Monthly downloads
34.2K
Weekly downloads
6.7K
GitHub stars
1.6K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.8
Licence
Apache License 2.0
Last Release
1 year ago
First Release
March 8, 2024
Total Releases
31
Python Versions
3
3.8
3.9
3.10
3.11
3.12
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
50
Popularity
65
Adoption
45
Community
45
Provenance
0
How the maintenance status was determined
Last commit
300 days ago
Monthly downloads
34,161
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
34,161
Stars
1,641
Stars per 1k downloads
48.04
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
951
Month daily avg
1,139
Momentum
-16.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.8
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
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
512 days ago
Total releases
31
Releases/year
11.9
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
22
Monthly downloads
34,161
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
47
Issue Burden
7.3
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
20.8%
contrib / forks
Stale Release
212d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
911
Windows
31
macOS
6
Python Versions
3.12
65.7%
623
3.11
16.8%
159
3.13
13.2%
125
3.10
4.2%
40
3.14
0.1%
1
Top Countries
1.
US
858
US
2.
IT
66
IT
3.
IE
26
IE
4.
DE
15
DE
5.
IN
8
IN
6.
AU
5
AU
7.
GB
5
GB
8.
SG
5
SG
9.
ES
4
ES
10.
NL
4
NL
Weekly Downloads
GitHub Stars
Dependencies
0
44 optional dependencies
-
accelerate>=0.26.0[all]extra == "all"
-
accelerate>=0.26.0[monovlm]extra == "monovlm"
-
flash-attn[all]extra == "all"
-
flash-attn[llmlayerwise]extra == "llmlayerwise"
-
flash-attn[monovlm]extra == "monovlm"
-
flashrank[all]extra == "all"
-
flashrank[flashrank]extra == "flashrank"
-
ipyprogress[dev]extra == "dev"
-
ipython[dev]extra == "dev"
-
ir-datasets[dev]extra == "dev"
-
isort[dev]extra == "dev"
-
litellm[all]extra == "all"
-
litellm[gpt]extra == "gpt"
-
nmslib-metabrainz[all]python_version >= "3.10" and extra == "all"
-
nmslib-metabrainz[rankllm]python_version >= "3.10" and extra == "rankllm"
-
peft>=0.13.0[all]extra == "all"
-
peft>=0.13.0[monovlm]extra == "monovlm"
-
pillow[all]extra == "all"
-
pillow[monovlm]extra == "monovlm"
-
protobuf[all]extra == "all"
-
protobuf[llmlayerwise]extra == "llmlayerwise"
-
protobuf[monovlm]extra == "monovlm"
-
protobuf[transformers]extra == "transformers"
-
pylate[pylate]extra == "pylate"
-
pytest[dev]extra == "dev"
-
rank-llm[all]python_version >= "3.10" and extra == "all"
-
rank-llm[rankllm]python_version >= "3.10" and extra == "rankllm"
-
ranx[dev]extra == "dev"
-
requests[all]extra == "all"
-
requests[api]extra == "api"
-
ruff[dev]extra == "dev"
-
sentencepiece[all]extra == "all"
-
sentencepiece[llmlayerwise]extra == "llmlayerwise"
-
sentencepiece[monovlm]extra == "monovlm"
-
sentencepiece[transformers]extra == "transformers"
-
srsly[dev]extra == "dev"
-
torch[all]extra == "all"
-
torch[llmlayerwise]extra == "llmlayerwise"
-
torch[monovlm]extra == "monovlm"
-
torch[transformers]extra == "transformers"
-
transformers>=4.45.0[all]extra == "all"
-
transformers>=4.45.0[llmlayerwise]extra == "llmlayerwise"
-
transformers>=4.45.0[monovlm]extra == "monovlm"
-
transformers>=4.45.0[transformers]extra == "transformers"
Used By
12
- raglite 2.5K/mo
- ragbits-document-search 1.7K/mo
- ogbujipt 1.6K/mo
- ragbuilder 547/mo
- docindex 287/mo
- embenx 158/mo
- thirawat-mapper 116/mo
- astra-multivector 112/mo
- refindery 99/mo
- open-retrieval 84/mo