PyPI Stats
speediedan

finetuning-scheduler

A PyTorch Lightning extension that accelerates and enhances foundation model experimentation with flexible fine-tuning schedules.
PyPI GitHub
Downloads
Day
215
Week
618
Month
3.7K
Stars
69
Forks
7
Issues
2
Version
2.10.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
34
Adoption
35
Community
20
How the maintenance status was determined
Last commit
100 days ago
Monthly downloads
3,711
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
3,711
Stars
69
Stars per 1k downloads
18.59
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
88
Month daily avg
124
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=3.10
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
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
100 days ago
Total releases
45
Releases/year
11.0
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
5
Monthly downloads
3,711
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
28
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
71.4%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 15

Python Versions

3.14
80.0% 12
3.11
20.0% 3

Top Countries

1. US US
16
2. CA CA
1
3. CN CN
1

Dependencies

2
56 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache-2.0
First Release
April 8, 2022
Last Release
3 months ago
Last Commit
3 months ago
Latest Version
2.10.0
Total Releases
45
Contributors
5
Open PRs
0
Archived
No
Python Versions
3 3.10 3.11 3.12 3.13
Wheels
py3
Keywords
deep learning pytorch AI machine learning pytorch-lightning lightning fine-tuning finetuning
Topics
machine-learning transfer-learning finetuning fine-tuning pytorch-lightning pytorch artificial-intelligence neural-networks superglue
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links