PyRank
NVIDIA-NeMo

nemo-evaluator

Open-source library for scalable, reproducible evaluation of AI models and benchmarks.
PyPI GitHub
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Shared Repository
This package shares its GitHub repository (NVIDIA-NeMo/Evaluator) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
2.7K
Week
15.1K
Month
52.2K
Stars
308
Forks
60
Issues
3
Version
0.3.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
52
Adoption
87
Community
70
Provenance
0
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
52,183
• 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
52,183
Stars
308
Stars per 1k downloads
5.90
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
2,157
Month daily avg
1,739
Momentum
+24.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
<3.14,>=3.12
• 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 Software License
• 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
33 days ago
Total releases
107
Releases/year
133.8
• 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
73
Monthly downloads
52,183
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
79
 
Issue Burden
9.7
per 1k stars
Discussions
13.0
per 1k stars
Fork Ratio
121.7%
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 1.9K
Windows 2

Python Versions

3.12
99.0% 1.9K
3.11
0.4% 7
3.10
0.3% 6
3.13
0.2% 4
3.14
0.1% 1

Top Countries

1. US US
1.6K
2. ID ID
250
3. SE SE
50
4. NL NL
4
5. KR KR
3
6. IN IN
2
7. BR BR
1
8. PL PL
1

Package Information

License
Apache Software License
First Release
September 17, 2025
Last Release
1 month ago
Last Commit
5 days ago
Latest Version
0.3.0
Total Releases
107
Contributors
73
Open PRs
19
Archived
No
Author
NVIDIA
Python Versions
3 3.12 3.13
Wheels
py3
Keywords
LLM NLP NVIDIA benchmarks deep learning evaluations gpu machine learning pytorch
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links