Monthly downloads
2.5M
Weekly downloads
762.1K
GitHub stars
7.3K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.12
Licence
Apache Software License
Last Release
3 weeks ago
First Release
March 17, 2020
Total Releases
67
Python Versions
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
90
Popularity
83
Adoption
100
Community
80
Provenance
100
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
2,538,135
•
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
2,538,135
Stars
7,341
Stars per 1k downloads
2.89
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
108,874
Month daily avg
84,604
Momentum
+28.7%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.12
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 Software License
•
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
21 days ago
Total releases
67
Releases/year
10.2
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
286
Monthly downloads
2,538,135
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
86
Issue Burden
31.6
per 1k stars
Discussions
106.0
per 1k stars
Fork Ratio
33.8%
contrib / forks
Stale Release
No
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
115.9K
macOS
850
Windows
206
Python Versions
3.13
64.1%
73.9K
3.12
24.2%
28.0K
3.11
5.2%
6.0K
3.10
4.8%
5.5K
3.14
1.7%
2.0K
Top Countries
1.
US
115.1K
US
2.
SG
947
SG
3.
NL
771
NL
4.
MY
656
MY
5.
BE
609
BE
6.
GB
566
GB
7.
JP
412
JP
8.
DE
407
DE
9.
CA
366
CA
10.
CN
352
CN
Weekly Downloads
GitHub Stars
Dependencies
10
- jax >=0.11.1
- msgpack
- numpy >=1.23.2
- optax
- orbax-checkpoint
- pyyaml >=5.4.1
- rich >=11.1
- tensorstore
- treescope >=0.1.7
- typing-extensions >=4.2
51 optional dependencies
-
ale-py>=0.10.2[testing]python_version < "3.14" and extra == "testing"
-
cloudpickle>=3.0.0[testing]extra == "testing"
-
clu[testing]extra == "testing"
-
dm-haiku>=0.0.14[docs]extra == "docs"
-
docutils[docs]extra == "docs"
-
einops[docs]extra == "docs"
-
einops[testing]extra == "testing"
-
grain[docs]extra == "docs"
-
grain==0.2.16[testing]extra == "testing"
-
gymnasium[testing]python_version < "3.14" and extra == "testing"
-
ipykernel[docs]extra == "docs"
-
ipython-genutils[docs]extra == "docs"
-
ipywidgets>=8.1.5[docs]extra == "docs"
-
jaxlib[testing]extra == "testing"
-
jaxtyping[testing]extra == "testing"
-
jaxtyping[docs]extra == "docs"
-
jraph>=0.0.6dev0[testing]extra == "testing"
-
jupytext==1.13.8[docs]extra == "docs"
-
kagglehub>=0.3.3[docs]extra == "docs"
-
keras<3.13[testing]extra == "testing"
-
matplotlib[docs]extra == "docs"
-
ml-collections[testing]extra == "testing"
-
ml-collections[docs]extra == "docs"
-
mypy[testing]extra == "testing"
-
myst-nb[docs]extra == "docs"
-
nanobind>=2.5.0[dev]extra == "dev"
-
nbstripout[docs]extra == "docs"
-
opencv-python[testing]extra == "testing"
-
orbax-export>=0.0.8[docs]extra == "docs"
-
pre-commit>=3.8.0[dev]extra == "dev"
-
protobuf[testing]extra == "testing"
-
pygments>=2.6.1[docs]extra == "docs"
-
pytest[testing]extra == "testing"
-
pytest-cov[testing]extra == "testing"
-
pytest-custom-exit-code[testing]extra == "testing"
-
pytest-xdist[testing]extra == "testing"
-
pytype[testing]extra == "testing"
-
recommonmark[docs]extra == "docs"
-
scikit-build-core>=0.11.0[dev]extra == "dev"
-
scikit-learn[docs]extra == "docs"
-
sentencepiece==0.2.0[testing]extra == "testing"
-
sphinx==6.2.1[docs]extra == "docs"
-
sphinx-book-theme[docs]extra == "docs"
-
sphinx-design[docs]extra == "docs"
-
tensorboard[testing]extra == "testing"
-
tensorflow>=2.12.0[testing]python_version < "3.13" and extra == "testing"
-
tensorflow-datasets[testing]extra == "testing"
-
tensorflow-text>=2.11.0[testing](platform_system != "Darwin" and python_version < "3.13") and extra == "testing"
-
torch[testing]extra == "testing"
-
tqdm==4.67.1[docs]extra == "docs"
-
treescope>=0.1.1[testing]python_version >= "3.10" and extra == "testing"
Used By
408
- qwix 609.8K/mo
- aqtp 492.0K/mo
- clu 436.4K/mo
- google-tunix 263.0K/mo
- tensorflowjs 173.8K/mo
- gymnax 76.4K/mo
- google-metrax 53.4K/mo
- aisimulate 43.6K/mo
- dopamine-rl 43.2K/mo
- brax 41.1K/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh