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File prompting strategies  |  Gemini API  |  Google AI for Developers

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track-type="bookNav" track-name="click" track-metadata-eventdetail="/api/multimodal-live" ><span class="devsite-nav-text" tooltip>Multimodal Live API</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" 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>Image generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/imagen" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/imagen" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/imagen" ><span class="devsite-nav-text" tooltip>Imagen generation</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/imagen-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/imagen-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/imagen-prompt-guide" ><span class="devsite-nav-text" tooltip>Imagen prompt guide</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Function calling</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/function-calling" ><span class="devsite-nav-text" tooltip>Intro to function calling</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/function-calling/tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/function-calling/tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/function-calling/tutorial" ><span class="devsite-nav-text" tooltip>Function calling tutorial</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/extract_structured_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/extract_structured_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/extract_structured_data" ><span class="devsite-nav-text" tooltip>Extract structured data</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/document-processing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/document-processing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/document-processing" ><span class="devsite-nav-text" tooltip>Document understanding</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Grounding with Google Search</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/grounding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/grounding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/grounding" ><span class="devsite-nav-text" tooltip>Grounding tutorial</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/grounding/search-suggestions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/grounding/search-suggestions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/grounding/search-suggestions" ><span class="devsite-nav-text" tooltip>Use Google Search Suggestions</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="/gemini-api/docs/model-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/model-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/model-tuning" ><span class="devsite-nav-text" tooltip>Intro to fine-tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/model-tuning/tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/model-tuning/tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/model-tuning/tutorial" ><span class="devsite-nav-text" tooltip>Fine-tuning tutorial</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/embeddings" ><span class="devsite-nav-text" tooltip>Embeddings</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"><a href="/gemini-api/docs/multimodal-live" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/multimodal-live" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/multimodal-live" ><span class="devsite-nav-text" tooltip>Multimodal Live API</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/caching" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/caching" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/caching" ><span class="devsite-nav-text" tooltip>Context caching</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>Prompt engineering</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/prompting-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/prompting-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/prompting-intro" ><span class="devsite-nav-text" tooltip>Intro to prompting</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/prompting-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/prompting-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/prompting-strategies" ><span class="devsite-nav-text" tooltip>Prompting strategies</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/file-prompting-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/file-prompting-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/file-prompting-strategies" ><span class="devsite-nav-text" tooltip>File prompting strategies</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/tokens" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/tokens" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/tokens" ><span class="devsite-nav-text" tooltip>Token counting</span></a></li> <li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-api/docs/openai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/openai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/openai" ><span