PyRank
huggingface

evaluate

🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
PyPI GitHub
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

evaluate has 5.6M monthly downloads and 2K GitHub stars. Version 0.4.6 supports Python 3.8.0+, first published in 2019.

It is stably maintained under a permissive license, last released in Sep 2025.

It is used by 291 tracked packages, including lm-eval, setfit and autogluon-multimodal.

GitHub topics include evaluation and machine-learning.

Downloads
Day
164.9K
Week
1.2M
Month
5.6M
Stars
2.5K
Forks
326
Issues
191
Version
0.4.6

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
70
Popularity
72
Adoption
70
Community
80
Provenance
0
How the maintenance status was determined
Last commit
89 days ago
Monthly downloads
5,631,386
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
5,631,386
Stars
2,459
Stars per 1k downloads
0.44
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
172,316
Month daily avg
187,713
Momentum
-8.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.8.0
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
291 days ago
Total releases
19
Releases/year
2.9
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
189
Monthly downloads
5,631,386
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
68
 
Issue Burden
77.7
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
58.0%
contrib / forks
Stale Release
202d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 90.0K
Windows 3.7K
macOS 1.4K

Python Versions

3.12
57.9% 53.9K
3.10
18.7% 17.4K
3.11
14.1% 13.2K
3.13
7.8% 7.3K
3.9
1.5% 1.4K

Top Countries

1. US US
70.5K
2. SG SG
3.8K
3. CH CH
3.6K
4. NL NL
2.6K
5. IL IL
1.9K
6. ID ID
1.6K
7. GB GB
1.2K
8. NO NO
1.0K
9. IN IN
957
10. HK HK
888
GitHub Topics
Tags from the package's GitHub repository describing what it does.

Package Information

License
Apache 2.0
First Release
November 10, 2019
Last Release
9 months ago
Last Commit
3 months ago
Latest Version
0.4.6
Total Releases
19
Contributors
189
Open PRs
97
Archived
No
Author
HuggingFace Inc.
Python Versions
3 3.8 3.9 3.10
Wheels
py3
Keywords
metrics machine learning evaluate evaluation
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links