Decision Workspace
bitnet-training vs pmetal-core vs axolotl-rs
Side-by-side comparison of Rust crates
51
bitnet-training
growingv1.0.0
Training and fine-tuning utilities for BitNet models
59
pmetal-core
experimentalv0.4.0
Core types, traits, and configuration for PMetal LLM fine-tuning
58
axolotl-rs
experimentalv1.1.1
YAML-driven configurable fine-tuning toolkit for LLMs in Rust with VSA acceleration
Core Metrics
| bitnet-training | pmetal-core | axolotl-rs | |
|---|---|---|---|
| Health Score | 51 | 59 | 58 |
| Total Downloads | 3.1K | 513 | 314 |
| 30d Downloads | 11 | 490 | 65 |
| Dependents | 0 | 273 | 5 |
| Releases | 9 | 18 | 4 |
| Last Updated | 209d ago | 4d ago | 62d ago |
| Age | 8m | 29d | 2m |
Health Breakdown
bitnet-training
Maintenance
11
Quality
18
Community
5
Popularity
4
Documentation
13
pmetal-core
Maintenance
16
Quality
15
Community
13
Popularity
3
Documentation
12
axolotl-rs
Maintenance
15
Quality
17
Community
8
Popularity
3
Documentation
15
Technical Details
| bitnet-training | pmetal-core | axolotl-rs | |
|---|---|---|---|
| Version | 1.0.0 | 0.4.0 | 1.1.1 |
| Stable (≥1.0) | ✓ Yes | ✗ No | ✓ Yes |
| License | MIT OR Apache-2.0 | MIT OR Apache-2.0 | MIT |
| Dependencies | 19 | 6 | 24 |
| Crate Size | 83KB | 16KB | 171KB |
| Features | 9 | 2 | 11 |
| Yanked % | 0.0% | 0.0% | 0.0% |
| Edition | 2021 | 2024 | 2021 |
| MSRV | — | 1.86 | 1.92 |
| Owners | 1 | 1 | 1 |
Links
Quick Verdict
- •pmetal-core leads with a health score of 59/100, but none of the options score above 80.
- •bitnet-training has the most downloads (3.1K), suggesting wider adoption.
- •pmetal-core is depended on by 273 crates — strongest ecosystem trust.
- •pmetal-core is pre-1.0 — API may change.