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MLX-LM

Fine-tuning Intermediate Open source Free

A Python package for running and fine-tuning LLMs on Apple Silicon via the MLX framework, the native path for training on a Mac.

Strengths

  • Runs thousands of Hugging Face models on Apple Silicon with a single command
  • LoRA, QLoRA, and full fine-tuning, including on quantised models
  • Built-in quantisation and model uploading

Weaknesses

  • Apple Silicon only: no cross-platform support
  • Models large relative to the machine memory run slowly
  • Some tokenizers need trust_remote_code, adding friction

At a glance

Licence
MIT
Pricing
Free
Platforms
macOS
GPU required
No

Links

Works with

Related guides

See also

Glossary

Our coverage

Entry last verified 18 August 2026.