class="devsite-nav-text" tooltip>OpenAI compatibility</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/rate-limits" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/rate-limits" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/rate-limits" ><span class="devsite-nav-text" tooltip>Rate limits</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/billing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/billing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/billing" ><span class="devsite-nav-text" tooltip>Billing info</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>Safety</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/safety-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/safety-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/safety-settings" ><span class="devsite-nav-text" tooltip>Safety settings</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/safety-guidance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/safety-guidance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/safety-guidance" ><span class="devsite-nav-text" tooltip>Safety guidance</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>Additional resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/get-started/android_aicore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/get-started/android_aicore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/get-started/android_aicore" ><span class="devsite-nav-text" tooltip>Android (on-device)</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/firebase-extensions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/firebase-extensions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/firebase-extensions" ><span class="devsite-nav-text" tooltip>Firebase extensions</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/models/generative-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/models/generative-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/models/generative-models" ><span class="devsite-nav-text" tooltip>Generative models</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/ai-studio-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/ai-studio-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/ai-studio-quickstart" ><span class="devsite-nav-text" tooltip>Google AI Studio quickstart</span></a></li><li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-api/docs/learnlm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/learnlm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/learnlm" ><span class="devsite-nav-text" tooltip>LearnLM</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/migrate-to-cloud" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/migrate-to-cloud" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/migrate-to-cloud" ><span class="devsite-nav-text" tooltip>Migrate to Cloud</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/oauth" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/oauth" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/oauth" ><span class="devsite-nav-text" tooltip>OAuth authentication</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>Gemini for Research</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/gemini-for-research" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/gemini-for-research" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/gemini-for-research" ><span class="devsite-nav-text" tooltip>Gemini Academic Program</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>Use cases</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>Applications</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/tutorials/web-app" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/web-app" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/web-app" ><span class="devsite-nav-text" tooltip>Chat application</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/pipet-code-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/pipet-code-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/pipet-code-agent" ><span class="devsite-nav-text" tooltip>Code assistant</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/flutter-theme-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/flutter-theme-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/flutter-theme-agent" ><span class="devsite-nav-text" tooltip>Flutter code generator</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/docs-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/docs-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/docs-agent" ><span class="devsite-nav-text" tooltip>Content search</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/sql-talk" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/sql-talk" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/sql-talk" ><span class="devsite-nav-text" tooltip>Data exploration agent</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/wordcraft" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/wordcraft" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/wordcraft" ><span