Apple MLX on-device
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AI Tool
Unlock the Power of Language with MLC LLM
Seamlessly deploy quantized LLMs across iOS, Android, and WebGPU for efficient offline inference.
Universal cross-platform support for browsers and devicesPersonalize and fine-tune models with ease and efficiencyEnhanced performance with state-of-the-art optimizations
Tags
DeploySelf-HostedMobile/Device
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overview
What is MLC LLM?
MLC LLM is a comprehensive compiler stack designed to bring large language models to various operating systems and devices. It empowers developers and researchers to harness the capabilities of quantized LLMs for offline inference, enabling powerful AI applications on mobile and edge devices.
- Support for iOS, Android, and multiple WebGPU platforms
- Optimized for a wide range of consumer GPUs
- Designed for both research and commercial applications
features
Key Features
MLC LLM is packed with features that streamline model deployment and enhance performance. By incorporating system-level optimizations and modular APIs, it simplifies the integration process for developers and researchers alike.
- Continuous batching and speculative decoding for improved performance
- Paged KV management and common prefix caching for efficient resource use
- Fast attention mechanisms via FlashInfer for rapid inference
use_cases
Use Cases
Whether you're a researcher needing custom model deployment or a developer seeking to integrate powerful AI capabilities into your applications, MLC LLM offers flexible solutions for various use cases. Experience the ease of leveraging AI on any device without the need for cloud services.
- Create personalized models for specialized applications
- Develop offline AI solutions for low-latency environments
- Implement local AI applications without cloud dependencies
Frequently Asked Questions
What platforms does MLC LLM support?
MLC LLM supports a wide array of platforms including iOS, Android, WebGPU, and various consumer GPUs, ensuring broad compatibility.
Can I customize my models with MLC LLM?
Yes! MLC LLM allows for easy fine-tuning of open-source models, letting you share personalized weights without extensive recompilation.
Is MLC LLM suitable for commercial use?
Absolutely! MLC LLM is designed with highly permissive licensing, making it suitable for both research and commercial applications.