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

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track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-open-models" ><span class="devsite-nav-text" tooltip>Use open models</span></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" ><span class="devsite-nav-text" tooltip>Google Gemma</span></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" ><span class="devsite-nav-text" tooltip>Tutorial: Deploy and inference Gemma (GPU)</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/model-garden/deploy-and-inference-tutorial-tpu" 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-tpu" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-garden/deploy-and-inference-tutorial-tpu" ><span class="devsite-nav-text" tooltip>Tutorial: Deploy and inference Gemma (TPU)</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-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/open-models/use-llama" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-llama" ><span class="devsite-nav-text" tooltip>Open LLaMa</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-hugging-face-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-hugging-face-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" ><span class="devsite-nav-text" tooltip>Hugging Face text generation models</span></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" ><span class="devsite-nav-text" tooltip>Hex-LLM</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Partner models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/use-partner-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /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" ><span class="devsite-nav-text" tooltip>Model as a Service (MaaS) overview</span></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" ><span class="devsite-nav-text" tooltip>AI21 Labs</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/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" ><span class="devsite-nav-text" tooltip>Anthropic's Claude</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Llama</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/llama" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/llama" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/llama" ><span class="devsite-nav-text" tooltip>Llama models</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/partner-models/llama-batch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/llama-batch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/llama-batch" ><span class="devsite-nav-text" tooltip>Batch predictions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/mistral" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/mistral" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/mistral" ><span class="devsite-nav-text" tooltip>Mistral AI</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Capabilities</span> </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" ><span class="devsite-nav-text" tooltip>Text generation</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" ><span class="devsite-nav-text" tooltip>Batch prediction</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/image-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/image-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/image-understanding" ><span class="devsite-nav-text" tooltip>Image understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/video-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/video-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/video-understanding" ><span class="devsite-nav-text" tooltip>Video understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/audio-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/audio-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/audio-understanding" ><span class="devsite-nav-text" tooltip>Audio understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/document-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/document-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/document-understanding" ><span class="devsite-nav-text" tooltip>Document understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" ><span class="devsite-nav-text" tooltip>System instructions</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/function-calling" ><span class="devsite-nav-text" tooltip>Function calling</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/control-generated-output" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/control-generated-output" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/control-generated-output" ><span class="devsite-nav-text" tooltip>Controlled generation</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" ><span class="devsite-nav-text" tooltip>Content generation parameters</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/long-context" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/long-context" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/long-context" ><span class="devsite-nav-text" tooltip>Long context</span></a></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Context caching</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-create" ><span class="devsite-nav-text" tooltip>Create a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-use" ><span class="devsite-nav-text" tooltip>Use a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" ><span class="devsite-nav-text" tooltip>Get context cache information</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-update" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-update" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-update" ><span class="devsite-nav-text" tooltip>Update a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-delete" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-delete" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-delete" ><span class="devsite-nav-text" tooltip>Delete a context cache</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Fine-tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-models" ><span class="devsite-nav-text" tooltip>Introduction to tuning</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Gemini models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Supervised fine-tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" ><span class="devsite-nav-text" tooltip>About supervised fine-tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" ><span class="devsite-nav-text" tooltip>Prepare your data</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-use-supervised-tuning" class="devsite-nav-title gc-analytics-event" 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track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/text_tune" ><span class="devsite-nav-text" tooltip>Text tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" ><span class="devsite-nav-text" tooltip>Document tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" ><span class="devsite-nav-text" tooltip>Image tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" ><span class="devsite-nav-text" tooltip>Audio tuning</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" ><span class="devsite-nav-text" tooltip>Examples for tuning Gemini text models</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/migrate-tuned-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/migrate-tuned-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/migrate-tuned-models" ><span class="devsite-nav-text" tooltip>Migrate from legacy models</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Embeddings models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-embeddings" ><span class="devsite-nav-text" tooltip>Tune text embeddings models</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-limited"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Imagen models</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/fine-tune-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/fine-tune-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/fine-tune-model" ><span class="devsite-nav-text" tooltip>Tune a subject model</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/fine-tune-style" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/fine-tune-style" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/fine-tune-style" ><span class="devsite-nav-text" tooltip>Create a custom style model</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/model-garden/lora-qlora" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-garden/lora-qlora" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-garden/lora-qlora" ><span