Monthly downloads
1.9K
Weekly downloads
494
GitHub stars
7.0K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
Not specified
Licence
Apache License, Version 2.0
Last Release
2 years ago
Author
Neural Networks and Deep Learning lab, MIPT
First Release
June 6, 2018
Total Releases
58
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
40
Popularity
83
Adoption
32
Community
70
Provenance
0
How the maintenance status was determined
Last commit
689 days ago
Monthly downloads
1,905
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
1,905
Stars
6,995
Stars per 1k downloads
3671.92
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
71
Month daily avg
64
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
More 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
Apache License, Version 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
795 days ago
Total releases
58
Releases/year
6.9
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
82
Monthly downloads
1,905
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
76
Issue Burden
4.9
per 1k stars
Discussions
0.4
per 1k stars
Fork Ratio
7.0%
contrib / forks
Stale Release
105d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
14
Python Versions
3.7
38.5%
5
3.11
30.8%
4
2.7
15.4%
2
3.10
7.7%
1
3.12
7.7%
1
Top Countries
1.
CN
10
CN
2.
US
9
US
3.
DE
4
DE
4.
RU
2
RU
5.
CA
1
CA
6.
FR
1
FR
7.
IE
1
IE
8.
NO
1
NO
Weekly Downloads
GitHub Stars
Dependencies
14
- fastapi <=0.89.1,>=0.47.0
- filelock <3.10.0,>=3.0.0
- nltk <3.10.0,>=3.2.4
- numpy <1.24
- pandas <1.6.0,>=1.0.0
- prometheus-client <=1.16.0,>=0.13.0
- pybind11 ==2.10.3
- pydantic <2
- requests <3.0.0,>=2.19.0
-
scikit-learn
<1.1.0,>=0.24
python_version <= "3.10"
-
scipy
<1.10.0
python_version < "3.8"
- tqdm <4.65.0,>=4.42.0
- uvicorn <0.19.0,>=0.13.0
- wheel
14 optional dependencies
-
boto3[s3]extra == "s3"
-
docutils<0.17,>=0.12[docs]python_version <= "3.10" and extra == "docs"
-
flake8[tests]extra == "tests"
-
ipykernel==5.5.4[docs]extra == "docs"
-
ipython-genutils==0.2.0[docs]extra == "docs"
-
jinja2<=3.0.3[docs]extra == "docs"
-
nbsphinx==0.8.4[docs]python_version <= "3.10" and extra == "docs"
-
pandoc==2.3[docs]extra == "docs"
-
pexpect[tests]extra == "tests"
-
pytest[tests]extra == "tests"
-
pytest-instafail[tests]extra == "tests"
-
sphinx==3.5.4[docs]python_version <= "3.7" and extra == "docs"
-
sphinx-copybutton==0.5.0[docs]extra == "docs"
-
sphinx-rtd-theme==0.5.2[docs]python_version <= "3.10" and extra == "docs"
Used By
2
- let-me-answer-for-you 334/mo
- arelight 96/mo
Repository details
GitHub Topics