PyRank
metaopt

optree

OpTree: Optimized PyTree Utilities
PyPI GitHub

Shared Repository

This package shares its GitHub repository (metaopt/optree) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
449.9K
Week
2.8M
Month
13.3M
Stars
210
Forks
12
Issues
1
Version
0.19.1

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
43
Adoption
60
Community
30
How the maintenance status was determined
Last commit
11 days ago
Monthly downloads
13,332,257
• 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
13,332,257
Stars
210
Stars per 1k downloads
0.02
• 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
395,637
Month daily avg
444,409
Momentum
-11.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.9
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
16 days ago
Total releases
29
Releases/year
7.7
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
10
Monthly downloads
13,332,257
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
35
 
Issue Burden
4.8
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
83.3%
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 227.9K
Windows 22.2K
macOS 6.4K

Python Versions

3.12
51.9% 131.4K
3.11
21.7% 55.0K
3.10
17.2% 43.6K
3.13
6.2% 15.6K
3.9
3.0% 7.5K

Top Countries

1. US US
189.6K
2. NL NL
18.7K
3. IN IN
8.4K
4. DE DE
5.0K
5. IE IE
4.0K
6. NO NO
3.3K
7. CN CN
3.2K
8. SG SG
3.2K
9. GB GB
3.1K
10. KR KR
2.4K

GitHub Topics

Tags from the package's GitHub repository describing what it does.

Package Information

License
Apache-2.0
First Release
August 20, 2022
Last Release
2 weeks ago
Last Commit
1 week ago
Latest Version
0.19.1
Total Releases
29
Contributors
10
Open PRs
3
Archived
No
Author
OpTree Contributors
Python Versions
3 3.9 3.10 3.11 3.12 3.13 3.14 3.15
Wheels
cp310 cp311 cp312 cp313 cp314 cp36 cp37 cp38 cp39 pp310 pp311 pp37 pp38 pp39
Keywords
PyTree Tree Manipulation Tree Traversal Functional Programming
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links