Generative AI on Android | Android Developers

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track-metadata-eventdetail="AI"> AI </a></li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div><a href="https://developer-android-com.translate.goog/ai/generativeai?_x_tr_sl=auto&_x_tr_tl=en&_x_tr_hl=auto" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="4" track-type="globalNav" track-name="breadcrumb" track-metadata-position="4" track-metadata-eventdetail=""> Guides </a></li> </ul><devsite-thumb-rating position="header"> </devsite-thumb-rating> </div> <h1 class="devsite-page-title" tabindex="-1">Generative AI on Android</h1><devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <div class="devsite-page-title-meta"> <devsite-view-release-notes></devsite-view-release-notes> </div><devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded> </devsite-toc> <devsite-recommendations-dropdown class="nocontent"></devsite-recommendations-dropdown> <div class="devsite-article-body clearfix "> <div class="video-wrapper-full-width"><devsite-video video-id="fHUH9730vZE" data-showinfo="0"> </devsite-video> </div> <p>At Google I/O '24, we unveiled a vision of Android reimagined with AI at its core. Find the top 3 updates for building with AI on Android for Android developers in this video.</p> <h2 id="choose-generative" data-text="Choose the generative AI solution that's right for you" tabindex="-1">Choose the generative AI solution that's right for you</h2> <p>This document gives an overview of generative AI on Android, including available Gemini models and associated SDKs.</p> <h3 id="high-performance" data-text="High performance on-device AI" tabindex="-1">High performance on-device AI</h3> <p><img src="/static/images/ai/gemini-icon.png" alt="Gemini icon" width="150px" class="attempt-right"></p> <p>On supported Android devices you can deliver rich generative AI experiences without needing a network connection or moving data off-device. On-device generative AI models such as Gemini Nano are great solutions for use-cases where low latency, low cost, and privacy safeguards are your primary concerns.</p> <h4 id="on-device-use-cases" data-text="Use cases" tabindex="-1">Use cases</h4> <ul> <li><strong>AI-enhanced content consumption</strong>: text summarization, document question answering, and entity extraction.</li> <li><strong>AI-assisted content generation</strong>: proofreading, grammar correction, writing assistance, and contextual smart replies.</li> <li><strong>Classifying text</strong>: sentiment or mood analysis</li> <li><strong>Privacy</strong>: unlocks generative AI features while keeping data on-device</li> </ul> <h4 id="on-device-solution" data-text="Solutions" tabindex="-1">Solutions</h4> <p>Use the Google AI Edge SDK to leverage Gemini Nano inference on-device. Gemini Nano is now publicly available for experimental access.</p> <p><a href="https://developer-android-com.translate.goog/ai/aicore?_x_tr_sl=auto&_x_tr_tl=en&_x_tr_hl=auto" class="button">Learn more about Gemini Nano</a></p> <p>Deliver custom models for on-device AI features more efficiently with Play for On-device AI. Google Play simplifies launching, targeting, versioning, downloading, and updating your on-device models, helping you to improve user experience while keeping your app's size optimized. Play for On-device AI is available at no extra cost. Complete the form if you are interested in Play for On-device AI early access.</p> <p><a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://forms.gle/udLiRgA6zFzpfxZy9" class="button">Sign up for Play for On-device AI early access</a></p> <h3 id="multimodal-cloud" data-text="Multimodal Cloud AI with Google's most capable models" tabindex="-1">Multimodal Cloud AI with Google's most capable models</h3> <p>You can create multimodal generative AI experiences in your apps by taking advantage of foundation models running inference in the cloud like the Gemini Pro models. These models are a great solution when you want to support the widest possible range of Android devices.