Public preview · figures are illustrative fixture data, attributed to their source · data to May 2025 · read-only
Tool · Inference runtime · Apple

MLX-LM

Run LLMs with MLX

License
PermissiveMIT License
Language
Python
Latest release
22 Apr 2026MLX-LM v0.31.3
Measurements
1with this runtime

Relationships

No relationships recorded.

Releases & news

  1. MLX-LM v0.31.3
    Lots of bugfixes
  2. MLX-LM v0.31.2
    Caching system prompt and user messages for non-trimmable caches
  3. MLX-LM v0.31.0
    Fix save/load of CacheList by @angeloskath in https://github.com/ml-explore/mlx-lm/pull/886
  4. MLX-LM v0.30.7
    Fix Kimi Linear by @kernelpool in https://github.com/ml-explore/mlx-lm/pull/853
  5. MLX-LM v0.30.6
    Transformers v5 by @awni in https://github.com/ml-explore/mlx-lm/pull/811
  6. MLX-LM v0.30.5
    import logging as it throws no logging error in place of actual error by @Maanas-Verma in https://github.com/ml-explore/mlx-lm/pull/778
  7. MLX-LM v0.30.4
    Add AWQ/GPTQ weight transformation utilities by @ericcurtin in https://github.com/ml-explore/mlx-lm/pull/730
  8. MLX-LM v0.30.2
    Fix mlx-lm release by @awni in https://github.com/ml-explore/mlx-lm/pull/733
  9. MLX-LM v0.30.1
    custom dsv32 chat template by @awni in https://github.com/ml-explore/mlx-lm/pull/693
  10. MLX-LM v0.30.0
    fix: server busy-waiting during idle request polling by @zenyr in https://github.com/ml-explore/mlx-lm/pull/674

Measured performance with this runtime

Throughput members and projects recorded, in tokens per secondHow fast the model writes its answer; about 10 tokens per second reads like comfortable typing..

Model · quantizationSystemRuntimeContextMeasurementsSource
Llama 3.3 70B Instruct MLX 4-bit (MLX Community)MacBook Pro M4 Max 128 GBMLX-LMmetal · 0.21.04K
11.2 tok/s · Generation throughput
41 GB · Peak memory
110 tok/s · Prompt throughput
4,200 ms · Time to first token
Mutinai illustrative fixtures

Reviews

Contributions are not open yet, so there is nothing here from members.

Sources & history

Sources

  • GitHub (live source, 2 records, 13 Sept 2026)

External identifiers

Field history

  • homepageUrl = null GitHub (current)
  • homepageUrl = null GitHub
  • primaryLanguage = "Python" GitHub (current)
  • primaryLanguage = "Python" GitHub
  • summary = "Run LLMs with MLX" GitHub (current)
  • summary = "Run LLMs with MLX" GitHub