Decision Workspace
pacmap vs annembed vs deep_causality_algorithms
Side-by-side comparison of Rust crates
46
pacmap
growingv0.2.6
Pairwise Controlled Manifold Approximation (PaCMAP) for dimensionality reduction
53
annembed
growingv0.1.6
a Rust implementation of a dimension reduction à la Umap
62
deep_causality_algorithms
experimentalv0.2.12
Computational causality algorithms and utils used in the DeepCausality project.
Core Metrics
| pacmap | annembed | deep_causality_algorithms | |
|---|---|---|---|
| Health Score | 46 | 53 | 62 |
| Total Downloads | 7.9K | 27.9K | 2.2K |
| 30d Downloads | 40 | 914 | 64 |
| Dependents | 0 | 35 | 16 |
| Releases | 8 | 18 | 18 |
| Last Updated | 481d ago | 128d ago | 16d ago |
| Age | 1y 4m | 4y 8m | 6m |
Health Breakdown
pacmap
Maintenance
7
Quality
15
Community
6
Popularity
5
Documentation
13
annembed
Maintenance
15
Quality
13
Community
7
Popularity
5
Documentation
13
deep_causality_algorithms
Maintenance
19
Quality
15
Community
9
Popularity
4
Documentation
15
Technical Details
| pacmap | annembed | deep_causality_algorithms | |
|---|---|---|---|
| Version | 0.2.6 | 0.1.6 | 0.2.12 |
| Stable (≥1.0) | ✗ No | ✗ No | ✗ No |
| License | Apache-2.0 | MIT/Apache-2.0 | MIT |
| Dependencies | 16 | 33 | 4 |
| Crate Size | 34KB | 468KB | 41KB |
| Features | 8 | 8 | 2 |
| Yanked % | 0.0% | 0.0% | 0.0% |
| Edition | 2021 | 2024 | 2024 |
| MSRV | — | — | 1.90.0 |
| Owners | 1 | 1 | 1 |
Links
Quick Verdict
- •deep_causality_algorithms leads with a health score of 62/100, but none of the options score above 80.
- •annembed has the most downloads (27.9K), suggesting wider adoption.
- •⚠ pacmap has not been updated in over a year.