PyRank
pytorch

pytorch-ignite

High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
PyPI GitHub
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

pytorch-ignite has 327K monthly downloads and 5K GitHub stars. Version 0.5.4 supports Python <=3.14,>=3.10, first published in 2018.

It is actively maintained under a permissive license, last released in Mar 2026.

It is built on top of packaging and torch. It is used by 48 tracked packages, including sure-tools, densityflow and azureml-automl-dnn-vision.

GitHub topics include pytorch, neural-network and machine-learning.

Downloads
Day
11.9K
Week
85.6K
Month
327.4K
Stars
4.8K
Forks
707
Issues
114
Version
0.5.4

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
80
Adoption
85
Community
80
Provenance
0
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
327,398
• 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
327,398
Stars
4,770
Stars per 1k downloads
14.57
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
12,224
Month daily avg
10,913
Momentum
+12.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
<=3.14,>=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
BSD-3-Clause
• 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
101 days ago
Total releases
2,372
Releases/year
294.5
• 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
300
Monthly downloads
327,398
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
84
 
Issue Burden
23.9
per 1k stars
Discussions
6.5
per 1k stars
Fork Ratio
42.4%
contrib / forks
Stale Release
95d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 3.7K
Windows 43
macOS 39

Python Versions

3.7
50.8% 3.2K
3.11
18.6% 1.2K
3.8
16.2% 1.0K
3.12
9.0% 572
3.10
5.4% 341

Top Countries

1. US US
7.0K
2. CN CN
2.1K
3. SG SG
362
4. GB GB
313
5. DE DE
98
6. IE IE
84
7. CA CA
71
8. HK HK
34
9. JP JP
33
10. NL NL
30
GitHub Topics
Tags from the package's GitHub repository describing what it does.

Package Information

License
BSD-3-Clause
First Release
June 18, 2018
Last Release
3 months ago
Last Commit
6 days ago
Latest Version
0.5.4
Total Releases
2,372
Contributors
300
Open PRs
66
Archived
No
Python Versions
3
Wheels
py2 py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links