PyRank
pytorch

torchao

PyTorch native quantization for training and inference
PyPI GitHub
More links
Download Stats
Monthly downloads
2.2M
Weekly downloads
540.0K
GitHub stars
3.0K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
0.18.0
Requires Python
Not specified
Licence
Unknown
Last Release
2 months ago
First Release
November 11, 2023
Total Releases
25
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
76
Adoption
80
Community
90
Provenance
0
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
2,247,588
• 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
2,247,588
Stars
2,999
Stars per 1k downloads
1.33
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
77,137
Month daily avg
74,920
Momentum
+3.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
Not specified
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
• Unknown
No requires_python specified or unparseable
Package does not declare a minimum Python version.
License categories
License
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
74 days ago
Total releases
25
Releases/year
8.5
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
262
Monthly downloads
2,247,588
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
76
 
Issue Burden
101.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
40.6%
contrib / forks
Stale Release
67d
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 44.1K
Windows 6.7K
macOS 2.6K

Python Versions

3.12
52.9% 28.2K
3.13
30.8% 16.4K
3.11
7.9% 4.2K
3.10
7.0% 3.7K
3.14
1.4% 733

Top Countries

1. US US
40.7K
2. SG SG
2.0K
3. NO NO
1.7K
4. DE DE
977
5. MY MY
845
6. IN IN
836
7. CA CA
825
8. NL NL
824
9. GB GB
804
10. JP JP
746

Weekly Downloads

GitHub Stars

Dependencies

0
25 optional dependencies

Used By

63
View all 63 dependents

Repository details

Forks
646
Issues
303
Last Commit
6 days ago
Contributors
262
Open PRs
506
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Sources and methodology