class="devsite-nav-text" tooltip>Writing assistant</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/slides-advisor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/slides-advisor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/slides-advisor" ><span class="devsite-nav-text" tooltip>Slides reviewer</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>Troubleshooting</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/troubleshooting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/troubleshooting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/troubleshooting" ><span class="devsite-nav-text" tooltip>API troubleshooting</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/troubleshoot-ai-studio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/troubleshoot-ai-studio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/troubleshoot-ai-studio" ><span class="devsite-nav-text" tooltip>AI Studio troubleshooting</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/workspace" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/workspace" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/workspace" ><span class="devsite-nav-text" tooltip>Google Workspace</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>Legal</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/terms" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/terms" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/terms" ><span class="devsite-nav-text" tooltip>Terms of service</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/available-regions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/available-regions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/available-regions" ><span class="devsite-nav-text" tooltip>Available regions</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/abuse-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/abuse-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/abuse-monitoring" ><span class="devsite-nav-text" tooltip>Abuse monitoring</span></a></li> </ul> <ul class="devsite-nav-list" menu="Models" aria-label="Side menu" hidden> <li class="devsite-nav-item 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Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> File prompting strategies </h1> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <p> </p> <p>The Gemini family of artificial intelligence (AI) models is built to handle various types of input data, including text, images, and audio. Since these models can handle more more than one type or <em>mode</em> of data, the Gemini models are called <em>multimodal models</em> or explained as having <em>multimodal capabilities</em>.</p> <aside class="note"><strong>Note:</strong><span> Prompting with media files is supported by specific Gemini models. For more information about which models support this feature, see the <a href="/gemini-api/docs/vision">Vision</a> and <a href="/gemini-api/docs/audio">Audio</a> guides.</span></aside> <p>This page provides guidance and best practices for using media files with prompts for the Gemini API. For information on using the Gemini Files API for uploading media files and including them in your prompts, see the <a href="/gemini-api/docs/vision">Vision</a>, <a href="/gemini-api/docs/audio">Audio</a>, and <a href="/gemini-api/docs/document-processing">Document processing</a> guides.</p> <h2 id="media-prompts" data-text="Using media files with prompts" tabindex="-1">Using media files with prompts</h2> <p>Being able to use various types of data in your prompts gives you more flexibility in terms of what tasks you can tackle with the Gemini API. For example, you can send the model a photo of a delicious meal and ask it to write a short blog about the meal.</p> <table style="border: 1px solid #D3D3D3"> <tr> <td width="50%"><b>Prompt</b></td> <td width="50%"><b>Response</b></td> </tr> <tr> <td style="border: 1px solid #D3D3D3"> <p>Write a short, engaging blog post based on this picture. It should include a description of the meal in the photo and talk about my journey meal prepping.</p> <br> <img style="width: 100%; border: 1px solid black" src="/static/gemini-api/docs/images/image_prompt.png" alt="Cookies"> </td> <td style="background-color:#f3f3ff"> <p>Meal prepping is a great way to save time and money, and it can also help you to eat healthier. This meal is a great example of a healthy and delicious meal that can be easily prepped ahead of time.</p> <p>This meal features brown rice, roasted vegetables, and chicken teriyaki. The brown rice is a healthy and complex carbohydrate that will give you sustained energy. The roasted vegetables are a great way to get your daily dose of vitamins and minerals, and the chicken teriyaki is a delicious and protein-rich option.</p> <p>This meal is also very easy to prepare. Simply cook the brown rice, roast the vegetables, and cook the chicken teriyaki. Once everything is cooked, divide it into meal prep containers and store them in the refrigerator. You can then grab a container and go on busy mornings!