PyRank
huggingface

optimum

🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools
PyPI GitHub
Downloads
Day
74.7K
Week
449.0K
Month
1.9M
Stars
3.4K
Forks
640
Issues
262
Version
2.1.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
77
Adoption
80
Community
80
How the maintenance status was determined
Last commit
15 days ago
Monthly downloads
1,887,919
• 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
1,887,919
Stars
3,394
Stars per 1k downloads
1.80
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
64,147
Month daily avg
62,931
Momentum
+1.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.9.0
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
• 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
154 days ago
Total releases
84
Releases/year
17.9
• 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
276
Monthly downloads
1,887,919
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
73
 
Issue Burden
77.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
43.1%
contrib / forks
Stale Release
139d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 38.3K
Windows 4.2K
macOS 2.1K

Python Versions

3.12
53.1% 22.8K
3.10
16.1% 6.9K
3.11
13.7% 5.9K
3.13
12.6% 5.4K
3.14
4.5% 1.9K

Top Countries

1. US US
34.1K
2. DE DE
1.8K
3. SG SG
968
4. IN IN
807
5. NO NO
561
6. CN CN
475
7. JP JP
463
8. CA CA
430
9. AU AU
368
10. KR KR
366

Dependencies

5
54 optional dependencies

Used By

120
View all 120 dependents

GitHub Topics

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

Package Information

License
Apache
First Release
September 14, 2021
Last Release
5 months ago
Last Commit
2 weeks ago
Latest Version
2.1.0
Total Releases
84
Contributors
276
Open PRs
14
Archived
No
Author
HuggingFace Inc. Special Ops Team
Python Versions
3 3.9 3.10 3.11
Wheels
py3
Keywords
transformers quantization pruning optimization training inference onnx onnx runtime intel habana graphcore neural compressor ipu hpu
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links