \ $'{ "contents": { "role": "user", "parts": [ { "fileData": { "mimeType": "image/jpeg", "fileUri": "gs://generativeai-downloads/images/scones.jpg" } }, { "text": "Describe this picture." } ] } }'</pre></devsite-code> The model returns a response. Note that the response is generated in sections with each section separately evaluated for safety. </section> </div> <h2 id="send-request-audio-video" data-text="Send a prompt and a video to the Vertex AI Gemini API" tabindex="-1">Send a prompt and a video to the Vertex AI Gemini API</h2> Use the following code to send a prompt that includes text, audio, and video to the Vertex AI Gemini API. This sample returns a description of the <a href="https://storage.googleapis.com/cloud-samples-data/generative-ai/video/pixel8.mp4">provided video</a>, including anything important from the audio track. You can send this prompt request by using the command line, using your IDE, or by including the REST call in your application. <div id="gemini-text-and-audio-and-video-samples-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="gemini-text-and-audio-and-video-samples-python_vertex_ai_sdk" track-metadata-position="gemini-text-and-audio-and-video-samples" track-metadata-region-tag="gemini-text-and-audio-and-video-samples" data-text="Python" tabindex="-1">Python</h3> To send a prompt request, create a Python file (<code translate="no" dir="ltr">.py</code>) and copy the following code into the file. Set the value of <code translate="no" dir="ltr">PROJECT_ID</code> to the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/python-docs-samples/generative_ai/understand_video/audio_video_example.py/HEAD/generativeaionvertexai_gemini_video_with_audio" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/python-docs-samples/blob/HEAD/generative_ai/understand_video/audio_video_example.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "gemini-text-and-audio-and-video-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/python-docs-samples/blob/HEAD/generative_ai/understand_video/audio_video_example.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="GoogleCloudPlatform/python-docs-samples/generative_ai/understand_video/audio_video_example.py" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_video_with_audio" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr"> import vertexai from vertexai.generative_models import GenerativeModel, Part # TODO(developer): Update and un-comment below line # PROJECT_ID = "your-project-id" vertexai.init(project=PROJECT_ID, location="us-central1") model = GenerativeModel("gemini-1.5-flash-002") prompt = """ Provide a description of the video. The description should also contain anything important which people say in the video. """ video_file = Part.from_uri( uri="gs://cloud-samples-data/generative-ai/video/pixel8.mp4", mime_type="video/mp4", ) contents = [video_file, prompt] response = model.generate_content(contents) print(response.text) # Example response: # Here is a description of the video. # ... Then, the scene changes to a woman named Saeko Shimada.. # She says, "Tokyo has many faces. The city at night is totally different # from what you see during the day." # ... </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-audio-and-video-samples-nodejs" track-metadata-position="gemini-text-and-audio-and-video-samples" track-metadata-region-tag="gemini-text-and-audio-and-video-samples" data-text="Node.js" tabindex="-1">Node.js</h3> To send a prompt request, create a Node.js file (<code translate="no" dir="ltr">.js</code>) and copy the following code into the file. Replace <var translate="no"><code translate="no" dir="ltr">PROJECT_ID</code></var> with the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/nodejs-docs-samples/generative-ai/snippets/gemini-video-audio.js/HEAD/generativeaionvertexai_gemini_video_with_audio" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/generative-ai/snippets/gemini-video-audio.js" feedback-context="{"language": "nodejs", "region_tag": "gemini-text-and-audio-and-video-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/generative-ai/snippets/gemini-video-audio.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/generative-ai/snippets/gemini-video-audio.js" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_video_with_audio" dir="ltr" is-upgraded syntax="JavaScript"><code translate="no" dir="ltr">const {VertexAI} = require('@google-cloud/vertexai'); /** * TODO(developer): Update these variables before running the sample. */ async function analyze_video_with_audio(projectId = '<var translate="no">PROJECT_ID</var>') { const vertexAI = new VertexAI({project: projectId, location: 'us-central1'}); const generativeModel = vertexAI.getGenerativeModel({ model: 'gemini-1.5-flash-001', }); const filePart = { file_data: { file_uri: 'gs://cloud-samples-data/generative-ai/video/pixel8.mp4', mime_type: 'video/mp4', }, }; const textPart = { text: ` Provide a description of the video. The description should also contain anything important which people say in the video.`, }; const request = { contents: [{role: 'user', parts: [filePart, textPart]}], }; const resp = await generativeModel.generateContent(request); const contentResponse = await resp.response; console.log(JSON.stringify(contentResponse)); }</code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-audio-and-video-samples-java" track-metadata-position="gemini-text-and-audio-and-video-samples" track-metadata-region-tag="gemini-text-and-audio-and-video-samples" data-text="Java" tabindex="-1">Java</h3> To send a prompt request, create a Java file (<code translate="no" dir="ltr">.java</code>) and copy the following code into the file. Set <var translate="no"><code translate="no" dir="ltr">your-google-cloud-project-id</code></var> to your Google Cloud project ID. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/java-docs-samples/vertexai/snippets/src/main/java/vertexai/gemini/VideoInputWithAudio.java/HEAD/generativeaionvertexai_gemini_video_with_audio" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/vertexai/snippets/src/main/java/vertexai/gemini/VideoInputWithAudio.java" feedback-context="{"language": "java", "region_tag": "gemini-text-and-audio-and-video-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/vertexai/snippets/src/main/java/vertexai/gemini/VideoInputWithAudio.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/vertexai/snippets/src/main/java/vertexai/gemini/VideoInputWithAudio.java" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_video_with_audio" dir="ltr" is-upgraded syntax="Java"><code translate="no" dir="ltr"> import com.google.cloud.vertexai.VertexAI; import com.google.cloud.vertexai.api.GenerateContentResponse; import com.google.cloud.vertexai.generativeai.ContentMaker; import com.google.cloud.vertexai.generativeai.GenerativeModel; import com.google.cloud.vertexai.generativeai.PartMaker; import com.google.cloud.vertexai.generativeai.ResponseHandler; import java.io.IOException; public class VideoInputWithAudio { public static void main(String[] args) throws IOException { // TODO(developer): Replace these variables before running the sample. String projectId = "your-google-cloud-project-id"; String location = "us-central1"; String modelName = "gemini-1.5-flash-001"; videoAudioInput(projectId, location, modelName); } // Analyzes the given video input, including its audio track. public static String videoAudioInput(String projectId, String location, String modelName) throws IOException { // Initialize client that will be used to send requests. This client only needs // to be created once, and can be reused for multiple requests. try (VertexAI vertexAI = new VertexAI(projectId, location)) { String videoUri = "gs://cloud-samples-data/generative-ai/video/pixel8.mp4"; GenerativeModel model = new GenerativeModel(modelName, vertexAI); GenerateContentResponse response = model.generateContent( ContentMaker.fromMultiModalData( "Provide a description of the video.\n The description should also " + "contain anything important which people say in the video.", PartMaker.fromMimeTypeAndData("video/mp4", videoUri) )); String output = ResponseHandler.getText(response); System.out.println(output); return output; } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-audio-and-video-samples-go" track-metadata-position="gemini-text-and-audio-and-video-samples" track-metadata-region-tag="gemini-text-and-audio-and-video-samples" data-text="Go" tabindex="-1">Go</h3> To send a prompt request, create a Go file (<code translate="no" dir="ltr">.go</code>) and copy the following code into the file. Replace <code translate="no" dir="ltr">projectID</code> with the ID of your Google Cloud project. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/golang-samples/vertexai/multimodal-video-with-audio/multimodalvideoaudio.go/HEAD/generativeaionvertexai_gemini_video_with_audio" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/golang-samples/blob/HEAD/vertexai/multimodal-video-with-audio/multimodalvideoaudio.go" feedback-context="{"language": "golang", "region_tag": "gemini-text-and-audio-and-video-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/golang-samples/blob/HEAD/vertexai/multimodal-video-with-audio/multimodalvideoaudio.go"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="golang" data-github-path="GoogleCloudPlatform/golang-samples/vertexai/multimodal-video-with-audio/multimodalvideoaudio.go" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_video_with_audio" dir="ltr" is-upgraded syntax="Go"><code translate="no" dir="ltr">import ( "context" "errors" "fmt" "io" "mime" "path/filepath" "cloud.google.com/go/vertexai/genai" ) // generateMultimodalContent shows how to send video and text prompts to a model, writing the response to // the provided io.Writer. func generateMultimodalContent(w io.Writer, projectID, location, modelName string) error { // location := "us-central1" // modelName := "gemini-1.5-flash-001" ctx := context.Background() client, err := genai.NewClient(ctx, projectID, location) if err != nil { return fmt.Errorf("unable to create client: %w", err) } defer client.Close() model := client.GenerativeModel(modelName) // Given a video file URL, prepare video file as genai.Part part := genai.FileData{ MIMEType: mime.TypeByExtension(filepath.Ext("pixel8.mp4")), FileURI: "gs://cloud-samples-data/generative-ai/video/pixel8.mp4", } res, err := model.GenerateContent(ctx, part, genai.Text(` Provide a description of the video. The description should also contain anything important which people say in the video. `)) if err != nil { return fmt.Errorf("unable to generate contents: %w", err) } if len(res.Candidates) == 0 || len(res.Candidates[0].Content.Parts) == 0 { return errors.New("empty response from model") } fmt.Fprintf(w, "generated response: %s\n", res.Candidates[0].Content.Parts[0]) return nil } </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-audio-and-video-samples-csharp" track-metadata-position="gemini-text-and-audio-and-video-samples" track-metadata-region-tag="gemini-text-and-audio-and-video-samples" data-text="C#" tabindex="-1">C#</h3> To send a prompt request, create a C# file (<code translate="no" dir="ltr">.cs</code>) and copy the following code into the file. Set <var translate="no"><code translate="no" dir="ltr">your-project-id</code></var> to your Google Cloud project ID. After updating the values, run the code. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/dotnet-docs-samples/aiplatform/api/AIPlatform.Samples/VideoInputWithAudio.cs/HEAD/generativeaionvertexai_gemini_video_with_audio" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/dotnet-docs-samples/blob/HEAD/aiplatform/api/AIPlatform.Samples/VideoInputWithAudio.cs" feedback-context="{"language": "csharp", "region_tag": "gemini-text-and-audio-and-video-samples", "snippet_file_url": "https://github.com/GoogleCloudPlatform/dotnet-docs-samples/blob/HEAD/aiplatform/api/AIPlatform.Samples/VideoInputWithAudio.cs"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="csharp" data-github-path="GoogleCloudPlatform/dotnet-docs-samples/aiplatform/api/AIPlatform.Samples/VideoInputWithAudio.cs" data-git-revision="HEAD" data-region-tag="generativeaionvertexai_gemini_video_with_audio" dir="ltr" is-upgraded syntax="C#"><code translate="no" dir="ltr"> using Google.Cloud.AIPlatform.V1; using System; using System.Threading.Tasks; public class VideoInputWithAudio { public async Task<string> DescribeVideo( string projectId = "your-project-id", string location = "us-central1", string publisher = "google", string model = "gemini-1.5-flash-001") { var predictionServiceClient = new PredictionServiceClientBuilder { Endpoint = $"{location}-aiplatform.googleapis.com" }.Build(); string prompt = @"Provide a description of the video. The description should also contain anything important which people say in the video."; var generateContentRequest = new GenerateContentRequest { Model = $"projects/{projectId}/locations/{location}/publishers/{publisher}/models/{model}", Contents = { new Content { Role = "USER", Parts = { new Part { Text = prompt }, new Part { FileData = new() { MimeType = "video/mp4", FileUri = "gs://cloud-samples-data/generative-ai/video/pixel8.mp4" }} } } } }; GenerateContentResponse response = await predictionServiceClient.GenerateContentAsync(generateContentRequest); string responseText = response.Candidates[0].Content.Parts[0].Text; Console.WriteLine(responseText); return responseText; } } </code></pre></devsite-code> </div> </section> <section> <h3 id="gemini-text-and-audio-and-video-samples-drest" track-metadata-position="gemini-text-and-audio-and-video-samples" track-metadata-region-tag="gemini-text-and-audio-and-video-samples" data-text="REST" tabindex="-1">REST</h3> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json" \ https://us-central1-aiplatform.googleapis.com/v1/projects/${PROJECT_ID}/locations/us-central1/publishers/google/models/${MODEL_ID}:generateContent -d \ $'{ "contents": { "role": "user", "parts": [ { "fileData": { "mimeType": "video/mp4", "fileUri": "gs://cloud-samples-data/generative-ai/video/pixel8.mp4" } }, { "text": "Provide a description of the video. The description should also contain anything important which people say in the video." } ] } }'</pre></devsite-code> The model returns a response. Note that the response is generated in sections with each section separately evaluated for safety. </section> </div> <h2 id="whats_next" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li>Learn more about the <a href="/vertex-ai/generative-ai/docs/overview">Gemini API in Vertex AI</a>.</li> <li>Explore the Vertex AI Gemini API SDK reference for <a href="/vertex-ai/generative-ai/docs/reference/python/latest">Python</a>, <a href="/nodejs/docs/reference/vertexai/latest">Node.js</a>, <a href="/java/docs/reference/google-cloud-vertexai/latest/overview">Java</a>, <a href="/go/docs/reference/cloud.google.com/go/vertexai/latest">Go</a>, or <a href="/dotnet/docs/reference/Google.Cloud.AIPlatform.V1/latest">C#</a>.</li> <li>See the <a href="/vertex-ai/generative-ai/docs/model-reference/gemini">Model API for Gemini in Vertex AI</a>.</li> <li>Learn about <a href="/vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library">calling Vertex AI models by using the OpenAI library</a>.</li> </ul> <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" 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"> 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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