Package Insights
Package Risks
- No releases in 380 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
81
Adoption
76
Community
80
How the maintenance status was determined
Last commit
13 days ago
Monthly downloads
404,946
•
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
404,946
Stars
5,748
Stars per 1k downloads
14.19
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
13,534
Month daily avg
13,498
Momentum
+0.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.9
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
BSD 3-Clause 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
394 days ago
Total releases
11
Releases/year
5.2
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
177
Monthly downloads
404,946
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
82
Issue Burden
59.5
per 1k stars
Discussions
5.9
per 1k stars
Fork Ratio
24.6%
contrib / forks
Stale Release
380d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
6.9K
Windows
263
macOS
118
Python Versions
3.12
53.7%
3.9K
3.13
29.9%
2.2K
3.10
8.1%
586
3.11
7.5%
544
3.14
0.7%
49
Top Countries
1.
US
6.5K
US
2.
DE
140
DE
3.
VN
66
VN
4.
CN
60
CN
5.
SG
57
SG
6.
IN
36
IN
7.
CA
35
CA
8.
JP
35
JP
9.
CH
27
CH
10.
GB
27
GB
Dependencies
14
- blobfile >=2
- datasets
- huggingface-hub
- kagglehub
- numpy
- omegaconf
- pillow >=9.4.0
- psutil
- safetensors
- sentencepiece
- tiktoken
- tokenizers
- torchdata ==0.11.0
- tqdm
12 optional dependencies
- bitsandbytes[dev]
- comet-ml[dev]
- expecttest[dev]
- mlflow[dev]
- pre-commit[dev]
- pytest[dev]
- pytest-cov[dev]
- pytest-integration[dev]
- pytest-mock[dev]
- tensorboard[dev]
- urllib3[dev]
- wandb[dev]
Package Information
License
BSD 3-Clause License
First Release
March 21, 2024
Last Release
1 year ago
Last Commit
1 week ago
Latest Version
0.6.1
Total Releases
11
Contributors
177
Open PRs
99
Archived
No
Wheels
py3
Keywords
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh