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pmetal-mhc

v0.4.0 Experimental

Manifold-Constrained Hyper-Connections (mHC) for stable deep network training

MIT OR Apache-2.0 Edition 2024
ScienceMathematics #deep-learning#training#transformer#residual-connections

Quick Verdict

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

Security

Checking security advisories...
Downloads
261
Dependents
18
Releases
18
Size
42KB

Deep Insights

๐Ÿ“Š
Download activity

261 downloads in the last 30 days (9/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.

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Compact crate

At 41KB, pmetal-mhc is lightweight. Small crate size correlates with focused, well-scoped functionality.

Health Breakdown

Maintenance 16/25

Recency, release consistency, active ratio

Quality 13/25

Yanked ratio, deps, size, maturity, features

Community 9/20

Reverse deps, ownership, ecosystem

Popularity 3/15

Downloads, momentum, growth trend

Documentation 10/15

Docs, repo, license, metadata

Download Trend

Daily downloads ยท last 90 days
3/day avg
051015202512/291/162/32/213/113/28

Top Dependents

Most downloaded crates that depend on pmetal-mhc

Version Adoption

v0.1.2
24%
v0.2.1
20%
v0.3.4
19%
v0.3.13
19%
v0.1.0
18%

Release Timeline

18 releasessince 2026
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Feature Flags

default =["metal"]

cudametal*

README

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Maintainers

Dependencies
17
direct dependencies
Dependents
18
crates depend on pmetal-mhc

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