</p> <h4 id="cloud-use-cases" data-text="Use cases" tabindex="-1">Use cases</h4> <ul> <li><strong>Image and video description and captioning</strong>: identifying objects and describing them in text</li> <li><strong>Multimodal reasoning</strong>: processing text, image, and video content</li> <li><strong>Text generation</strong>: summarize articles, answer questions about textual content, extract entities.</li> <li><strong>Response formatting</strong>: format the model response to JSON or Markdown</li> </ul> <h4 id="cloud-solutions" data-text="Solutions" tabindex="-1">Solutions</h4> <p>To bring your AI experiences into production, use Vertex AI in Firebase. The Firebase SDK provides access to Gemini models but also offers security and configuration options that are critical for production apps. In addition, Firebase includes production-level support and features across various mobile platforms.</p> <p><a href="https://developer-android-com.translate.goog/ai/vertex-ai-firebase?_x_tr_sl=auto&_x_tr_tl=en&_x_tr_hl=auto" class="button">Learn more about Vertex AI in Firebase</a></p> <h3 id="ai-enterprises" data-text="AI for Enterprises" tabindex="-1">AI for Enterprises</h3> <p><img src="/static/images/ai/vertex-logo-color.png" alt="Vertex AI icon" width="150px" class="attempt-right"></p> <p>Vertex AI is Google's fully-managed, unified AI development platform for AI. Enterprises can use Google's Vertex AI platform to deliver customized AI experiences to Android devices using backend integrations. Build, train, and deploy AI applications on Google's scalable, world-class infrastructure. It's a great solution for enterprise-scale AI, with access to over 130 models and tools including AI Studio, Agent Builder, and Gemini models.</p> <h4 id="vertex-use-cases" data-text="Use cases" tabindex="-1">Use cases</h4> <ul> <li>Custom model training and delivery</li> <li>Image and video generation</li> <li>Virtual agents, customer support</li> <li>Speech to text, natural language processing</li> </ul> <h4 id="vertex-solution" data-text="Solution" tabindex="-1">Solution</h4> <p>Use Google's Vertex AI platform to build custom AI applications and connect Android apps to the service layer.</p> <p><a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://cloud.google.com/vertex-ai/generative-ai/docs/learn/overview" class="button">Learn more about Vertex AI</a></p> <h3 id="additional-resources" data-text="Additional resources" tabindex="-1">Additional resources</h3> <ul> <li><a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://cloud.google.com/vertex-ai/generative-ai/docs/learn/overview" class="external">Vertex AI overview</a></li> <li><a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://cloud.google.com/vertex-ai" class="external">Vertex AI with Gemini 1.5 Pro</a></li> <li><a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://www.cloudskillsboost.google/paths/183" class="external">Generative AI for Developers Learning Path</a></li> </ul> <h2 id="responsible_generative_ai_toolkit" data-text="Responsible Generative AI Toolkit" tabindex="-1">Responsible Generative AI Toolkit</h2> <p>AI models should be aligned with safety policies, evaluated for fairness and accuracy, and designed to be transparent. The <a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://ai.google.dev/responsible">Responsible Generative AI Toolkit</a> provides help and guidance for you to design, build, evaluate and deploy open AI models responsibly.</p> <h2 id="gemini-android" data-text="Gemini in Android Studio" tabindex="-1">Gemini in Android Studio</h2> <p><a href="https://developer-android-com.translate.goog/studio/preview/gemini?_x_tr_sl=auto&_x_tr_tl=en&_x_tr_hl=auto">Gemini in Android Studio</a> is a coding companion for Android development. It's powered by artificial intelligence and can understand natural language. It helps you be more productive by answering your Android development queries. Gemini can help you find relevant resources, learn best practices, and save time.