Decision Workspace
rullama-finetune vs peft-rs vs jammi-lora
Side-by-side comparison of Rust crates
44
rullama-finetune
experimentalv0.3.0
Local LoRA fine-tuning for the rullama Rust runtime, built on rullama's wgpu kernels. Compiles for native and wasm32; browser harness lives in examples/web.
55
peft-rs
experimentalv1.0.3
Comprehensive PEFT (Parameter-Efficient Fine-Tuning) adapter library for Rust
49
jammi-lora
experimentalv0.5.9
Static-dispatch PEFT-style LoRA primitives for candle. Closed-enum dispatch, immutable construction, candle-0.9.x-native.
Core Metrics
| rullama-finetune | peft-rs | jammi-lora | |
|---|---|---|---|
| Health Score | 44 | 55 | 49 |
| Total Downloads | 47 | 1.0K | 237 |
| 30d Downloads | 0 | 0 | 0 |
| Dependents | 0 | 17 | 17 |
| Releases | 3 | 5 | 9 |
| Last Updated | 6d ago | 117d ago | 1d ago |
| Age | 11d | 4m | 6d |
Health Breakdown
rullama-finetune
Maintenance
14
Quality
11
Community
5
Popularity
2
Documentation
12
peft-rs
Maintenance
15
Quality
16
Community
8
Popularity
4
Documentation
12
jammi-lora
Maintenance
17
Quality
9
Community
8
Popularity
3
Documentation
12
Technical Details
| rullama-finetune | peft-rs | jammi-lora | |
|---|---|---|---|
| Version | 0.3.0 | 1.0.3 | 0.5.9 |
| Stable (≥1.0) | ✗ No | ✓ Yes | ✗ No |
| License | MIT OR Apache-2.0 | MIT | Apache-2.0 |
| Dependencies | 17 | 13 | 6 |
| Crate Size | 77KB | 107KB | 18KB |
| Features | 0 | 2 | 0 |
| Yanked % | 0.0% | 0.0% | 11.1% |
| Edition | 2024 | 2021 | 2021 |
| MSRV | 1.91 | 1.92 | 1.88.0 |
| Owners | 1 | 1 | 1 |
Links
Quick Verdict
- •peft-rs leads with a health score of 55/100, but none of the options score above 80.
- •rullama-finetune, jammi-lora are pre-1.0 — API may change.