</p> <p>If you're looking for a healthy and delicious meal that can be easily prepped ahead of time, this meal is a great option. It's packed with nutrients and flavor, and it's sure to keep you feeling full and satisfied.</p> <p>Here's to healthy and delicious meal prepping!</p> </td> </tr> </table> <h2 id="strategies" data-text="Strategies for prompting with media" tabindex="-1">Strategies for prompting with media</h2> <p>If you are having trouble getting the output you want from prompts that use media files, there are some strategies that can help you get the results you want. The following sections provide design approaches and troubleshooting tips for improving prompts that use multimodal input.</p> <p>You can improve your multimodal prompts by following these best practices:</p> <ul> <li> <h3 id="prompt-design-fundamentals" data-text="Prompt design fundamentals" tabindex="-1"><a href="#fundamentals">Prompt design fundamentals</a></h3> <ul> <li><strong>Be specific in your instructions</strong>: Craft clear and concise instructions that leave minimal room for misinterpretation.</li> <li><strong>Add a few examples to your prompt:</strong> Use realistic few-shot examples to illustrate what you want to achieve.</li> <li><strong>Break it down step-by-step</strong>: Divide complex tasks into manageable sub-goals, guiding the model through the process.</li> <li><strong>Specify the output format</strong>: In your prompt, ask for the output to be in the format you want, like markdown, JSON, HTML and more. </li> <li><strong>Put your image first for single-image prompts</strong>: While Gemini can handle image and text inputs in any order, for prompts containing a single image, it might perform better if that image is placed before the text prompt.</li> </ul> </li> <li> <h3 id="troubleshooting-your-multimodal-prompt" data-text="Troubleshooting your multimodal prompt" tabindex="-1"><a href="#troubleshooting">Troubleshooting your multimodal prompt</a></h3> <ul> <li><strong>If the model is not drawing information from the relevant part of the image:</strong> Drop hints with which aspects of the image you want the prompt to draw information from.</li> <li><strong>If the model output is too generic (not tailored enough to the image): </strong>At the start of the prompt, try asking the model to describe the image(s) before providing the task instruction, or try asking the model to refer to what's in the image.</li> </ul> </li> </ul> <h2 id="fundamentals" data-text="Prompt design fundamentals" tabindex="-1">Prompt design fundamentals</h2> <p>This section expands on the best practices listed in the previous section.</p> <p>Note: Model results from the following Gemini examples can vary from run to run.</p> <h3 id="be-specific-in-your-instructions" data-text="Be specific in your instructions" tabindex="-1">Be specific in your instructions</h3> <p>Prompts have the most success when they are clear and detailed. If you have a specific output in mind, it's better to include that requirement in the prompt to ensure you get the output you want. </p> <p>Sometimes, a prompt's intent might seem clear to the person who wrote it, but it is actually under-specified. To customize model behavior, consider how your prompt could be (mis)interpreted, and ensure that the instructions you give are specific and clear. Remember to leave minimal room for misinterpretation</p> <p>For this image of an airport board, asking the model to just "describe this image" could generate a general description. If you need the model to parse the time and city from the image, you can include that request directly in your prompt.</p> <table> <table class="alternating-even-rows"> <tbody> <tr> <th style="width:40%">Prompt</th> <th style="width:30%">Model response</th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/timetable.png"/><p>Describe this image.</p></td> <td><p>The image shows an airport arrivals and departures board.</p></td> </tr> </table> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Updated prompt</b></th> <th width="30%"><b>Improved response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/timetable.png" alt="Travel timetable"/><p>Parse the time and city from the airport board shown in this image into a list.</p></td> <td><p><li>10:50 Moscow</li> <li>11:05 Edinburgh</li> <li>11:05 London</li> <li>11:10 Bucharest</li> <li>11:30 Kiev</li> <li>11:35 Dublin</li> <li>11:45 East Midlands</li> <li>12:15 Sofia</li> <li>12:30 London</li> <li>12:30 Newcastle</li> <li>12:40 St Petersburg</li> <li>12:40 London</li> <li>12:45 Manchester</li></p></td> </tr> </table> <h3 id="add-a-few-examples" data-text="Add a few examples" tabindex="-1">Add a few examples</h3> <p>The Gemini model can accept multiple inputs which it can use as examples to understand the output you want. Adding these examples can help the model identify the patterns and apply the relationship between the given images and responses to the new example. This is also called "few-shot" learning.</p> <p>In the example below, the initial output is written in sentence form, and also contains the country (Brazil). Suppose you want the output in a different format or style, and you want only the city, not the country. Adding few-shot examples to your prompt can steer the model to respond in the way you want.