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Epistates/pmetal

83

Powdered Metal — High performance LLM fine-tuning framework for Apple Silicon

What's novel

Powdered Metal — High performance LLM fine-tuning framework for Apple Silicon

Code Analysis

Implements a high-performance, fused CUDA/Metal kernel for knowledge distillation loss computation (KL divergence, reverse KL, JS divergence) that handles large vocabularies and mixed precision in a single GPU pass.

Score Breakdown

Innovation
6 (25%)
Craft
80 (35%)
Traction
34 (15%)
Scope
81 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+1
Concept Novelty+2

Craft

Ci+5
Tests+8
Polish+5
Releases+5
Has License+5
Code Quality+16
Readme Quality+15
Recent Activity+7
Structure Quality+5
Commit Consistency+4
Has Dependency Mgmt+5

Traction

Forks+6
Stars+20
Hn Points+0
Watchers+3
Early Traction+5
Devto Reactions+0
Community Contribs+0

Scope

Commits+8
Languages+8
Subsystems+5
Bloat Penalty+0
Completeness+7
Contributors+5
Authored Files+15
Readme Code Match+3
Architecture Depth+7
Implementation Depth+8

Evidence

Commits

148

Contributors

1

Files

433

Active weeks

7

TestsCI/CDREADMELicenseContributing

Repository

Language

Rust

Stars

22

Forks

2

License

NOASSERTION