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Data eXplore : Data Science, ML, Big Data, LLMs and AI Security Data eXplore : Data Science, ML, Big Data, LLMs and AI Security @dataxplore · 586 subscribers
Post #1694 111
✔️ GenAI directly on device :

Chrome, Chromebook Plus, Pixel Watch with LiteRT-LM - a framework for running LLMs directly on the device (offline), with minimal latency and no API calls.

🟢 Key points:
- LiteRT-LM is already used inside Gemini Nano / Gemma on Chrome, Chromebook Plus, and Pixel Watch.

- Runs on the device: no delays from remote servers

- Open C++ interface (preview) for integration into custom solutions.

- If you are developing applications, this is a useful.

- Provides access to Local GenAI

- Architecture: Engine + Session
  • Engine holds the base model, resources - shared across all functions
  • Session - context for individual tasks, with cloning, copy-on-write, and lightweight switching capabilities

- Supports hardware acceleration (CPU / GPU / NPU) and cross-platform compatibility (Android, Linux, macOS, Windows, etc.)

- For Pixel Watch, a minimal “pipeline” is used - only necessary components - to fit memory and binary size constraints


🟠 Open-sourced for running GenAI on devices:
- LiteRT - a fast “engine” that runs individual AI models on the device.

- LiteRT-LM - a C++ interface for working with LLMs. It combines several tools: prompt caching, context storage, session cloning, etc.

- LLM Inference API - ready-made interfaces for developers (Kotlin, Swift, JS). They work on top of LiteRT-LM to easily embed GenAI into applications.


#AI #Google #LiteRT #LiteRTLM #GenAI #EdgeAI #OnDeviceAI #LLM

🤖 Data Science, ML & Big Data with @DataXplore
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