PyPI Stats
VectorInstitute

fed-rag

Simplified fine-tuning of retrieval-augmented generation (RAG) systems.
PyPI GitHub
Downloads
Day
107
Week
126
Month
1.2K
Stars
144
Forks
28
Issues
47
Version
0.0.27

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
44
Adoption
30
Community
55
How the maintenance status was determined
Last commit
35 days ago
Monthly downloads
1,247
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
1,247
Stars
144
Stars per 1k downloads
115.48
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
18
Month daily avg
42
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
<4.0,>=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
322 days ago
Total releases
34
Releases/year
28.8
• 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
43
Monthly downloads
1,247
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
66
 
Issue Burden
326.4
per 1k stars
Discussions
6.9
per 1k stars
Fork Ratio
153.6%
contrib / forks
Stale Release
287d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. CA CA
1

Dependencies

9
12 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache-2.0
First Release
March 1, 2025
Last Release
10 months ago
Last Commit
1 month ago
Latest Version
0.0.27
Total Releases
34
Contributors
43
Open PRs
5
Archived
No
Keywords
deep learning federated learning llms machine learning rag retrieval semantic search
Topics
deep-learning federated-learning llms machine-learning rag
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links