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