Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
Apache-2.0
Last Release
3 days ago
First Release
May 14, 2021
Total Releases
165
Python Versions
3.10
3.11
3.12
3.13
3.14
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
100
Popularity
66
Adoption
84
Community
80
Provenance
0
How the maintenance status was determined
Last commit
0 days ago
Monthly downloads
27,216
•
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
27,216
Stars
981
Stars per 1k downloads
36.04
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
1,210
Month daily avg
907
Momentum
+33.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.10
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-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
2 days ago
Total releases
165
Releases/year
30.4
•
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
88
Monthly downloads
27,216
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
99
Issue Burden
21.4
per 1k stars
Discussions
246.7
per 1k stars
Fork Ratio
30.0%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
184
Windows
2
macOS
2
Python Versions
3.12
46.3%
82
3.10
25.4%
45
3.13
16.9%
30
3.11
11.3%
20
Top Countries
1.
US
164
US
2.
HK
127
HK
3.
TW
27
TW
4.
CN
17
CN
5.
BE
8
BE
6.
DK
5
DK
7.
AU
4
AU
8.
KR
4
KR
9.
NL
4
NL
10.
FR
3
FR
Weekly Downloads
GitHub Stars *
Dependencies
17
- aiohttp
- cryptography >=45.0.0
- docker >=6.0
- flask ==3.1.3
- flask-jwt-extended ==4.6.0
- flask-sqlalchemy ==3.1.1
- grpcio >=1.62.1
- gunicorn >=22.0.0
- msgpack >=1.0.3
- numpy
- protobuf >=4.24.4
- psutil >=5.9.1
- pydantic >=2.0
- pyhocon
- pyyaml >=6.0
- requests >=2.28.0
- safetensors
276 optional dependencies
-
bitsandbytes[all]extra == "all"
-
bitsandbytes[app-opt]extra == "app-opt"
-
bitsandbytes[test]extra == "test"
-
bitsandbytes[dev]extra == "dev"
-
black==25.9.0[test-cpu]extra == "test-cpu"
-
black==25.9.0[test]extra == "test"
-
black==25.9.0[dev]extra == "dev"
-
black==25.9.0[test-mac]extra == "test-mac"
-
black==25.9.0[dev-mac]extra == "dev-mac"
-
black==25.9.0[test-support]extra == "test-support"
-
black==25.9.0[dev-cpu]extra == "dev-cpu"
-
click==8.1.7[test-mac]python_version < "3.14" and extra == "test-mac"
-
click==8.1.7[test-support]python_version < "3.14" and extra == "test-support"
-
click==8.1.7[test-cpu]python_version < "3.14" and extra == "test-cpu"
-
click==8.1.7[test]python_version < "3.14" and extra == "test"
-
click==8.1.7[dev-mac]python_version < "3.14" and extra == "dev-mac"
-
click==8.1.7[dev]python_version < "3.14" and extra == "dev"
-
click==8.1.7[dev-cpu]python_version < "3.14" and extra == "dev-cpu"
-
datadog[all]extra == "all"
-
datadog[dev]extra == "dev"
-
datadog[app-opt-cpu]extra == "app-opt-cpu"
-
datadog[app-opt]extra == "app-opt"
-
datadog[all-cpu]extra == "all-cpu"
-
datadog[test-cpu]extra == "test-cpu"
-
datadog[test]extra == "test"
-
datadog[monitoring]extra == "monitoring"
-
datadog[dev-cpu]extra == "dev-cpu"
-
fastdigest==0.4.0[dev]python_version < "3.14" and extra == "dev"
-
fastdigest==0.4.0[test-cpu]python_version < "3.14" and extra == "test-cpu"
-
fastdigest==0.4.0[dev-cpu]python_version < "3.14" and extra == "dev-cpu"
-
fastdigest==0.4.0[test]python_version < "3.14" and extra == "test"
-
flake8==7.1.1[test-cpu]extra == "test-cpu"
-
flake8==7.1.1[dev]extra == "dev"
-
flake8==7.1.1[dev-cpu]extra == "dev-cpu"
-
flake8==7.1.1[dev-mac]extra == "dev-mac"
-
flake8==7.1.1[test]extra == "test"
-
flake8==7.1.1[test-mac]extra == "test-mac"
-
flake8==7.1.1[test-support]extra == "test-support"
-
isort==5.13.2[dev-mac]extra == "dev-mac"
