Decision Workspace
jammi-lora vs peft-rs vs jammi-encoders
Side-by-side comparison of Rust crates
54
jammi-lora
experimentalv0.44.0
Static-dispatch PEFT-style LoRA primitives for candle. Closed-enum dispatch, immutable construction, candle-native.
54
peft-rs
growingv1.0.3
Comprehensive PEFT (Parameter-Efficient Fine-Tuning) adapter library for Rust
51
jammi-encoders
experimentalv0.44.0
Candle-native BERT-family encoders for sentence embeddings, with built-in PEFT support via jammi-lora.
Core Metrics
| jammi-lora | peft-rs | jammi-encoders | |
|---|---|---|---|
| Health Score | 54 | 54 | 51 |
| Total Downloads | 1.9K | 4.1K | 1.5K |
| 30d Downloads | 0 | 0 | 0 |
| Dependents | 129 | 17 | 52 |
| Releases | 53 | 5 | 53 |
| Last Updated | 1d ago | 166d ago | 1d ago |
| Age | 1m | 6m | 1m |
Health Breakdown
jammi-lora
Maintenance
13
Quality
14
Community
11
Popularity
4
Documentation
12
peft-rs
Maintenance
14
Quality
16
Community
8
Popularity
4
Documentation
12
jammi-encoders
Maintenance
13
Quality
12
Community
10
Popularity
4
Documentation
12
Technical Details
| jammi-lora | peft-rs | jammi-encoders | |
|---|---|---|---|
| Version | 0.44.0 | 1.0.3 | 0.44.0 |
| Stable (≥1.0) | ✗ No | ✓ Yes | ✗ No |
| License | Apache-2.0 | MIT | Apache-2.0 |
| Dependencies | 7 | 13 | 11 |
| Crate Size | 30KB | 107KB | 102KB |
| Features | 2 | 2 | 4 |
| Yanked % | 1.9% | 0.0% | 1.9% |
| Edition | 2021 | 2021 | 2021 |
| MSRV | 1.88.0 | 1.92 | 1.88.0 |
| Owners | 1 | 1 | 1 |
Links
Quick Verdict
- •jammi-lora leads with a health score of 54/100, but none of the options score above 80.
- •peft-rs has the most downloads (4.1K), suggesting wider adoption.
- •jammi-lora is depended on by 129 crates — strongest ecosystem trust.
- •jammi-lora, jammi-encoders are pre-1.0 — API may change.