Decision Workspace
brainwires-training vs qlora-rs vs peft-rs
Side-by-side comparison of Rust crates
52
brainwires-training
experimentalv0.6.0
Model training and fine-tuning for the Brainwires Agent Framework — cloud fine-tuning and local LoRA/QLoRA/DoRA training
57
qlora-rs
experimentalv1.0.5
4-bit quantized LoRA (QLoRA) implementation with dual GGUF and Candle native export for Rust
52
peft-rs
experimentalv1.0.3
Comprehensive PEFT (Parameter-Efficient Fine-Tuning) adapter library for Rust
Core Metrics
| brainwires-training | qlora-rs | peft-rs | |
|---|---|---|---|
| Health Score | 52 | 57 | 52 |
| Total Downloads | 104 | 435 | 627 |
| 30d Downloads | 104 | 110 | 130 |
| Dependents | 14 | 12 | 17 |
| Releases | 6 | 5 | 5 |
| Last Updated | 4d ago | 58d ago | 58d ago |
| Age | 18d | 2m | 2m |
Health Breakdown
brainwires-training
Maintenance
14
Quality
13
Community
8
Popularity
2
Documentation
15
qlora-rs
Maintenance
13
Quality
17
Community
9
Popularity
3
Documentation
15
peft-rs
Maintenance
13
Quality
16
Community
8
Popularity
3
Documentation
12
Technical Details
| brainwires-training | qlora-rs | peft-rs | |
|---|---|---|---|
| Version | 0.6.0 | 1.0.5 | 1.0.3 |
| Stable (≥1.0) | ✗ No | ✓ Yes | ✓ Yes |
| License | MIT OR Apache-2.0 | MIT | MIT |
| Dependencies | 29 | 18 | 13 |
| Crate Size | 97KB | 81KB | 107KB |
| Features | 6 | 5 | 2 |
| Yanked % | 0.0% | 0.0% | 0.0% |
| Edition | 2024 | 2021 | 2021 |
| MSRV | 1.91 | 1.92 | 1.92 |
| Owners | 1 | 1 | 1 |
Links
Quick Verdict
- •qlora-rs leads with a health score of 57/100, but none of the options score above 80.
- •peft-rs has the most downloads (627), suggesting wider adoption.
- •brainwires-training is pre-1.0 — API may change.