Decision Workspace
stochastic_optimizers vs nabled-ml vs vsa-optim-rs
Side-by-side comparison of Rust crates
36
stochastic_optimizers
growingv0.3.0
Generic implementations of gradient based stochastic optimizing algorithms
58
nabled-ml
experimentalv0.0.8
ML-oriented algorithms built on ndarray-native nabled primitives
51
vsa-optim-rs
experimentalv0.1.1
Deterministic training optimization using VSA compression and closed-form gradient prediction
Core Metrics
| stochastic_optimizers | nabled-ml | vsa-optim-rs | |
|---|---|---|---|
| Health Score | 36 | 58 | 51 |
| Total Downloads | 4.9K | 176 | 348 |
| 30d Downloads | 23 | 176 | 92 |
| Dependents | 0 | 7 | 12 |
| Releases | 4 | 7 | 2 |
| Last Updated | 964d ago | 7d ago | 62d ago |
| Age | 2y 8m | 24d | 2m |
Health Breakdown
stochastic_optimizers
Maintenance
4
Quality
15
Community
3
Popularity
4
Documentation
10
nabled-ml
Maintenance
14
Quality
16
Community
10
Popularity
3
Documentation
15
vsa-optim-rs
Maintenance
10
Quality
14
Community
9
Popularity
3
Documentation
15
Technical Details
| stochastic_optimizers | nabled-ml | vsa-optim-rs | |
|---|---|---|---|
| Version | 0.3.0 | 0.0.8 | 0.1.1 |
| Stable (≥1.0) | ✗ No | ✗ No | ✗ No |
| License | MIT OR Apache-2.0 | MIT OR Apache-2.0 | MIT |
| Dependencies | 3 | 7 | 9 |
| Crate Size | 9KB | 30KB | 57KB |
| Features | 0 | 8 | 2 |
| Yanked % | 0.0% | 0.0% | 0.0% |
| Edition | 2021 | 2024 | 2021 |
| MSRV | — | 1.92 | 1.92 |
| Owners | 1 | 2 | 1 |
Links
Quick Verdict
- •nabled-ml leads with a health score of 58/100, but none of the options score above 80.
- •stochastic_optimizers has the most downloads (4.9K), suggesting wider adoption.
- •⚠ stochastic_optimizers has not been updated in over a year.