PyPI Stats
pyg-team

pyg-nightly

Graph Neural Network Library for PyTorch
PyPI GitHub

Shared Repository

This package shares its GitHub repository (pyg-team/pytorch_geometric) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
3.1K
Week
11.5K
Month
171.1K
Stars
23.7K
Forks
4.0K
Issues
970
Version
2.8.0.dev20260505

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
91
Adoption
52
Community
80
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
171,077
• 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
171,077
Stars
23,716
Stars per 1k downloads
138.63
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
1,639
Month daily avg
5,703
Momentum
-71.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
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
MIT
• 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
1 days ago
Total releases
1,483
Releases/year
362.3
• 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
552
Monthly downloads
171,077
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
91
 
Issue Burden
40.9
per 1k stars
Discussions
106.9
per 1k stars
Fork Ratio
13.9%
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 49
Windows 2
macOS 2

Python Versions

3.11
54.7% 29
3.12
30.2% 16
3.10
15.1% 8

Top Countries

1. CN CN
2.6K
2. US US
309
3. DE DE
17
4. HK HK
15
5. SG SG
13
6. JP JP
11
7. NL NL
11
8. GB GB
10
9. FR FR
9
10. KR KR
8

Dependencies

9
53 optional dependencies

Used By

1

Package Information

License
MIT
First Release
April 2, 2022
Last Release
Yesterday
Last Commit
6 days ago
Latest Version
2.8.0.dev20260505
Total Releases
1,483
Contributors
552
Open PRs
300
Archived
No
Python Versions
3.10 3.11 3.12 3.13 3.14
Wheels
py3
Keywords
deep-learning pytorch geometric-deep-learning graph-neural-networks graph-convolutional-networks
Topics
pytorch geometric-deep-learning graph-neural-networks deep-learning graph-convolutional-networks
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links