class="devsite-nav-text" tooltip>Tuning recommendations with LoRA and QLoRA</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Evaluation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-quickstart" ><span class="devsite-nav-text" tooltip>Quickstart: Gen AI evaluation workflow</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/determine-eval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/determine-eval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/determine-eval" ><span class="devsite-nav-text" tooltip>Define your evaluation metrics</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-dataset" ><span class="devsite-nav-text" tooltip>Prepare your evaluation dataset</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/run-evaluation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/run-evaluation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/run-evaluation" ><span class="devsite-nav-text" tooltip>Run an evaluation</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/view-evaluation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/view-evaluation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/view-evaluation" ><span class="devsite-nav-text" tooltip>View and interpret your evaluation results</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/metrics-templates" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/metrics-templates" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/metrics-templates" ><span class="devsite-nav-text" tooltip>Reference: Model-based metrics templates</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Other evaluation documentation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/side-by-side-eval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/side-by-side-eval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/side-by-side-eval" ><span class="devsite-nav-text" tooltip>Run AutoSxS pipeline</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" ><span class="devsite-nav-text" tooltip>Run a computation-based evaluation pipeline</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Grounding</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/grounding/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/grounding/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/grounding/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/ground-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/ground-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/ground-gemini" ><span class="devsite-nav-text" tooltip>Ground Gemini responses</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" ><span class="devsite-nav-text" tooltip>Use Google Search Suggestions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/ground-responses-using-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/ground-responses-using-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/ground-responses-using-rag" ><span class="devsite-nav-text" tooltip>Ground responses using RAG</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Safety</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/responsible-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/responsible-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/responsible-ai" ><span class="devsite-nav-text" tooltip>Responsible AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" ><span class="devsite-nav-text" tooltip>System instructions for safety</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" ><span class="devsite-nav-text" tooltip>Configure safety filters</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/responsible-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/responsible-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/responsible-ai" ><span class="devsite-nav-text" tooltip>Responsible AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/abuse-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/abuse-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/abuse-monitoring" ><span class="devsite-nav-text" tooltip>Abuse monitoring</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Extensions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/create-extension" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/create-extension" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/create-extension" ><span class="devsite-nav-text" tooltip>Create and run extensions</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Extensions by Google</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/code-interpreter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/code-interpreter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/code-interpreter" ><span class="devsite-nav-text" tooltip>Code Interpreter extension</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/vertex-ai-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/vertex-ai-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/vertex-ai-search" ><span class="devsite-nav-text" tooltip>Vertex AI Search extension</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Image generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/overview" ><span class="devsite-nav-text" tooltip>Imagen on Vertex AI overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/responsible-ai-imagen" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/responsible-ai-imagen" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/responsible-ai-imagen" ><span class="devsite-nav-text" tooltip>Responsible AI and usage guidelines for Imagen</span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/model-versioning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/model-versioning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/model-versioning" ><span class="devsite-nav-text" tooltip>Imagen model versions and lifecycle</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" ><span class="devsite-nav-text" tooltip>Prompt and image attribute guide</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-limited"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Create images</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/generate-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/generate-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/generate-images" ><span class="devsite-nav-text" tooltip>Generate images using text prompts</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-limited"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Edit images</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-inpainting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-inpainting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-inpainting" ><span class="devsite-nav-text" tooltip>Edit using inpainting (insert or remove objects)</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-outpainting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-outpainting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-outpainting" ><span class="devsite-nav-text" tooltip>Edit using outpainting</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-product-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-product-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-product-image" ><span class="devsite-nav-text" tooltip>Use product image editing</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/edit-controlled" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-controlled" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-controlled" ><span class="devsite-nav-text" tooltip>Edit using Controlled Editing</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/edit-personalization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-personalization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-personalization" ><span class="devsite-nav-text" tooltip>Edit using Personalization</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-images" ><span class="devsite-nav-text" tooltip>Edit images (mask-free)</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Get image information</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/image-captioning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/image-captioning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/image-captioning" ><span class="devsite-nav-text" tooltip>Get image descriptions using visual captioning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/visual-question-answering" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/visual-question-answering" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/visual-question-answering" ><span