Decision Workspace
oxicuda-peft vs peft-rs vs jammi-lora
Side-by-side comparison of Rust crates
45
oxicuda-peft
experimentalv0.4.1
Parameter-Efficient Fine-Tuning primitives for OxiCUDA — LoRA, QLoRA, AdaLoRA, DoRA, IA³, Prefix-Tuning, P-Tuning v2, Prompt-Tuning, Houlsby/Pfeiffer/Parallel adapters, BitFit, Diff-Pruning
54
peft-rs
growingv1.0.3
Comprehensive PEFT (Parameter-Efficient Fine-Tuning) adapter library for Rust
54
jammi-lora
experimentalv0.44.0
Static-dispatch PEFT-style LoRA primitives for candle. Closed-enum dispatch, immutable construction, candle-native.
Core Metrics
| oxicuda-peft | peft-rs | jammi-lora | |
|---|---|---|---|
| Health Score | 45 | 54 | 54 |
| Total Downloads | 56 | 4.1K | 1.9K |
| 30d Downloads | 0 | 0 | 0 |
| Dependents | 0 | 17 | 129 |
| Releases | 3 | 5 | 53 |
| Last Updated | 6d ago | 166d ago | 1d ago |
| Age | 18d | 6m | 1m |
Health Breakdown
oxicuda-peft
Maintenance
14
Quality
13
Community
6
Popularity
2
Documentation
10
peft-rs
Maintenance
14
Quality
16
Community
8
Popularity
4
Documentation
12
jammi-lora
Maintenance
13
Quality
14
Community
11
Popularity
4
Documentation
12
Technical Details
| oxicuda-peft | peft-rs | jammi-lora | |
|---|---|---|---|
| Version | 0.4.1 | 1.0.3 | 0.44.0 |
| Stable (≥1.0) | ✗ No | ✓ Yes | ✗ No |
| License | Apache-2.0 | MIT | Apache-2.0 |
| Dependencies | 5 | 13 | 7 |
| Crate Size | 255KB | 107KB | 30KB |
| Features | 1 | 2 | 2 |
| Yanked % | 0.0% | 0.0% | 1.9% |
| Edition | 2024 | 2021 | 2021 |
| MSRV | — | 1.92 | 1.88.0 |
| Owners | 1 | 1 | 1 |
Links
Quick Verdict
- •peft-rs leads with a health score of 54/100, but none of the options score above 80.
- •jammi-lora is depended on by 129 crates — strongest ecosystem trust.
- •oxicuda-peft, jammi-lora are pre-1.0 — API may change.