PyRank
MIC-DKFZ

batchgenerators

A framework for data augmentation for 2D and 3D image classification and segmentation
PyPI GitHub Verified repo
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

batchgenerators has 138K monthly downloads and 1K GitHub stars. Version 0.25.3, first published in 2019.

It is actively maintained under a permissive license, last released in Jun 2026.

It is built on top of future, numpy and pandas. It is used by 25 tracked packages, including batchgeneratorsv2, nnunetv2 and acvl-utils.

Downloads
Day
4.6K
Week
31.5K
Month
138.2K
Stars
1.2K
Forks
228
Issues
40
Version
0.25.3

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
66
Adoption
61
Community
60
Provenance
100
How the maintenance status was determined
Last commit
20 days ago
Monthly downloads
138,176
• 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
138,176
Stars
1,175
Stars per 1k downloads
8.50
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
4,496
Month daily avg
4,606
Momentum
-2.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python 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 License 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
20 days ago
Total releases
18
Releases/year
2.4
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
23
Monthly downloads
138,176
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
63
 
Issue Burden
34.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
10.1%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 2.1K
Windows 345
macOS 118

Python Versions

3.12
42.3% 1.1K
3.11
30.3% 768
3.10
19.3% 489
3.13
5.3% 135
3.14
2.7% 69

Top Countries

1. US US
1.5K
2. SG SG
172
3. CN CN
150
4. DE DE
136
5. IN IN
89
6. BE BE
60
7. NL NL
58
8. KR KR
56
9. JP JP
55
10. BR BR
37

Package Information

License
Apache License 2.0
First Release
February 4, 2019
Last Release
3 weeks ago
Last Commit
3 weeks ago
Latest Version
0.25.3
Total Releases
18
Contributors
23
Open PRs
14
Archived
No
Wheels
py3
Keywords
data augmentation deep learning image segmentation image classification medical image analysis medical image segmentation
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links