class="devsite-nav-text" tooltip>Use Visual Question Answering</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Text-to-live images</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/ttli-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/ttli-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/ttli-prompt-guide" ><span class="devsite-nav-text" tooltip>Text-to-Live images prompt guide</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/text-to-live-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/text-to-live-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/text-to-live-images" ><span class="devsite-nav-text" tooltip>Create live images from text</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/upscale-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/upscale-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/upscale-image" ><span class="devsite-nav-text" tooltip>Upscale an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/base64-encode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/base64-encode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/base64-encode" ><span class="devsite-nav-text" tooltip>Base64 encode and decode files</span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use video models</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/video/video-descriptions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/video/video-descriptions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/video/video-descriptions" ><span class="devsite-nav-text" tooltip>Get video descriptions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Text embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/task-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/task-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/task-types" ><span class="devsite-nav-text" tooltip>Choose an embeddings task type</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" ><span class="devsite-nav-text" tooltip>Get text embeddings</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" ><span class="devsite-nav-text" tooltip>Get multimodal embeddings</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" ><span class="devsite-nav-text" tooltip>Get batch embeddings predictions</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/test-code-completion-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/test-code-completion-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/test-code-completion-prompts" ><span class="devsite-nav-text" tooltip>Code completion</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/translate/translate-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/translate/translate-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/translate/translate-text" ><span class="devsite-nav-text" tooltip>Translation</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prompting tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" ><span class="devsite-nav-text" tooltip>Use AI-powered prompt writing tools</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" ><span class="devsite-nav-text" tooltip>Optimize prompts</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" ><span class="devsite-nav-text" tooltip>Use prompt templates</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/medlm/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/medlm/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/medlm/overview" ><span class="devsite-nav-text" tooltip>Medical text</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Guides</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tokens</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/multimodal/list-token" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/list-token" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/list-token" ><span class="devsite-nav-text" tooltip>List and count tokens</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/get-token-count" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/get-token-count" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/get-token-count" ><span class="devsite-nav-text" tooltip>Use the countTokens API</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Deployment best practices</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deploy/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deploy/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deploy/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompt-best-practices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompt-best-practices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompt-best-practices" ><span class="devsite-nav-text" tooltip>Best practices</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prompting</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" ><span class="devsite-nav-text" tooltip>Introduction to prompting</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prompting strategies</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" ><span class="devsite-nav-text" tooltip>Give clear and specific instructions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/system-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/system-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/system-instructions" ><span class="devsite-nav-text" tooltip>Use system instructions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/assign-role" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/assign-role" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/assign-role" ><span class="devsite-nav-text" tooltip>Assign a role</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" ><span class="devsite-nav-text" tooltip>Include few-shot examples</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/contextual-information" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/contextual-information" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/contextual-information" ><span class="devsite-nav-text" tooltip>Add contextual information</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" ><span class="devsite-nav-text" tooltip>Structure prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" ><span class="devsite-nav-text" tooltip>Instruct the model to explain its reasoning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" ><span class="devsite-nav-text" tooltip>Break down complex tasks</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" ><span class="devsite-nav-text" tooltip>Experiment with parameter values</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" ><span class="devsite-nav-text" tooltip>Prompt iteration strategies</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Task-specific prompt guidance</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" ><span class="devsite-nav-text" tooltip>Design multimodal prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/text/text-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/text-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/text-prompts" ><span class="devsite-nav-text" tooltip>Design text prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/chat/chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/chat/chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/chat/chat-prompts" ><span class="devsite-nav-text" tooltip>Design chat prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-chat-prompts" ><span class="devsite-nav-text" tooltip>Design code chat prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-completion-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-completion-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-completion-prompts" ><span class="devsite-nav-text" tooltip>Design code completion prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-generation-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-generation-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-generation-prompts" ><span class="devsite-nav-text" tooltip>Design code generation prompts</span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" ><span class="devsite-nav-text" tooltip>Design image generation prompts</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/medlm/medlm-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/medlm/medlm-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/medlm/medlm-prompts" ><span class="devsite-nav-text" tooltip>Design medical text prompts</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Migration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" ><span class="devsite-nav-text" tooltip>Call Vertex AI models by using the OpenAI library</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" ><span class="devsite-nav-text" tooltip>Migrate from Azure OpenAI to Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/migrate/migrate-google-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-google-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-google-ai" ><span class="devsite-nav-text" tooltip>Migrate from Google AI to Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" ><span class="devsite-nav-text" tooltip>Migrate from PaLM 2 to Gemini</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" ><span class="devsite-nav-text" tooltip>Custom metadata labels</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Troubleshoot</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Troubleshoot LangChain on Vertex AI</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" ><span class="devsite-nav-text" tooltip>Troubleshoot setting up the environment</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" ><span class="devsite-nav-text" tooltip>Troubleshoot developing an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" ><span class="devsite-nav-text" tooltip>Troubleshoot deploying an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" ><span class="devsite-nav-text" tooltip>Troubleshoot using an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" ><span class="devsite-nav-text" tooltip>Troubleshoot managing deployed applications</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Tools/integrations</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>RAG Engine</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/rag-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/rag-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/rag-overview" ><span class="devsite-nav-text" tooltip>RAG Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/rag-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/rag-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/rag-quickstart" ><span class="devsite-nav-text" tooltip>RAG quickstart for Python</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-data-connectors" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-data-connectors" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-data-connectors" ><span class="devsite-nav-text" tooltip>Data connectors</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" ><span class="devsite-nav-text" tooltip>Advanced PDF parsing</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-embedding-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-embedding-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-embedding-models" ><span class="devsite-nav-text" tooltip>Embedding models</span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Vector database choices in RAG</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/vector-db-choices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/vector-db-choices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/vector-db-choices" ><span class="devsite-nav-text" tooltip>Overview of vector database choices</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-feature-store-with-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-feature-store-with-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-feature-store-with-rag" ><span class="devsite-nav-text" tooltip>Use Feature Store with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-weaviate-db" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-weaviate-db" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-weaviate-db" ><span class="devsite-nav-text" tooltip>Use Weaviate with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-pinecone" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-pinecone" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-pinecone" ><span class="devsite-nav-text" tooltip>Use Pinecone with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-vertexai-vector-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-vertexai-vector-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-vertexai-vector-search" ><span class="devsite-nav-text" tooltip>Use Vertex AI Vector Search with RAG</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>LangChain on Vertex AI</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/set-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/set-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/set-up" ><span class="devsite-nav-text" tooltip>Set up the environment</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/develop" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/develop" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/develop" ><span class="devsite-nav-text" tooltip>Develop an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/deploy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/deploy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/deploy" ><span class="devsite-nav-text" tooltip>Deploy the application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/use" ><span class="devsite-nav-text" tooltip>Use the application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/manage" ><span class="devsite-nav-text" tooltip>Manage the deployed application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/customize" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/customize" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/customize" ><span class="devsite-nav-text" tooltip>Customize an application template</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Tutorials and code samples</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generative AI on Vertex AI code samples</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples" ><span class="devsite-nav-text" tooltip>Sample browser</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" ><span class="devsite-nav-text" tooltip> Count tokens for Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" ><span class="devsite-nav-text" tooltip> Generate text using Generative AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" ><span class="devsite-nav-text" tooltip>Add image content using automatic mask detection and inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" ><span class="devsite-nav-text" tooltip>Add image content using mask-based inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" ><span class="devsite-nav-text" tooltip>Configure Gemini model parameters</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" ><span class="devsite-nav-text" tooltip>Count tokens in a prompt</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" ><span class="devsite-nav-text" tooltip>Create an embedding using Generative AI on Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" ><span class="devsite-nav-text" tooltip>Create an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" ><span class="devsite-nav-text" tooltip>Delete a RAG file from an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" ><span class="devsite-nav-text" tooltip>Delete an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" ><span class="devsite-nav-text" tooltip>Edit image content using a mask with Imagen v.002</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" ><span class="devsite-nav-text" tooltip>Edit image content using mask-free editing with Imagen v.002</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" ><span class="devsite-nav-text" tooltip>Enhance a product image by modifying the background content with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" ><span class="devsite-nav-text" tooltip>Expand image content using mask-based outpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" ><span class="devsite-nav-text" tooltip>Function calling with Gemini AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" ><span class="devsite-nav-text" tooltip>Function calling with Gemini AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" ><span class="devsite-nav-text" tooltip>Generate an image from text</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" ><span class="devsite-nav-text" tooltip>Generate content from multimodal data using Generative AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" ><span class="devsite-nav-text" tooltip>Generate content stream with Multimodal AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" ><span class="devsite-nav-text" tooltip>Generate content with function calls</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" ><span