</p> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Prompt</b></th> <th width="30%"><b>Model response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/redeemer.png" alt="Travel timetable"/><p>Determine the city along with the landmark.</p></td> <td><p>The landmark is the Christ the Redeemer statue in Rio de Janeiro, Brazil.</p></td> </tr> </table> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Updated prompt</b></th> <th width="30%"><b>Improved response</b></th> </tr> <tr> <td> <p>Determine the city along with the landmark.</p> <img class="fit-picture" src="/static/gemini-api/docs/images/colosseum.png" alt="colosseum"/> </td> <td> <p>city: Rome, landmark: the Colosseum.</p> </td> </tr> <tr> <td> <img class="fit-picture" src="/static/gemini-api/docs/images/forbidden-city.png" alt="Forbidden City"/> </td> <td> <p>city: Beijing, landmark: Forbidden City</p> </td> </tr> <tr> <td> <img class="fit-picture" src="/static/gemini-api/docs/images/redeemer.png" alt="forbidden-city"/> </td> <td> <p>city: Rio de Janeiro, landmark: Christ the Redeemer statue</p> </td> </tr> </table> <h3 id="break-it-down-step-by-step" data-text="Break it down step-by-step" tabindex="-1">Break it down step-by-step</h3> <p>For complex tasks like the ones that require both visual understanding and reasoning, it can be helpful to split the task into smaller, more straightforward steps. Alternatively, it could also be effective if you directly ask the model to “think step by step” in your prompt.</p> <table> <table class="alternating-even-rows"> <tbody> <tr> <th style="width:40%">Prompt</th> <th style="width:30%">Model response</th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/toilet-paper.jpg"/><p>When will I run out of toilet paper?</p></td> <td><p>Soon, you only have 3 rolls left.</p></td> </tr> </table> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Updated prompt</b></th> <th width="30%"><b>Improved response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/toilet-paper.jpg"/><p> <ol>1. First, count how many toilet paper rolls are in this picture.</ol> <ol>2. Then, determine how much toilet paper a typical person uses per day.</ol> <ol>3. Calculate how long these rolls of toilet paper will last.</ol> </p></td> <td><p> <ol>1. There are 3 rolls of toilet paper in this picture.</ol> <ol>2. A typical person uses about 20 sheets of toilet paper per day.</ol> <ol>3. If each roll contains 200 sheets, then each roll will last for about 10 days. Therefore, the 3 rolls will last for about a month.</ol> </p></td> </tr> </table> <p>Math problems or other types of word problems are great candidates for asking the model to think step-by-step.</p> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Prompt</b></th> <th width="30%"><b>Response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/math.jpg"/><p> <p>What is the 4th term in the sequence?</p> </p></td> <td><p>-135 </p></td> </tr> </table> <p>The response from the model is incorrect. Some ways to improve this is to ask the model to parse the problem before answering the prompt.</p> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Prompt</b></th> <th width="30%"><b>Response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/math.jpg"/><p> <p>Parse the formula in the image first.</p> <p>Then based on the formula, answer "what's the 4th term in the sequence?".</p> </p></td> <td><p><details> <summary><em>Click to expand the result</em></summary> <p>$$ b(n) = b(n-1) * (-3) $$</p> <p>$$ b(1) = 15 $$</p> <ol> <li>Substitute n = 4 into the formula:</li> <p>$$ b(4) = b(4-1) * (-3) $$</p> <p>$$ b(4) = b(3) * (-3) $$</p> <li>We don't know the value of b(3), so substitute n = 3 into the formula:</li> <p>$$ b(3) = b(3-1) * (-3) $$</p> <p>$$ b(3) = b(2) * (-3) $$</p> <li>We don't know the value of b(2), so substitute n = 2 into the formula:</li> <p>$$ b(2) = b(2-1) * (-3) $$</p> <p>$$ b(2) = b(1) * (-3) $$</p> <li>We know the value of b(1) is 15, so substitute it into the formula:</li> <p>$$ b(2) = 15 * (-3) $$</p> <p>$$ b(2) = -45 $$</p> <li>Now that we know the value of b(2), substitute it into the formula for b(3):</li> <p>$$ b(3) = b(2) * (-3) $$</p> <p>$$ b(3) = -45 * (-3) $$</p> <p>$$ b(3) = 135 $$</p> <li>Now that we know the value of b(3), substitute it into the formula for b(4):</li> <p>$$ b(4) = b(3) * (-3) $$</p> <p>$$ b(4) = 135 * (-3) $$</p> <p>$$ b(4) = -405 $$</p> </ol> <p>Therefore, the 4th term in the sequence is -405.</p> </details> </p></td> </tr> </table> <p>This model response is correct - now to make the response even more streamlined, you can ask the model to to think step-by-step.</p> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Updated prompt</b></th> <th width="30%"><b>Improved response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/math.jpg"/><p> <p>What is the 4th term in the sequence? Think step by step.</p> </p></td> <td><p>The first term is 15.</p> <p>The second term is b(1) * (-3) = 15 * (-3) = -45.</p> <p>The third term is b(2) * (-3) = -45 * (-3) = 135.</p> <p>The fourth term is b(3) * (-3) = 135 * (-3) = -405.</p> </p></td> </tr> </table> <h3 id="try-specifying-the-output-format" data-text="Try specifying the output format" tabindex="-1">Try specifying the output format</h3> <p>A common problem is the need for model output to be in a certain format (e.g. markdown, JSON, HTML), especially if the model output needs to be ingested by a downstream task. You can try to produce output in that format by instructing the model to do so within the prompt. Below are two examples:</p> <table> <table class="alternating-even-rows"> <tbody> <tr> <th style="width:40%">Prompt</th> <th style="width:30%">Model response</th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/excel-example.png"/><p>Parse the table in this image into markdown format</p></td> <td> <p>| Subject | Status | Time | Start date | Due on |</p> <p> | ------- | ------ | ---- | --------- | ------ |</p> <p>| Math | Done | 1.5 hrs | 11/29/2023 | 12/1/2023 |</p> <p>| Geography | Done | 30 min | 12/2/2023 | 12/4/2023 |</p> <p>| Physics | In progress | 2 hrs | 12/3/2023 | 12/5/2023 |</p> <p>| Biology | Not started | 6 hrs | 11/2/2016 | 12/6/2023 |</p> </td> </tr> </table> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Prompt</b></th> <th width="30%"><b>Model response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/spanish-meal.png"/> <p>Provide a list of all the following attributes:</p> <p>ingredients, type of cuisine, vegetarian or not, in JSON format</p></td> <td><p><code translate="no" dir="ltr"> <p>```json```</p> <p>{</p> <p>"ingredients": [</p> <p>"rice",</p> <p>"shrimp",</p> <p>"clams",</p> <p>"mussels",</p> <p>"peas",</p> <p>"tomatoes",</p> <p>"onions",</p> <p>"garlic",</p> <p>"olive oil",</p> <p>"paprika",</p> <p>"salt",</p> <p>"pepper"</p> <p>],</p> <p>"type of cuisine": "Spanish",</p> <p>"vegetarian": false</p> </td> </tr> </table> <h3 id="put-your-image-first-for-single-image-prompts" data-text="Put your image first for single-image prompts" tabindex="-1">Put your image first for single-image prompts</h3> <p>While Gemini can interpret image and text in any order within a prompt, placing a single image before the text prompt might lead to better results. In the following samples, you'll notice the image comes first before the text in each prompt.</p> <h2 id="troubleshooting" data-text="Troubleshooting your multimodal prompt" tabindex="-1">Troubleshooting your multimodal prompt</h2> <p>You might need to troubleshoot your prompt if you are not getting a helpful response. Here are a few strategies you could try.</p> <h3 id="if-the-model-is-not-drawing-information-from-the-relevant-part-of-the-image" data-text="If the model is not drawing information from the relevant part of the image" tabindex="-1">If the model is not drawing information from the relevant part of the image</h3> <p>To get a more specific response, you can point out which aspects of the image you want the prompt to draw information from to inform its response.</p> <table> <table class="alternating-even-rows"> <tbody> <tr> <th style="width:40%">Prompt</th> <th style="width:30%">Model response</th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/diapers.png"/><p>How many days will these diapers last a baby?</p></td> <td><p>The diapers will last for 198 days before they run out.</p></td> </tr> </table> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Updated prompt</b></th> <th width="30%"><b>Improved response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/diapers.png"/> <p>How long will these diapers last before I run out?</p> <p>Use the weight shown on the box to determine the child's age, and use the total number of diapers in the box.</p> <p>Divide the total number by how many diapers the child goes through per day.</p></td> <td> <p>The box contains 198 diapers. The box states the diapers are for a child weighing 22-37 lbs.</p> <p>The average child in this weight range is likely between 1 and 2 years old.</p> <p>A 2-year-old typically goes through 6 diapers per day, therefore, the diapers will last around 33 days (198/6).</p> </td> </tr> </table> <h3 id="if-the-model-output-is-too-generic-and-not-tailored-enough-to-the-image-input" data-text="If the model output is too generic and not tailored enough to the image input" tabindex="-1">If the model output is too generic and not tailored enough to the image input</h3> <p>To help the model tailor its response to the image(s), try asking it to describe the images before performing its reasoning task.</p> <table> <table class="alternating-even-rows"> <tbody> <tr> <th style="width:40%">Prompt</th> <th style="width:30%">Model response</th> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/packing.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/mall.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/toilet-paper.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/ocean.jpg"/> <p>What is in common between these images?</p></td> <td><p>All four images are examples of landscape photography.</p></td> </tr> </table> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Updated prompt</b></th> <th width="30%"><b>Improved response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/packing.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/mall.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/toilet-paper.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/ocean.jpg"/> <p>First, describe what's in each image in detail. What's in common between these images?</p></td> <td> <p>The first image shows a person packing a suitcase. The second image shows an empty hallway in a shopping mall. The third image shows a roll of toilet paper. The fourth image shows a dark and stormy sea.</p> <p>The commonality between these images is that they are all examples of liminal spaces. Liminal spaces are places or situations that are in between two other places or situations. They are often characterized by a sense of uncertainty or ambiguity.</p> <p>The first image shows the person in between being at home and being on a trip. The second image shows the hallway in between two stores. The third image is of toilet paper, which can represent a bathroom. A bathroom is a transitional space between private and public realms. It's a place where we prepare ourselves to enter or leave the outside world.</p> <p>The fourth image shows the sea in between being calm and being stormy.</p> <p>Liminal spaces can be both exciting and unsettling. They can be a place of new beginning or a place of endings. They can be a place of reflection or a place of action.</p> </p> </td> </tr> </table> <p>You can also try explicitly asking the model to refer to what's in the image.</p> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Updated prompt</b></th> <th width="30%"><b>Improved response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/packing.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/mall.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/toilet-paper.jpg"/> <img class="fit-picture" src="/static/gemini-api/docs/images/ocean.jpg"/> <p>What is in common between these images? Refer to what's in the images in your response.</p></td> <td> <p>All of the images are related to travel. The first image shows a person packing a suitcase, the second image shows an empty hallway in a shopping mall, the third image shows a stack of toilet paper, and the fourth image shows a dark and stormy sea.</p> <p>These images are all related to travel because they are all things that people need or use when they travel. The first image shows a person packing a suitcase, which is something that people do when they are going on a trip. The second image shows an empty hallway in a shopping mall, which is a place where people often go to buy things for their trips. The third image shows a stack of toilet paper, which is something that people often use when they are traveling. The fourth image shows a dark and stormy sea, which is something that people often encounter when they are traveling.</p> </td> </tr> </table> <p>The same tips work for creative output from images. In the following example with the rabbit, explicitly asking the model to include aspects from the image can improve the output.<p> <table> <table class="alternating-even-rows"> <tbody> <tr> <th style="width:40%">Prompt</th> <th style="width:30%">Model response</th> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/rabbit.jpg"/> <p>Can you write me a poem about this image?</p></td> <td> <p>Little bunny, so soft and brown,<br> Hopping through the field, up and down.<br> Your ears so long, your tail so small,<br> You're the cutest creature of them all.</p> <p>You nibble on the grass, so green and sweet,<br> And hop away when you see me.<br> But I'll always be your friend,<br> Little bunny, until the very end.</p> </td> </tr> </table> <table> <table class= "alternating-even-rows"> <tr> <th width="40%"><b>Updated prompt</b></th> <th width="30%"><b>Improved response</b></th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/rabbit.jpg"/> <p>Can you write me a descriptive and dramatic poem about this image and include the location?</p></td> <td> <p>Little bunny on the green,<br> Ears so long, so keen.<br> What do you see out there,<br> In the distance, where you stare?</p> <p>Is it the ocean blue,<br> Sparkling in the sun's hue?<br> Or the waves that crash and roar,<br> A rhythm that you adore?</p> <p>Little bunny, tell me true,<br> What captures your attention so?<br> Is it the salty breeze,<br> Or the seagulls' cries that please?</p> <p>Perhaps it's the vastness of it all,<br> A world so big and small.<br> A place where dreams can roam,<br> And adventures can be sown.</p> <p>Little bunny, I wonder what you dream,<br> As you sit on the grass, so serene.<br> Do you yearn to explore the deep,<br> Or stay on land, where you can leap?</p> <p>Whatever it may be, little bunny,<br> Keep that spark of wonder burning brightly.<br> For in your dreams and aspirations,<br> Lies a world waiting for your creation.</p> </td> </tr> </table> <h3 id="troubleshooting-which-part-of-the-prompt-failed" data-text="Troubleshooting which part of the prompt failed" tabindex="-1">Troubleshooting which part of the prompt failed</h3> <p>It can be hard to know whether a prompt failed because the model didn't <strong>understand the image</strong> to begin with, or if it did understand the image but did not perform the correct<strong> reasoning steps</strong> afterward.