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README.md
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title: LiteRT
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sdk: static
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---
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title: LiteRT-LM
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emoji: π
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colorFrom: blue
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app_file: index.html
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---
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# LiteRT-LM
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LiteRT-LM is Google's production-ready, high-performance, open-source inference
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framework for deploying Large Language Models on edge devices.
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π [Product Website](https://ai.google.dev/edge/litert-lm)
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## π₯ What's New: Gemma 4 support with LiteRT-LM
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Deploy [Gemma 4](https://blog.google/innovation-and-ai/technology/developers-tools/gemma-4/)
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across a broad range of hardware with stellar performance
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([blog](https://developers.googleblog.com/bring-state-of-the-art-agentic-skills-to-the-edge-with-gemma-4/)).
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π Try on Linux, macOS, Windows (WSL) or Raspberry Pi with the
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[LiteRT-LM CLI](https://ai.google.dev/edge/litert-lm/cli):
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```bash
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litert-lm run \
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--from-huggingface-repo=litert-community/gemma-4-E2B-it-litert-lm \
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gemma-4-E2B-it.litertlm \
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--prompt="What is the capital of France?"
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```
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## π Key Features
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- π± **Cross-Platform Support**: Android, iOS, Web, Desktop, and IoT (e.g.
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Raspberry Pi).
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- π **Hardware Acceleration**: Peak performance via GPU and NPU accelerators.
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- ποΈ **Multi-Modality**: Support for vision and audio inputs.
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- π§ **Tool Use**: Function calling support for agentic workflows.
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- π **Broad Model Support**: Gemma, Llama, Phi-4, Qwen, and more.
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---
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## π Production-Ready for Google's Products
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LiteRT-LM powers on-device GenAI experiences in **Chrome**, **Chromebook Plus**,
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**Pixel Watch**, and more.
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You can also try the
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[Google AI Edge Gallery](https://github.com/google-ai-edge/gallery) app to run
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models immediately on your device.
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| **Install the app today from Google Play** | **Install the app today from App Store** |
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| :---: | :---: |
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| <a href='https://play.google.com/store/apps/details?id=com.google.ai.edge.gallery'><img alt='Get it on Google Play' height="120" src='https://play.google.com/intl/en_us/badges/static/images/badges/en_badge_web_generic.png'/></a> | <a href="https://apps.apple.com/us/app/google-ai-edge-gallery/id6749645337?itscg=30200&itsct=apps_box_badge&mttnsubad=6749645337" style="display: inline-block;"> <img src="https://toolbox.marketingtools.apple.com/api/v2/badges/download-on-the-app-store/black/en-us?releaseDate=1771977600" alt="Download on the App Store" style="width: 246px; height: 90px; vertical-align: middle; object-fit: contain;" /></a> |
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### π° Blogs & Announcements
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| Link | Description |
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| :--- | :--- |
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| [Bring state-of-the-art agentic skills to the edge with Gemma 4](https://developers.googleblog.com/bring-state-of-the-art-agentic-skills-to-the-edge-with-gemma-4/) | Deploy Gemma 4 in-app and across a broader range of devices with stellar performance and broad reach using LiteRT-LM. |
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| [On-device GenAI in Chrome, Chromebook Plus and Pixel Watch](https://developers.googleblog.com/on-device-genai-in-chrome-chromebook-plus-and-pixel-watch-with-litert-lm/) | Deploy language models on wearables and browser-based platforms using LiteRT-LM at scale. |
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| [On-device Function Calling in Google AI Edge Gallery](https://developers.googleblog.com/on-device-function-calling-in-google-ai-edge-gallery/) | Explore how to fine-tune FunctionGemma and enable function calling capabilities powered by LiteRT-LM Tool Use APIs. |
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| [Google AI Edge small language models, multimodality, and function calling](https://developers.googleblog.com/google-ai-edge-small-language-models-multimodality-rag-function-calling/) | Latest insights on RAG, multimodality, and function calling for edge language models. |
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---
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## π Quick Start
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### π Key Links
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- π [Technical Overview](https://ai.google.dev/edge/litert-lm/overview) including performance benchmarks, model support, and more.
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- π [LiteRT-LM CLI Guide](https://ai.google.dev/edge/litert-lm/cli) including installation, getting started, and advanced usage.
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### β‘ Quick Try (No Code)
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Try LiteRT-LM immediately from your terminal without writing a single line of code using [`uv`](https://docs.astral.sh/uv/getting-started/installation/):
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```bash
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uv tool install litert-lm
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litert-lm run \
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--from-huggingface-repo=google/gemma-3n-E2B-it-litert-lm \
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gemma-3n-E2B-it-int4 \
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--prompt="What is the capital of France?"
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```
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---
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### π Supported Language APIs
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Ready to get started? Explore our language-specific guides and setup instructions.
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| Language | Status | Best For... | Documentation |
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| :--- | :--- | :--- | :--- |
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| **Kotlin** | β
Stable | Android apps & JVM | [Android (Kotlin) Guide](https://ai.google.dev/edge/litert-lm/android) |
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| **Python** | β
Stable | Prototyping & Scripting | [Python Guide](https://ai.google.dev/edge/litert-lm/python) |
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| **C++** | β
Stable | High-performance native | [C++ Guide](https://ai.google.dev/edge/litert-lm/cpp) |
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| **Swift** | π In Dev | Native iOS & macOS | (Coming Soon) |
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#### ποΈ Build From Source
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This [guide](./docs/getting-started/build-and-run.md) shows how you can
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compile LiteRT-LM from source. If you want to build the program from source,
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you should checkout the stable [](https://github.com/google-ai-edge/LiteRT-LM/releases/latest) tag.
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---
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## π¦ Releases
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- **v0.10.1**: Deploy [Gemma 4](https://blog.google/innovation-and-ai/technology/developers-tools/gemma-4/) with stellar performance ([blog](https://developers.googleblog.com/bring-state-of-the-art-agentic-skills-to-the-edge-with-gemma-4/)) and introduce [LiteRT-LM CLI](https://ai.google.dev/edge/litert-lm/cli).
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- **v0.9.0**: Improvements to function calling capabilities, better app performance stability.
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- **v0.8.0**: Desktop GPU support and Multi-Modality.
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- **v0.7.0**: NPU acceleration for Gemma models.
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For a full list of releases, see [GitHub Releases](https://github.com/google-ai-edge/LiteRT-LM/releases).
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