PyPI Stats
kubeflow

kubeflow-training

Distributed AI Model Training and LLM Fine-Tuning on Kubernetes
PyPI GitHub

Shared Repository

This package shares its GitHub repository (kubeflow/training-operator) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
921
Week
6.8K
Month
31.3K
Stars
2.1K
Forks
948
Issues
68
Version
1.9.3

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
76
Adoption
54
Community
100
How the maintenance status was determined
Last commit
0 days ago
Monthly downloads
31,267
• 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
31,267
Stars
2,096
Stars per 1k downloads
67.04
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
970
Month daily avg
1,042
Momentum
-7.0%
((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 Version 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
294 days ago
Total releases
17
Releases/year
3.7
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
366
Monthly downloads
31,267
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
80
 
Issue Burden
32.4
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
38.6%
contrib / forks
Stale Release
293d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 340

Python Versions

3.10
38.0% 119
3.12
30.4% 95
3.7
18.2% 57
3.11
12.8% 40
3.9
0.6% 2

Top Countries

1. US US
376
2. FI FI
10
3. SG SG
8
4. NL NL
4
5. LU LU
2
6. CA CA
1
7. IN IN
1

Dependencies

6
7 optional dependencies

Used By

3

Package Information

License
Apache License Version 2.0
First Release
October 16, 2021
Last Release
9 months ago
Last Commit
19 hr ago
Latest Version
1.9.3
Total Releases
17
Contributors
366
Open PRs
56
Archived
No
Author
Kubeflow Authors
Python Versions
3.8 3.9 3.10 3.11
Wheels
py3
Topics
ai distributed fine-tuning gpu huggingface jax kubeflow kubernetes llm machine-learning mlops python pytorch tensorflow xgboost
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links