Decision Workspace
qlora-rs vs entrenar vs brainwires-training
Side-by-side comparison of Rust crates
57
qlora-rs
experimentalv1.0.5
4-bit quantized LoRA (QLoRA) implementation with dual GGUF and Candle native export for Rust
60
entrenar
experimentalv0.7.6
Training & Optimization library with autograd, LoRA, quantization, and model merging
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
Core Metrics
| qlora-rs | entrenar | brainwires-training | |
|---|---|---|---|
| Health Score | 57 | 60 | 52 |
| Total Downloads | 435 | 11.9K | 104 |
| 30d Downloads | 110 | 1.3K | 104 |
| Dependents | 12 | 119 | 14 |
| Releases | 5 | 30 | 6 |
| Last Updated | 58d ago | 13d ago | 4d ago |
| Age | 2m | 4m | 18d |
Health Breakdown
qlora-rs
Maintenance
13
Quality
17
Community
9
Popularity
3
Documentation
15
entrenar
Maintenance
19
Quality
12
Community
12
Popularity
5
Documentation
12
brainwires-training
Maintenance
14
Quality
13
Community
8
Popularity
2
Documentation
15
Technical Details
| qlora-rs | entrenar | brainwires-training | |
|---|---|---|---|
| Version | 1.0.5 | 0.7.6 | 0.6.0 |
| Stable (≥1.0) | ✓ Yes | ✗ No | ✗ No |
| License | MIT | MIT | MIT OR Apache-2.0 |
| Dependencies | 18 | 61 | 29 |
| Crate Size | 81KB | 1.5MB | 97KB |
| Features | 5 | 17 | 6 |
| Yanked % | 0.0% | 0.0% | 0.0% |
| Edition | 2021 | 2021 | 2024 |
| MSRV | 1.92 | 1.87 | 1.91 |
| Owners | 1 | 1 | 1 |
Links
Quick Verdict
- •entrenar leads with a health score of 60/100, but none of the options score above 80.
- •entrenar is depended on by 119 crates — strongest ecosystem trust.
- •entrenar, brainwires-training are pre-1.0 — API may change.