Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
87
Adoption
67
Community
60
Provenance
0
How the maintenance status was determined
Last commit
53 days ago
Monthly downloads
532,609
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
532,609
Stars
12,253
Stars per 1k downloads
23.01
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
17,403
Month daily avg
17,754
Momentum
-2.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
Not specified
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
•
Unknown
No requires_python specified or unparseable
Package does not declare a minimum Python version.
License categories
License
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
53 days ago
Total releases
35
Releases/year
10.9
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
69
Monthly downloads
532,609
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
60
Issue Burden
72.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
7.2%
contrib / forks
Stale Release
No
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
15.7K
Windows
302
macOS
124
Python Versions
3.7
47.6%
7.4K
3.12
20.7%
3.2K
3.11
12.2%
1.9K
3.13
12.0%
1.9K
3.10
7.4%
1.1K
Top Countries
1.
US
12.6K
US
2.
JP
1.5K
JP
3.
FI
568
FI
4.
CN
219
CN
5.
SE
203
SE
6.
CA
157
CA
7.
DE
138
DE
8.
SG
87
SG
9.
GB
82
GB
10.
NL
81
NL
Weekly Downloads
GitHub Stars *
Dependencies
9
- accelerate >=0.20.1
- datasets >=2.19.0
- ir-datasets
- peft
- protobuf
- sentence-transformers
- sentencepiece
- torch >=1.6.0
- transformers <6.0.0,>=4.44.2
2 optional dependencies
-
deepspeed[finetune]extra == "finetune"
-
flash-attn[finetune]extra == "finetune"
Used By
39
- sie-server 3.4K/mo
- rag-wright 3.2K/mo
- item-matching 2.2K/mo
- rara-norm-linker 1.7K/mo
- hallunox 1.1K/mo
- bunkatopics 882/mo
- rag-benchmarking 845/mo
- minivectordb 825/mo
- aiccel 749/mo
- similarity-tool 736/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh