PyPI Stats
huggingface

optimum-benchmark

🏋️ A unified multi-backend utility for benchmarking Transformers, Timm, PEFT, Diffusers and Sentence-Transformers with full support of Optimum's hardware optimizations & quantization schemes.
PyPI GitHub
Downloads
Day
439
Week
2.9K
Month
15.0K
Stars
336
Forks
58
Issues
4
Version
0.6.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
60
Popularity
53
Adoption
41
Community
40
How the maintenance status was determined
Last commit
33 days ago
Monthly downloads
14,971
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
14,971
Stars
336
Stars per 1k downloads
22.44
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
419
Month daily avg
499
Momentum
-16.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=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
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
259 days ago
Total releases
8
Releases/year
4.1
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
29
Monthly downloads
14,971
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
43
 
Issue Burden
11.9
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
50.0%
contrib / forks
Stale Release
226d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 441

Python Versions

3.11
22.0% 97
3.10
19.5% 86
3.12
19.5% 86
3.13
19.5% 86
3.14
19.5% 86

Top Countries

1. US US
443
2. CA CA
1

Dependencies

14
27 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache-2.0
First Release
May 16, 2024
Last Release
8 months ago
Last Commit
1 month ago
Latest Version
0.6.0
Total Releases
8
Contributors
29
Open PRs
0
Archived
No
Author
HuggingFace Inc. Special Ops Team
Python Versions
3.10 3.11 3.12 3.13
Wheels
py3
Keywords
benchmark bitsandbytes codecarbon deepspeed diffusers flash-attn gptqmodel graphcore habana hpu inference intel ipex ipu llama-cpp llm-swarm neural compressor onnx onnx runtime optimization peft pruning py-txi quantization sentence-transformers timm training transformers vllm
Topics
benchmark onnxruntime openvino pytorch neural-compressor tensorrt-llm text-generation-inference
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links