Decision Workspace
hyperopt vs smartcore vs nabled-ml
Side-by-side comparison of Rust crates
47
hyperopt
growingv0.0.17
Tree-of-Parzen-estimators hyperparameter optimization
58
smartcore
growingv0.4.9
Machine Learning in Rust.
58
nabled-ml
experimentalv0.0.8
ML-oriented algorithms built on ndarray-native nabled primitives
Core Metrics
| hyperopt | smartcore | nabled-ml | |
|---|---|---|---|
| Health Score | 47 | 58 | 58 |
| Total Downloads | 18.4K | 301.4K | 176 |
| 30d Downloads | 22 | 14.6K | 176 |
| Dependents | 0 | 818 | 7 |
| Releases | 16 | 16 | 7 |
| Last Updated | 710d ago | 77d ago | 7d ago |
| Age | 1y 11m | 5y 6m | 24d |
Health Breakdown
hyperopt
Maintenance
13
Quality
15
Community
6
Popularity
5
Documentation
8
smartcore
Maintenance
12
Quality
11
Community
15
Popularity
7
Documentation
13
nabled-ml
Maintenance
14
Quality
16
Community
10
Popularity
3
Documentation
15
Technical Details
| hyperopt | smartcore | nabled-ml | |
|---|---|---|---|
| Version | 0.0.17 | 0.4.9 | 0.0.8 |
| Stable (≥1.0) | ✗ No | ✗ No | ✗ No |
| License | non-standard | Apache-2.0 | MIT OR Apache-2.0 |
| Dependencies | 4 | 15 | 7 |
| Crate Size | 19KB | 375KB | 30KB |
| Features | 1 | 6 | 8 |
| Yanked % | 0.0% | 12.5% | 0.0% |
| Edition | 2021 | 2021 | 2024 |
| MSRV | — | — | 1.92 |
| Owners | 1 | 2 | 2 |
Links
Quick Verdict
- •smartcore leads with a health score of 58/100, but none of the options score above 80.
- •smartcore is depended on by 818 crates — strongest ecosystem trust.
- •⚠ hyperopt has not been updated in over a year.