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pmetal-trainer

v0.4.0 Experimental

Training loops and optimization for PMetal

MIT OR Apache-2.0 Edition 2024 MSRV 1.86
AlgorithmsScience #machine-learning#mlx#llm#fine-tuning#apple-silicon

Quick Verdict

  • โœ“Actively maintained (updated 4d ago)
  • !Pre-1.0: API may have breaking changes
  • !Heavy dependency tree (28 direct deps)
  • โœ“Permissive license (MIT OR Apache-2.0)

Security

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Downloads
313
Dependents
50
Releases
18
Size
309KB

Deep Insights

๐Ÿ“Š
Download activity

314 downloads in the last 30 days (10/day avg).

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Prolific maintainer

The primary maintainer publishes 81 crates. This suggests deep Rust expertise and long-term commitment to the ecosystem.

๐Ÿ“ฆ
Heavy dependency tree

28 direct dependencies. Consider the impact on compile times and supply chain complexity.

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Used by top crates

Notable dependents include pmetal, pmetal-cli, pmetal-py. When high-quality crates choose pmetal-trainer, it's a strong quality signal.

Health Breakdown

Maintenance 16/25

Recency, release consistency, active ratio

Quality 12/25

Yanked ratio, deps, size, maturity, features

Community 11/20

Reverse deps, ownership, ecosystem

Popularity 3/15

Downloads, momentum, growth trend

Documentation 12/15

Docs, repo, license, metadata

Download Trend

Daily downloads ยท last 90 days
3/day avg
010203012/291/162/32/213/113/28

Top Dependents

Most downloaded crates that depend on pmetal-trainer

Version Adoption

v0.1.2
24%
v0.2.1
21%
v0.3.4
18%
v0.3.6
18%
v0.1.0
17%

Release Timeline

18 releasessince 2026
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Feature Flags

default =["ane", "hub"]

ane*hub*distributedtensorboardexperimental-trainers

README

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Maintainers

Dependencies
28
direct dependencies
Dependents
50
crates depend on pmetal-trainer

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