No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
50
Popularity
74
Adoption
37
Community
60
Provenance
0
How the maintenance status was determined
Last commit
235 days ago
Monthly downloads
5,027
Active
Activity within 30 days
Stable
Activity within 31-180 days
•
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
5,027
Stars
2,682
Stars per 1k downloads
533.52
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
•
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
80
Month daily avg
168
Momentum
-52.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
Not specified
Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
•
Unknown
No requires_python specified or unparseable
Package does not declare a minimum Python version.
License categories
License
Apache 2.0
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
1273 days ago
Total releases
79
Releases/year
19.7
Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
•
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
111
Monthly downloads
5,027
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
72
Issue Burden
34.3
per 1k stars
Discussions
57.4
per 1k stars
Fork Ratio
23.5%
contrib / forks
Stale Release
1038d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
3
Windows
2
Python Versions
3.10
40.0%
2
3.13
40.0%
2
3.12
20.0%
1
Top Countries
1.
DE
12
DE
2.
US
9
US
3.
JP
7
JP
4.
CN
6
CN
5.
MY
1
MY
Dependencies
31
- cachetools
- coverage
- jax
- jaxlib
- loguru
- matplotlib
- multiprocess
- networkx ~=2.8
- numpy >=1.22.0
- pandas
- protobuf ==3.19.4
- psutil
- pyarrow
- s3fs ==2022.1.0
- scikit-learn ==1.1.3
- secretflow-rayfed ==0.1.0b1
- sf-heu ==0.3.2b1
- sparse
- spu ==0.3.1b9
- statsmodels ==0.13.2
- tensorflow ==2.10.0
- tensorflow-datasets
- tensorflow-macos ==2.10.0
- tf2onnx >=1.13.0
- torch ==1.10.1
- torchmetrics ==0.9.2
- torchvision ==0.11.2
- tqdm
- unittest-xml-reporting
- validator-py ==1.3.0
- xgboost ==1.5.2
1 optional dependencies
- pylint[dev]
Used By
1
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Apache 2.0
First Release
July 2, 2022
Last Release
3 years ago
Last Commit
7 months ago
Latest Version
0.7.18
Total Releases
79
Contributors
111
Open PRs
0
Archived
No
Author
SCI Center
Wheels
cp310
cp311
cp38
cp39
py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh