what is mistral-on-device?

Generated on 7/30/2024

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Mistral-on-device refers to the capability of running the Mistral model, a type of large language model, directly on Apple devices using Core ML. This allows developers to leverage the power of Mistral for various applications without needing to rely on cloud-based services, thus ensuring better performance and privacy.

The process involves converting the Mistral model into the Core ML format and optimizing it for execution on Apple hardware, such as the CPU, GPU, and neural engine. This includes techniques like quantization and efficient key-value caching to enhance performance and reduce memory usage.

For more details, you can refer to the session Explore machine learning on Apple platforms and Platforms State of the Union.

Relevant Sessions

  1. Explore machine learning on Apple platforms
  2. Platforms State of the Union
  3. Deploy machine learning and AI models on-device with Core ML
  4. Bring your machine learning and AI models to Apple silicon