</p> <h2 id="reference" data-text="Reference" tabindex="-1">Reference</h2> <h3 id="reference-apis-sdks" data-text="Google APIs and SDKs for Gen AI on Android" tabindex="-1">Google APIs and SDKs for Gen AI on Android</h3> <table> <tbody> <tr> <td><p><strong>Environment</strong></p></td> <td><p><strong>API or SDK</strong></p></td> <td><p><strong>Supported Model(s)</strong></p></td> <td><p><strong>Availability</strong></p></td> <td><p><strong>Recommended usage</strong></p></td> </tr> <tr> <td><p>Android integration with on-device inference</p></td> <td><p><a href="https://developer-android-com.translate.goog/ai/gemini-nano?_x_tr_sl=auto&_x_tr_tl=en&_x_tr_hl=auto">Google AI Edge SDK</a></p></td> <td><p>Gemini Nano</p></td> <td><p>Public experimental access</p></td> <td><p>Experimental</p></td> </tr> <tr> <td></td> <td><p><a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://firebase.google.com/docs/vertex-ai/get-started?platform%3Dandroid">Vertex AI in Firebase SDK</a></p></td> <td><p>Gemini 1.5 Flash<br> Gemini 1.5 Pro<br> Gemini 1.0 Pro</p></td> <td><p>Generally available (GA)</p></td> <td><p>Recommended for production</p></td> </tr> <tr> <td><p>Backend integration with cloud inference</p></td> <td><p><a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://cloud.google.com/vertex-ai/">Vertex AI platform</a></p></td> <td><p>130+ foundation models (including Gemini 1.5 models)</p></td> <td><p>Generally available (GA)</p></td> <td><p>Recommended for production</p></td> </tr> <tr> <td><p>Android integration with on-device inference</p></td> <td><p><a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://developers.google.com/mediapipe/solutions/genai/llm_inference">MediaPipe LLM inference</a></p></td> <td><p>Gemma 2B<br> Falcon 1B<br> Stable LM 3B<br> Phi-2</p></td> <td><p>Experimental</p></td> <td></td> </tr> </tbody> </table> <h3 id="model-reference" data-text="Google generative AI models" tabindex="-1">Google generative AI models</h3> <p>Google offers multiple generative AI models that you can use in your Android app.</p> <table> <tbody> <tr> <td><p><strong>Environment</strong></p></td> <td><p><strong>Model</strong></p></td> <td><p><strong>Type (Cost)</strong></p></td> <td><p><strong>Supported input formats</strong></p></td> <td><p><strong>Output data</strong></p></td> </tr> <tr> <td><p>On-device</p></td> <td><p>Gemini Nano</p></td> <td><p>No-cost</p></td> <td><p>Text, image</p></td> <td><p>Text</p></td> </tr> <tr> <td><p>Cloud</p></td> <td><p>Gemini 1.5 Flash</p></td> <td><p>No-cost/Paid</p></td> <td><p>Text, image, video, audio</p></td> <td><p>Text</p></td> </tr> <tr> <td></td> <td><p>Gemini 1.5 Pro</p></td> <td><p>No-cost/Paid</p></td> <td><p>Text, image, video, audio</p></td> <td><p>Text</p></td> </tr> <tr> <td></td> <td><p>Gemini 1.0 Pro</p></td> <td><p>No-cost/Paid</p></td> <td><p>Text</p></td> <td><p>Text</p></td> </tr> <tr> <td><p>On-device, cloud</p></td> <td><p>Gemma & Gemma 2</p></td> <td><p>No-cost (open model)</p></td> <td><p>Text</p></td> <td><p>Text</p></td> </tr> </tbody> </table> <p>For complete details on each model's capabilities, including token and rate limits, see <a href="https://translate.google.com/website?sl=auto&tl=en&hl=auto&u=https://firebase.google.com/docs/vertex-ai/gemini-models" class="external">Gemini models</a>.</p><devsite-hats-survey class="nocontent" hats-id="VxqvKSur40kxBYCLVTd0SSGykbno" listnr-id="5207477"></devsite-hats-survey> </div><devsite-recommendations display="in-page" hidden yield> </devsite-recommendations> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-recommendations id="recommendations-link" yield></devsite-recommendations> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Content and code samples on this page are subject to the licenses described in the <a href="https://developer-android-com.translate.goog/license?_x_tr_sl=auto&_x_tr_tl=en&_x_tr_hl=auto">Content License</a>. 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