PyPI Stats
CyberDataLab

nebula-dfl

NEBULA: A Platform for Decentralized Federated Learning
PyPI GitHub
Downloads
Day
14
Week
26
Month
125
Stars
78
Forks
34
Issues
0
Version
1.0.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
50
Popularity
42
Adoption
21
Community
60
How the maintenance status was determined
Last commit
40 days ago
Monthly downloads
125
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
125
Stars
78
Stars per 1k downloads
624.00
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
4
Month daily avg
4
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
GNU Affero General Public License v3.0
• 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
314 days ago
Total releases
3
Releases/year
2.0
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
10
Monthly downloads
125
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
49
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
29.4%
contrib / forks
Stale Release
273d
 
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. HK HK
3
2. CA CA
2

Dependencies

16

Used By

0
Not used by any tracked packages

Package Information

License
GNU Affero General Public License v3.0
First Release
November 5, 2024
Last Release
10 months ago
Last Commit
1 month ago
Latest Version
1.0.0
Total Releases
3
Contributors
10
Open PRs
1
Archived
No
Python Versions
3 3.10 3.11
Wheels
py3
Keywords
nebula federated learning decentralized privacy security docker gpu nvidia cuda pytorch communication networking distributed machine learning deep learning ai artificial intelligence data science data privacy data security data protection data sharing
Topics
artificial-intelligence collaborative-learning communication-networks decentralized decentralized-application decentralized-federated-learning deep-learning federated-learning federated-learning-framework framework machine-learning neural-network open-source platform python
Tracking Since
January 21, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links