</p> <p>To disambiguate between those reasons, ask the model to describe what's in the image.</p> <p>In this example below, if the model responds with a snack that seems surprising when paired with tea (e.g. popcorn), you can first troubleshoot to determine whether the model correctly recognized that the image contains tea.</p> <table> <table class="alternating-even-rows"> <tbody> <tr> <th style="width:40%">Prompt</th> <th style="width:30%">Prompt for troubleshooting</th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/tea-set.png"/><p>What's a snack I can make in 1 minute that would go well with this?</p></td> <td><img class="fit-picture" src="/static/gemini-api/docs/images/tea-set.png"/><p>Describe what's in this image. </p></td> </tr> </table> <p>Another strategy is to ask the model to explain its reasoning. That can help you narrow down which part of the reasoning broke down, if any.<p> <table> <table class="alternating-even-rows"> <tbody> <tr> <th style="width:40%">Prompt</th> <th style="width:30%">Prompt for troubleshooting</th> </tr> <tr> <td><img class="fit-picture" src="/static/gemini-api/docs/images/tea-set.png"/><p>What's a snack I can make in 1 minute that would go well with this?</p></td> <td><img class="fit-picture" src="/static/gemini-api/docs/images/tea-set.png"/><p>What's a snack I can make in 1 minute that would go well with this? Please explain why.</p></td> </tr> </table> <h3 id="tuning-the-sampling-parameters" data-text="Tuning the sampling parameters" tabindex="-1">Tuning the sampling parameters</h3> <p>In each request, you send not only the multimodal prompt but a set of sampling parameters to the model. The model can generate different results for different parameter values. Experiment with the different parameters to get the best values for the task. The most commonly adjusted parameters are the following:</p> <ul> <li>Temperature</li> <li>top-P</li> <li>top-K</li> </ul> <h4 id="temperature" data-text="Temperature" tabindex="-1">Temperature</h4> <p>Temperature is used for sampling during response generation, which occurs when top-P and top-K are applied. Temperature controls the degree of randomness in token selection. Lower temperatures are good for prompts that require a more deterministic and less open-ended or creative response, while higher temperatures can lead to more diverse or creative results. A temperature of 0 is deterministic, meaning that the highest probability response is always selected.<br> <p>For most use cases, try starting with a temperature of 0.4. If you need more creative results, try increasing the temperature. If you observe clear hallucinations, try reducing the temperature.</p> <h4 id="top-k" data-text="Top-K" tabindex="-1">Top-K</h4> <p>Top-K changes how the model selects tokens for output. A top-K of 1 means the next selected token is the most probable among all tokens in the model's vocabulary (also called greedy decoding), while a top-K of 3 means that the next token is selected from among the three most probable tokens by using temperature.<br> <p>For each token selection step, the top-K tokens with the highest probabilities are sampled. Then tokens are further filtered based on top-P with the final token selected using temperature sampling.</p> <p>Specify a lower value for less random responses and a higher value for more random responses. The default value of top-K is 32.</p> <h4 id="top-p" data-text="Top-P" tabindex="-1">Top-P</h4> <p>Top-P changes how the model selects tokens for output. Tokens are selected from the most (see top-K) to least probable until the sum of their probabilities equals the top-P value. For example, if tokens A, B, and C have a probability of 0.6, 0.3, 0.1 and the top-P value is 0.9, then the model will select either A or B as the next token by using temperature and excludes C as a candidate.<br> <p>Specify a lower value for less random responses and a higher value for more random responses. The default value of top-P is 1.0.</p> <h2 id="next-steps" data-text="Next steps" tabindex="-1">Next steps</h2> <ul> <li>Try writing your own multimodal prompts using <a href="http://aistudio.google.com">Google AI Studio</a>.</li> <li>For more guidance on prompt design, see the <a href="/gemini-api/docs/prompting-strategies">Prompt strategies</a> page.</li> </ul> <link href="/site-assets/css/style.css?v=2" rel="stylesheet" data-page-link><link href="https://fonts.googleapis.com/css2?family=Google+Symbols:opsz,wght,FILL,GRAD@20..48,100..700,0..1,-50..200" rel="stylesheet" data-page-link> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Gemini API" product-id="5292923" bucket="documentation" context="" version="t-devsite-webserver-20250211-r00-rc00.466928218230179509" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v38a693baeb774512feb42f10aac8f755d8791ed41119b5be7a531f8e16f8279f/googledevai/images/touchicon-180-new.png" > <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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