Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
6
Popularity
79
Adoption
58
Community
70
How the maintenance status was determined
Last commit
390 days ago
Monthly downloads
75,099
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
Repository is archived on GitHub — no further commits expected.
How the popularity category was determined
Monthly downloads
75,099
Stars
5,059
Stars per 1k downloads
67.36
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
2,346
Month daily avg
2,503
Momentum
-6.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.8.0
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
License categories
License
MIT License
•
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
796 days ago
Total releases
16
Releases/year
5.3
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
53
Monthly downloads
75,099
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
74
Issue Burden
47.6
per 1k stars
Discussions
4.7
per 1k stars
Fork Ratio
9.8%
contrib / forks
Stale Release
406d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
1.5K
Windows
91
macOS
29
Python Versions
3.11
70.8%
1.1K
3.10
13.2%
205
3.12
11.7%
181
3.13
2.4%
38
3.9
1.9%
30
Top Countries
1.
US
606
US
2.
CN
216
CN
3.
JP
66
JP
4.
AU
61
AU
5.
SG
61
SG
6.
IN
55
IN
7.
DE
53
DE
8.
CA
51
CA
9.
GB
49
GB
10.
KR
44
KR
Dependencies
11
- accelerate >=0.26.0
- datasets
- gekko
- numpy
- peft >=0.5.0
- rouge
- safetensors
- sentencepiece
- torch >=1.13.0
- tqdm
- transformers >=4.31.0
4 optional dependencies
- parameterized[test]
- pytest[test]
- ruff[quality]
- triton[triton]
Package Information
License
MIT License
First Release
April 24, 2023
Last Release
2 years ago
Last Commit
1 year ago
Latest Version
0.7.1
Total Releases
16
Contributors
53
Open PRs
31
Archived
Yes
Author
PanQiWei
Python Versions
3.8
3.9
3.10
3.11
Wheels
cp310
cp311
cp39
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh