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Apple MLX on-device
Shares tags: deploy, self-hosted, mobile/device
AI Tool
Unlock the Power of Language with MLC LLM
Seamlessly deploy quantized LLMs across iOS, Android, and WebGPU for efficient offline inference.
Visit MLC LLM→
DeploySelf-HostedMobile/Device
1Universal cross-platform support for browsers and devices
2Personalize and fine-tune models with ease and efficiency
3Enhanced performance with state-of-the-art optimizations
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.
- 1Support for iOS, Android, and multiple WebGPU platforms
- 2Optimized for a wide range of consumer GPUs
- 3Designed 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.
- 1Continuous batching and speculative decoding for improved performance
- 2Paged KV management and common prefix caching for efficient resource use
- 3Fast 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.
- 1Create personalized models for specialized applications
- 2Develop offline AI solutions for low-latency environments
- 3Implement local AI applications without cloud dependencies
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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.