class="devsite-nav-text" tooltip>Generate responses using the RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" ><span class="devsite-nav-text" tooltip>Generate steaming text content with Generative Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" ><span class="devsite-nav-text" tooltip>Generate text from a video</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" ><span class="devsite-nav-text" tooltip>Generate text from an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" ><span class="devsite-nav-text" tooltip>Generate text from an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" ><span class="devsite-nav-text" tooltip>Generate text from an image with safety settings</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" ><span class="devsite-nav-text" tooltip>Generate text from multimodal prompt</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" ><span class="devsite-nav-text" tooltip>Generate text responses using Gemini API with external function calls in a chat scenario</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" ><span class="devsite-nav-text" tooltip>Generate Text With a Generative Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" ><span class="devsite-nav-text" tooltip>Get a RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" ><span class="devsite-nav-text" tooltip>Get information about an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" ><span class="devsite-nav-text" tooltip>Get short-form image captions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" ><span class="devsite-nav-text" tooltip>Get short-form image responses</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" ><span class="devsite-nav-text" tooltip>Ground Gemini model responses to Google Search</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" ><span class="devsite-nav-text" tooltip>Ground Gemini to a Vertex AI Search data store</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" ><span class="devsite-nav-text" tooltip>Import a set of RAG files</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" ><span class="devsite-nav-text" tooltip>Import RAG files from Google Drive or Cloud Storage</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" ><span class="devsite-nav-text" tooltip>Interactive text generation with a chatbot</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" ><span class="devsite-nav-text" tooltip>Interactive text stream generation with a chatbot</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" ><span class="devsite-nav-text" tooltip>List indexes in a project</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" ><span class="devsite-nav-text" tooltip>List RAG files in an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" ><span class="devsite-nav-text" tooltip>Process a PDF file with Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" ><span class="devsite-nav-text" tooltip>Process images, video, audio, and text with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" ><span class="devsite-nav-text" tooltip>Remove image content using automatic mask detection and inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" ><span class="devsite-nav-text" tooltip>Remove image content using mask-based inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" ><span class="devsite-nav-text" tooltip>Return the response from the LLM</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" ><span class="devsite-nav-text" tooltip>Set system instructions to Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" ><span class="devsite-nav-text" tooltip>Specify a MIME response type for the Gemini API</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" ><span class="devsite-nav-text" tooltip>Summarize a video file with audio with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" ><span class="devsite-nav-text" tooltip>Summarize an audio file with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" ><span class="devsite-nav-text" tooltip>Transcript an audio file with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" ><span class="devsite-nav-text" tooltip>Upload a RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" ><span class="devsite-nav-text" tooltip>Use the quickstart to get familiar with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" ><span class="devsite-nav-text" tooltip>Verify an image's digital watermark</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/docs/samples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/samples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/samples" ><span class="devsite-nav-text" tooltip>Code samples for all products</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Jump Start Solutions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-document-summarization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-document-summarization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-document-summarization" ><span class="devsite-nav-text" tooltip>Generative AI Document Summarization</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-rag" ><span class="devsite-nav-text" tooltip>Generative AI RAG with Cloud SQL</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-knowledge-base" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-knowledge-base" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-knowledge-base" ><span class="devsite-nav-text" tooltip>Generative AI Knowledge Base</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Secure a generative AI app by using IAP</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/setup-environment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/setup-environment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/setup-environment" ><span class="devsite-nav-text" tooltip>Set up your project and source repository</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" ><span class="devsite-nav-text" tooltip>Create a Cloud Run service</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" ><span class="devsite-nav-text" tooltip>Create a load balancer</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/configure-iap" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/configure-iap" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/configure-iap" ><span class="devsite-nav-text" tooltip>Configure IAP</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/view-app" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/view-app" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/view-app" ><span class="devsite-nav-text" tooltip>Test your IAP-secured app</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/clean-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/clean-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/clean-up" ><span class="devsite-nav-text" tooltip>Clean up your project</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Resources</span> </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/pricing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/pricing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/pricing" ><span class="devsite-nav-text" tooltip>Pricing</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Release notes</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/release-notes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/release-notes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/release-notes" ><span class="devsite-nav-text" tooltip>Current</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/release-notes-archive" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/release-notes-archive" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/release-notes-archive" ><span class="devsite-nav-text" tooltip>Archive</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/locations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/locations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/locations" ><span class="devsite-nav-text" tooltip>Locations</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Quotas and limits</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/quotas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/quotas" ><span class="devsite-nav-text" tooltip>Rate limits</span></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" ><span class="devsite-nav-text" tooltip>Dynamic shared quota</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/provisioned-throughput" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/provisioned-throughput" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/provisioned-throughput" ><span class="devsite-nav-text" tooltip>Provisioned Throughput</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/error-code-429" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/error-code-429" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/error-code-429" ><span class="devsite-nav-text" tooltip>Error code 429</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/compliance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/compliance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/compliance" ><span class="devsite-nav-text" tooltip>Certifications</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/data-governance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/data-governance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/data-governance" ><span class="devsite-nav-text" tooltip>Data governance</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/getting-help" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/getting-help" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/getting-help" ><span class="devsite-nav-text" tooltip>Getting help</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/sla" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/sla" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/sla" ><span class="devsite-nav-text" tooltip>Service Level Agreement</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Deprecations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations" ><span class="devsite-nav-text" tooltip>Deprecations</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" ><span class="devsite-nav-text" tooltip>Gemini 1.0 Pro and Gemini 1.0 Pro Vision</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations/palm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations/palm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations/palm" ><span class="devsite-nav-text" tooltip>Pathways Language Model (PaLM)</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Administer</span> </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/access-control" ><span class="devsite-nav-text" tooltip>Access control</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/security-controls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/security-controls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/security-controls" ><span class="devsite-nav-text" tooltip>Security controls</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/control-model-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/control-model-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/control-model-access" ><span class="devsite-nav-text" tooltip>Control access to Model Garden models</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/enable-audit-logs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/enable-audit-logs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/enable-audit-logs" ><span class="devsite-nav-text" tooltip>Enable Data Access audit logs</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Legacy</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Legacy docs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/legacy/legacy-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/legacy/legacy-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/legacy/legacy-models" ><span class="devsite-nav-text" tooltip>About legacy models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>PaLM 2 API (text/chat)</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/language-model-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/language-model-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/language-model-overview" ><span class="devsite-nav-text" tooltip>Overview</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/text/test-text-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/test-text-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/test-text-prompts" ><span class="devsite-nav-text" tooltip>Send text prompt requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/text/batch-prediction-genai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/batch-prediction-genai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/batch-prediction-genai" ><span class="devsite-nav-text" tooltip>Get batch responses for text</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/grounding/ground-language-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/grounding/ground-language-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/grounding/ground-language-models" ><span class="devsite-nav-text" tooltip>Ground responses</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/chat/test-chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/chat/test-chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/chat/test-chat-prompts" ><span class="devsite-nav-text" tooltip>Send chat prompt requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tune PaLM 2 models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a 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" ><span class="devsite-nav-text" tooltip>Tune and distill PaLM models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/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" ><span class="devsite-nav-text" tooltip>Use supervised tuning</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-text-models-rlhf" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-text-models-rlhf" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-text-models-rlhf" ><span class="devsite-nav-text" tooltip>Use RLHF tuning</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/distill-text-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/distill-text-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/distill-text-models" ><span class="devsite-nav-text" tooltip>Distill text models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/compute-token" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/compute-token" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/compute-token" ><span class="devsite-nav-text" tooltip>Get a list of tokens</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/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" ><span class="devsite-nav-text" tooltip>Get token count</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/learn/streaming" 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/streaming" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/streaming" ><span class="devsite-nav-text" tooltip>Stream responses</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/configure-safety-attributes-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/configure-safety-attributes-palm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/configure-safety-attributes-palm" ><span class="devsite-nav-text" tooltip>Configure safety attributes</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Codey API (code)</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/code/code-models-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-models-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-models-overview" ><span class="devsite-nav-text" tooltip>Overview of code models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/code/test-code-chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/test-code-chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/test-code-chat-prompts" ><span class="devsite-nav-text" tooltip>Send code chat requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/code/test-code-generation-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/test-code-generation-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/test-code-generation-prompts" ><span class="devsite-nav-text" tooltip>Send code generation requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-code-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-code-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-code-models" ><span class="devsite-nav-text" tooltip>Tune Codey models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a 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" ><span class="devsite-nav-text" tooltip>Get batch code predictions</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Reference</span> </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" ><span class="devsite-nav-text" tooltip>Codey for code generation</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/code-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/code-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/code-chat" ><span class="devsite-nav-text" tooltip>Codey for code chat</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/text" ><span class="devsite-nav-text" tooltip>PaLM 2 for text</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/text-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/text-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/text-chat" ><span class="devsite-nav-text" tooltip>PaLM 2 for chat</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/legacy/legacy-quotas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/legacy/legacy-quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/legacy/legacy-quotas" ><span class="devsite-nav-text" tooltip>Quotas and limits</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/legacy/legacy-security" 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-security" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/legacy/legacy-security" ><span class="devsite-nav-text" tooltip>Security controls</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/legacy/legacy-pricing" 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-pricing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/legacy/legacy-pricing" ><span class="devsite-nav-text" tooltip>Pricing</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li> </ul> <ul class="devsite-nav-list" menu="Technology areas" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/docs/ai-ml" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AI and ML" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > AI and ML </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/application-development" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application development" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application development </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/application-hosting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application hosting" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Application hosting </span> </a> </li> <li class="devsite-nav-item"> <a 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Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/dhm-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Distributed, hybrid, and multicloud" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Distributed, hybrid, and multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/generative-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Generative AI" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Generative AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/industry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Industry solutions" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Industry solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/observability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Observability and monitoring" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Observability and monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Security </span> </a> </li> <li class="devsite-nav-item"> <a href="/docs/storage" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Storage </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Cross-product tools" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/docs/access-resources" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Access and resources management" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span 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</devsite-feature-tooltip> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix 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> <p>In this quickstart, you send the following multimodal requests to the Vertex AI Gemini API and view the responses:</p> <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> <p>You can complete this quickstart by using a programming language SDK in your local environment or the REST API.</p> <h2 id="prerequisites" data-text="Prerequisites" tabindex="-1">Prerequisites</h2> <p>Completing this quickstart requires you to:</p> <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> <p>Set up your Google Cloud project and enable the Vertex AI API.</p> <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> <p>In the Google Cloud console, on the project selector page, select or create a Google Cloud project.</p> <aside class="note"><b>Note</b>: If you don't plan to keep the resources that you create in this procedure, create a project instead of selecting an existing project. After you finish these steps, you can delete the project, removing all resources associated with the project.</aside> <p><a href="https://console.cloud.google.com/projectselector2/home/dashboard" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="createProject" class="button button-primary">Go to project selector</a></p> </li> <li> <p> <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>. </p> </li> <li> <p> Enable the Vertex AI API. </p><p><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></p> </li> <style> .henhouse-text { font-size:85%; padding:2px 4px; line-height:1; } </style> </slot> <slot slot="ineligible"> <li> <p>In the Google Cloud console, on the project selector page, select or create a Google Cloud project.</p> <aside class="note"><b>Note</b>: If you don't plan to keep the resources that you create in this procedure, create a project instead of selecting an existing project. After you finish these steps, you can delete the project, removing all resources associated with the project.</aside> <p><a href="https://console.cloud.google.com/projectselector2/home/dashboard" target="console" track-type="commonIncludes" track-name="consoleLink" track-metadata-end-goal="createProject" class="button button-primary">Go to project selector</a></p> </li> <li> <p> <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>. </p> </li> <li> <p> Enable the Vertex AI API. </p><p><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></p> </li> <style> .henhouse-text { font-size:85%; padding:2px 4px; line-height:1; } </style> </slot> </cloudx-free-trial-eligible-content> </ol></p> <h3 id="setup-local" data-text="Set up the Google Cloud CLI" tabindex="-1">Set up the Google Cloud CLI</h3> <p>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.</p> <ol> <li> <p><a href="/sdk/docs/install" track-type="commonIncludes" track-name="sdkLink" target="_blank">Install and initialize</a> the Google Cloud CLI.</p> </li> <li> <p>If you previously installed the gcloud CLI, ensure your <code translate="no" dir="ltr">gcloud</code> components are updated by running this command.</p> <pre class="prettyprint lang-sh" translate="no" dir="ltr">gcloud components update</pre> </li> <li> <p>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.</p> <pre class="prettyprint lang-sh" translate="no" dir="ltr">gcloud auth application-default login</pre> <p>For more information, see <a href="/docs/authentication/provide-credentials-adc">Set up Application Default Credentials</a>.</p> </li> </ol> <aside class="note"><strong>Note:</strong><span> 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.</span></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> <p>On your local machine, click one of the following tabs to install the SDK for your programming language.</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="python" data-text="Python" tabindex="-1">Python</h3><p>Install and update the Vertex AI SDK for Python by running this command.</p> <pre class="prettyprint lang-sh" translate="no" dir="ltr">pip3 install --upgrade "google-cloud-aiplatform>=1.64"</pre></section> <section><h3 id="node.js" data-text="Node.js" tabindex="-1">Node.js</h3><p>Install or update the <code translate="no" dir="ltr">aiplatform</code> SDK for Node.js by running this command.</p> <pre class="prettyprint lang-sh" translate="no" dir="ltr">npm install @google-cloud/vertexai</pre></section> <section><h3 id="java" data-text="Java" tabindex="-1">Java</h3><p>To add <code translate="no" dir="ltr">google-cloud-vertexai</code> as a dependency, add the appropriate code for your environment.</p> <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><p>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>:</p> <pre class="prettyprint lang-xml" translate="no" dir="ltr"> <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></section> <section><h3 id="maven-without-bom" data-text="Maven without BOM" tabindex="-1">Maven without BOM</h3><p>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>:</p> <pre class="prettyprint lang-xml" translate="no" dir="ltr"> <dependency> <groupId>com.google.cloud</groupId> <artifactId>google-cloud-vertexai</artifactId> <version>0.4.0</version> </dependency> </pre></section> <section><h3 id="gradle-without-bom" data-text="Gradle without BOM" tabindex="-1">Gradle without BOM</h3><p>Add the following to your <code translate="no" dir="ltr">build.gradle</code>:</p> <pre class="prettyprint lang-xml" translate="no" dir="ltr">implementation 'com.google.cloud:google-cloud-vertexai:0.4.0'</pre></section> </div></section> <section><h3 id="go" data-text="Go" tabindex="-1">Go</h3><p>Review the available Vertex AI API Go packages to determine which package best meets your project's needs.</p> <ul> <li><p>(<strong>Recommended</strong>) <a href="https://pkg.go.dev/cloud.google.com/go/vertexai"><code translate="no" dir="ltr">cloud.google.com/go/vertexai</code></a></p> <p><code translate="no" dir="ltr">vertexai</code> is a human authored package that provides access to common capabilities and features.</p> <p>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.</p> <p>To install this package, run this command.</p> <pre class="prettyprint lang-sh" translate="no" dir="ltr">go get cloud.google.com/go/vertexai</pre></li> <li><p><a href="https://pkg.go.dev/cloud.google.com/go/aiplatform"><code translate="no" dir="ltr">cloud.google.com/go/aiplatform</code></a></p> <p><code translate="no" dir="ltr">aiplatform</code> is an auto-generated package.</p> <p>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.</p> <p>To install this package, run this command.</p> <pre class="prettyprint lang-sh" translate="no" dir="ltr">go get cloud.google.com/go/aiplatform</pre></li> </ul></section> <section><h3 id="c" data-text="C#" tabindex="-1">C#</h3><p>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 <strong>Manage NuGet Packages...</strong>.</p></section> <section><h3 id="rest" data-text="REST" tabindex="-1">REST</h3><ol> <li><p>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.</p> <pre class="prettyprint lang-sh" translate="no" dir="ltr"> MODEL_ID="gemini-1.5-flash-002" PROJECT_ID="<var translate="no">PROJECT_ID</var>" </pre></li> <li><p>Use Google Cloud CLI to provision the endpoint by running this command.</p> <pre class="prettyprint lang-sh" translate="no" dir="ltr"> gcloud beta services identity create --service=aiplatform.googleapis.com --project=${PROJECT_ID} </pre></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> <p>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.</p> <p>You can run the code from the command line, by using an IDE, or by including the code in your application.</p> <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> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-py 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"><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> </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"><span class="notranslate">Node.js</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-js 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"><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> </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"><span class="notranslate">Java</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-java 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"><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> </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"><span class="notranslate">Go</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-golang 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"><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> </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"><span class="notranslate">C#</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint 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"><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> </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> <p> To send this prompt request, run the curl command from the command line or include the REST call in your application. </p> <pre class="prettyprint lang-sh" translate="no" dir="ltr"> 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> </p> The model returns a response. Note that the response is generated in sections with each section separately evaluated for safety. </p> </section> </div></p> <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> <p>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>).</p> <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> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-py 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"><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> </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"><span class="notranslate">Node.js</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-js 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"><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> </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"><span class="notranslate">Java</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-java 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"><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> </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"><span class="notranslate">Go</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-golang 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"><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> </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"><span class="notranslate">C#</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint 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"><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> </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> <p> You can send this prompt request from from your IDE, or you can embed the REST call into your application where appropriate. </p> <pre class="prettyprint lang-sh" translate="no" dir="ltr"> 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> <p> The model returns a response. Note that the response is generated in sections with each section separately evaluated for safety. </p> </section> </div></p> <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> <p>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.</p> <p>You can send this prompt request by using the command line, using your IDE, or by including the REST call in your application.</p> <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> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-py 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"><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> </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"><span class="notranslate">Node.js</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-js 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"><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> </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"><span class="notranslate">Java</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-java 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"><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> </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"><span class="notranslate">Go</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint lang-golang 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"><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> </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"><span class="notranslate">C#</span></h3> <p> 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. </p> <div class="github-docwidget-gitinclude-code"> <pre suppresswarning="suppresswarning" translate="no" class="prettyprint 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"><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> </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> <pre class="prettyprint lang-sh" translate="no" dir="ltr"> 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> <p> The model returns a response. Note that the response is generated in sections with each section separately evaluated for safety. </p> </section> </div></p> <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="Nd7nTix2o0eU5NUYprb0ThtUc5jf" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Generative AI on Vertex AI" product-id="5164350" bucket="Documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=1130925" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/support-hub" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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