Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
77
Adoption
70
Community
80
How the maintenance status was determined
Last commit
3 days ago
Monthly downloads
2,743,999
•
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
2,743,999
Stars
3,244
Stars per 1k downloads
1.18
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
85,270
Month daily avg
91,467
Momentum
-6.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
<3.15,>=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
11 days ago
Total releases
737
Releases/year
191.5
•
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
308
Monthly downloads
2,743,999
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
93
Issue Burden
83.5
per 1k stars
Discussions
33.6
per 1k stars
Fork Ratio
50.7%
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
75.0K
Windows
7.1K
macOS
1.8K
Python Versions
3.10
46.5%
38.9K
3.13
32.2%
27.0K
3.12
15.9%
13.3K
3.11
4.6%
3.9K
3.14
0.8%
674
Top Countries
1.
US
67.2K
US
2.
IN
8.4K
IN
3.
JP
4.6K
JP
4.
GB
1.7K
GB
5.
SG
1.1K
SG
6.
CN
663
CN
7.
KR
620
KR
8.
HK
550
HK
9.
DE
187
DE
10.
CA
127
CA
Dependencies
14
- datasets >=2.19.0
- numpy <3.0.0,>=1.23.0
- polars >=1.0.0
- pydantic >=2.11.0
- pytrec-eval-terrier >=0.5.6
- requests >=2.26.0
- rich >=13.0.0
- scikit-learn >=1.4.0
- scipy >=1.14.0
- sentence-transformers >=3.0.0
- torch >=2.0.0
- tqdm >1.0.0
- transformers <6.0.0,>=4.40.0
- typing-extensions >=4.5.0
84 optional dependencies
- accelerate[llama-nemotron-embed-vl-1b-v2]
- accelerate[nemotron-colembed-vl-v2]
- accelerate[llama-nemotron-colembed-vl]
- bm25s[bm25s]
- cachetools[leaderboard]
- codecarbon[codecarbon]
- cohere[cohere]
- colpali-engine[colpali-engine]
- datasets[audio]
- einops[jina]
- einops[jina-clip]
- einops[nomic]
- faiss-cpu[faiss-cpu]
- flagembedding[flagembedding]
- flash-attn[llama-nemotron-embed-vl-1b-v2]
- flash-attn[nemotron-colembed-vl-v2]
- flash-attn[flash-attention]
- flash-attn[llama-nemotron-colembed-vl]
- google-genai[google-genai]
- gradio[leaderboard]
- gritlm[gritlm]
- huggingface-hub[xet]
- llm2vec[llm2vec]
- matplotlib[leaderboard]
- model2vec[model2vec]
- msclap[msclap]
- muq[muq]
- openai[openai]
- open-clip-torch[open-clip-torch]
- peft[jina-v4]
- peft[peft]
- peft[jina-clip]
- plotly[leaderboard]
- protobuf[siglip]
- pygithub[github]
- pylate[pylate]
- pymongo[leaderboard]
- pystemmer[bm25s]
- qwen-omni-utils[qwen-omni-utils]
- qwen-vl-utils[eager-embed]
- qwen-vl-utils[qwen-vl]
- salesforce-lavis[blip2]
- sauerkrautlm-colpali[sauerkrautlm-colpali]
- sentencepiece[siglip]
- sentence-transformers[multimodal-sbert]
- soundfile[msclap]
- speechbrain[speechbrain]
- tenacity[voyage-v]
- tencentcloud-sdk-python-common[youtu]
- tencentcloud-sdk-python-lkeap[youtu]
- tiktoken[ark]
- tiktoken[openai]
- timm[timm]
- timm[jina-clip]
- torchaudio[audio]
- torchcodec[video]
- torch-vggish-yamnet[torch-vggish-yamnet]
- torchvision[llama-nemotron-embed-vl-1b-v2]
- torchvision[nemotron-colembed-vl-v2]
- torchvision[llama-nemotron-colembed-vl]
- torchvision[image]
- torchvision[jina-clip]
- torchvision[jina-v4]
- torchvision[colqwen3]
- transformers[llama-nemotron-colembed-vl]
- transformers[colqwen3]
- transformers[embeddinggemma]
- transformers[image]
- transformers[jina-clip]
- transformers[jina-v4]
- transformers[llama-embed-nemotron]
- transformers[llama-nemotron-embed-vl-1b-v2]
- transformers[mctct]
- transformers[multimodal-sbert]
- transformers[nemotron-colembed-vl-v2]
- transformers[pylate]
- transformers[qwen-vl]
- vertexai[vertexai]
- vllm[vllm]
- volcengine-python-sdk[ark]
- voyageai[voyageai]
- voyageai[voyage-v]
- wav2clip[wav2clip]
- xformers[xformers]
Package Information
License
Apache-2.0
First Release
June 30, 2022
Last Release
1 week ago
Last Commit
4 days ago
Latest Version
2.12.30
Total Releases
737
Contributors
308
Open PRs
27
Archived
No
Wheels
py3
Keywords
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh