PyPI Stats
beir-cellar

beir

A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.
PyPI GitHub
Downloads
Day
2.2K
Week
10.2K
Month
38.9K
Stars
2.2K
Forks
243
Issues
63
Version
2.2.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
50
Popularity
70
Adoption
75
Community
60
How the maintenance status was determined
Last commit
202 days ago
Monthly downloads
38,867
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
38,867
Stars
2,167
Stars per 1k downloads
55.75
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
1,459
Month daily avg
1,296
Momentum
+12.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.9
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 License 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
336 days ago
Total releases
31
Releases/year
5.9
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
20
Monthly downloads
38,867
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
54
 
Issue Burden
29.1
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
8.2%
contrib / forks
Stale Release
133d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 547
macOS 44
Windows 19

Python Versions

3.12
52.0% 310
3.10
16.9% 101
3.11
14.9% 89
3.13
13.6% 81
3.14
2.5% 15

Top Countries

1. US US
461
2. SG SG
59
3. CN CN
14
4. AU AU
13
5. NL NL
13
6. SE SE
8
7. GB GB
6
8. HK HK
6
9. CA CA
5
10. UA UA
5

Package Information

License
Apache License 2.0
First Release
January 25, 2021
Last Release
11 months ago
Last Commit
6 months ago
Latest Version
2.2.0
Total Releases
31
Contributors
20
Open PRs
14
Archived
No
Python Versions
3.9 3.10 3.11 3.12
Wheels
py3
Keywords
Benchmarking BEIR Evaluation Framework Information Retrieval Transformer Networks Large Language Models PyTorch RAG IR NLP Deep Learning
Topics
nlp information-retrieval bert benchmark sentence-transformers question-generation retrieval passage-retrieval elasticsearch dpr sbert retrieval-models dataset colbert zero-shot-retrieval deep-learning pytorch llm rag
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links