-
isort==5.13.2[test]extra == "test"
-
isort==5.13.2[test-cpu]extra == "test-cpu"
-
isort==5.13.2[test-mac]extra == "test-mac"
-
isort==5.13.2[test-support]extra == "test-support"
-
isort==5.13.2[dev]extra == "dev"
-
isort==5.13.2[dev-cpu]extra == "dev-cpu"
-
kagglehub!=1.0.1[dev-mac]extra == "dev-mac"
-
kagglehub!=1.0.1[test]extra == "test"
-
kagglehub!=1.0.1[test-cpu]extra == "test-cpu"
-
kagglehub!=1.0.1[test-mac]extra == "test-mac"
-
kagglehub!=1.0.1[test-support]extra == "test-support"
-
kagglehub!=1.0.1[dev-cpu]extra == "dev-cpu"
-
kagglehub!=1.0.1[dev]extra == "dev"
-
kagglesdk<0.1.31[test-support]python_version >= "3.11" and extra == "test-support"
-
kagglesdk<0.1.31[test-mac]python_version >= "3.11" and extra == "test-mac"
-
kagglesdk<0.1.31[test-cpu]python_version >= "3.11" and extra == "test-cpu"
-
kagglesdk<0.1.31[test]python_version >= "3.11" and extra == "test"
-
kagglesdk<0.1.31[dev-mac]python_version >= "3.11" and extra == "dev-mac"
-
kagglesdk<0.1.31[dev-cpu]python_version >= "3.11" and extra == "dev-cpu"
-
kagglesdk<0.1.31[dev]python_version >= "3.11" and extra == "dev"
-
kubernetes!=36.0.0[dev-cpu]extra == "dev-cpu"
-
kubernetes!=36.0.0[all]extra == "all"
-
kubernetes!=36.0.0[all-cpu]extra == "all-cpu"
-
kubernetes!=36.0.0[all-mac]extra == "all-mac"
-
kubernetes!=36.0.0[app-opt]extra == "app-opt"
-
kubernetes!=36.0.0[app-opt-cpu]extra == "app-opt-cpu"
-
kubernetes!=36.0.0[app-opt-mac]extra == "app-opt-mac"
-
kubernetes!=36.0.0[dev]extra == "dev"
-
kubernetes!=36.0.0[dev-mac]extra == "dev-mac"
-
kubernetes!=36.0.0[k8s]extra == "k8s"
-
kubernetes!=36.0.0[test]extra == "test"
-
kubernetes!=36.0.0[test-cpu]extra == "test-cpu"
-
kubernetes!=36.0.0[test-mac]extra == "test-mac"
-
mlflow[tracking]extra == "tracking"
-
mlflow[test]extra == "test"
-
mlflow[test-mac]extra == "test-mac"
-
mlflow[test-cpu]extra == "test-cpu"
-
mlflow[dev-cpu]extra == "dev-cpu"
-
mlflow[all-cpu]extra == "all-cpu"
-
mlflow[all-mac]extra == "all-mac"
-
mlflow[app-opt]extra == "app-opt"
-
mlflow[app-opt-cpu]extra == "app-opt-cpu"
-
mlflow[app-opt-mac]extra == "app-opt-mac"
-
mlflow[dev]extra == "dev"
-
mlflow[all]extra == "all"
-
mlflow[dev-mac]extra == "dev-mac"
-
nbformat[dev-mac]extra == "dev-mac"
-
nbformat[test]extra == "test"
-
nbformat[test-cpu]extra == "test-cpu"
-
nbformat[test-mac]extra == "test-mac"
-
nbformat[test-support]extra == "test-support"
-
nbformat[dev]extra == "dev"
-
nbformat[dev-cpu]extra == "dev-cpu"
-
nbmake[test-cpu]extra == "test-cpu"
-
nbmake[test]extra == "test"
-
nbmake[dev-mac]extra == "dev-mac"
-
nbmake[dev-cpu]extra == "dev-cpu"
-
nbmake[dev]extra == "dev"
-
nbmake[test-support]extra == "test-support"
-
nbmake[test-mac]extra == "test-mac"
-
omegaconf[all-mac]extra == "all-mac"
-
omegaconf[all]extra == "all"
-
omegaconf[all-cpu]extra == "all-cpu"
-
omegaconf[config]extra == "config"
-
omegaconf[core-opt]extra == "core-opt"
-
omegaconf[dev]extra == "dev"
-
omegaconf[dev-cpu]extra == "dev-cpu"
-
omegaconf[dev-mac]extra == "dev-mac"
-
omegaconf[test]extra == "test"
-
omegaconf[test-cpu]extra == "test-cpu"
-
omegaconf[test-mac]extra == "test-mac"
-
openmined-psi==2.0.6[test]python_version < "3.14" and extra == "test"
-
openmined-psi==2.0.6[test-cpu]python_version < "3.14" and extra == "test-cpu"
-
openmined-psi==2.0.6[psi]python_version < "3.14" and extra == "psi"
-
openmined-psi==2.0.6[dev-cpu]python_version < "3.14" and extra == "dev-cpu"
-
openmined-psi==2.0.6[dev]python_version < "3.14" and extra == "dev"
-
openmined-psi==2.0.6[app-opt-cpu]python_version < "3.14" and extra == "app-opt-cpu"
-
openmined-psi==2.0.6[app-opt]python_version < "3.14" and extra == "app-opt"
-
openmined-psi==2.0.6[all-cpu]python_version < "3.14" and extra == "all-cpu"
-
openmined-psi==2.0.6[all]python_version < "3.14" and extra == "all"
-
packaging[dev-cpu]extra == "dev-cpu"
-
packaging[dev-mac]extra == "dev-mac"
-
packaging[test]extra == "test"
-
packaging[test-cpu]extra == "test-cpu"
-
packaging[test-mac]extra == "test-mac"
-
packaging[all]extra == "all"
-
packaging[all-cpu]extra == "all-cpu"
-
packaging[all-mac]extra == "all-mac"
-
packaging[app-opt]extra == "app-opt"
-
packaging[app-opt-cpu]extra == "app-opt-cpu"
-
packaging[app-opt-mac]extra == "app-opt-mac"
-
packaging[dev]extra == "dev"
-
pandas>=1.5.1[app-opt-mac]extra == "app-opt-mac"
-
pandas>=1.5.1[all]extra == "all"
-
pandas>=1.5.1[all-cpu]extra == "all-cpu"
-
pandas>=1.5.1[all-mac]extra == "all-mac"
-
pandas>=1.5.1[app-opt]extra == "app-opt"
-
pandas>=1.5.1[app-opt-cpu]extra == "app-opt-cpu"
-
pandas>=1.5.1[dev]extra == "dev"
-
pandas>=1.5.1[dev-cpu]extra == "dev-cpu"
-
pandas>=1.5.1[dev-mac]extra == "dev-mac"
-
pandas>=1.5.1[sklearn]extra == "sklearn"
-
pandas>=1.5.1[test]extra == "test"
-
pandas>=1.5.1[test-cpu]extra == "test-cpu"
-
pandas>=1.5.1[test-mac]extra == "test-mac"
-
pandas>=1.5.1[test-support]extra == "test-support"
-
pytest-cov==5.0.0[dev-cpu]extra == "dev-cpu"
-
pytest-cov==5.0.0[test-cpu]extra == "test-cpu"
-
pytest-cov==5.0.0[dev-mac]extra == "dev-mac"
-
pytest-cov==5.0.0[dev]extra == "dev"
-
pytest-cov==5.0.0[test]extra == "test"
-
pytest-cov==5.0.0[test-support]extra == "test-support"
-
pytest-cov==5.0.0[test-mac]extra == "test-mac"
-
pytest-timeout==2.4.0[test-support]extra == "test-support"
-
pytest-timeout==2.4.0[dev-cpu]extra == "dev-cpu"
-
pytest-timeout==2.4.0[dev-mac]extra == "dev-mac"
-
pytest-timeout==2.4.0[test]extra == "test"
-
pytest-timeout==2.4.0[test-cpu]extra == "test-cpu"
-
pytest-timeout==2.4.0[test-mac]extra == "test-mac"
-
pytest-timeout==2.4.0[dev]extra == "dev"
-
pytest-xdist==3.6.1[test]extra == "test"
-
pytest-xdist==3.6.1[test-cpu]extra == "test-cpu"
-
pytest-xdist==3.6.1[test-mac]extra == "test-mac"
-
pytest-xdist==3.6.1[test-support]extra == "test-support"
-
pytest-xdist==3.6.1[dev-mac]extra == "dev-mac"
-
pytest-xdist==3.6.1[dev-cpu]extra == "dev-cpu"
-
pytest-xdist==3.6.1[dev]extra == "dev"
-
pytorch-lightning[test]extra == "test"
-
pytorch-lightning[all]extra == "all"
-
pytorch-lightning[all-cpu]extra == "all-cpu"
-
pytorch-lightning[app-opt]extra == "app-opt"
-
pytorch-lightning[app-opt-cpu]extra == "app-opt-cpu"
-
pytorch-lightning[dev]extra == "dev"
-
pytorch-lightning[dev-cpu]extra == "dev-cpu"
-
pytorch-lightning[test-cpu]extra == "test-cpu"
-
recommonmark[dev-mac]extra == "dev-mac"
-
recommonmark[doc]extra == "doc"
-
recommonmark[dev-cpu]extra == "dev-cpu"
-
recommonmark[dev]extra == "dev"
-
scikit-learn[all]extra == "all"
-
scikit-learn[all-cpu]extra == "all-cpu"
-
scikit-learn[all-mac]extra == "all-mac"
-
scikit-learn[app-opt]extra == "app-opt"
-
scikit-learn[app-opt-cpu]extra == "app-opt-cpu"
-
scikit-learn[app-opt-mac]extra == "app-opt-mac"
-
scikit-learn[dev]extra == "dev"
-
scikit-learn[dev-cpu]extra == "dev-cpu"
-
scikit-learn[dev-mac]extra == "dev-mac"
-
scikit-learn[sklearn]extra == "sklearn"
-
scikit-learn[test]extra == "test"
-
scikit-learn[test-cpu]extra == "test-cpu"
-
scikit-learn[test-mac]extra == "test-mac"
-
sphinx>=5[dev]extra == "dev"
-
sphinx>=5[dev-cpu]extra == "dev-cpu"
-
sphinx>=5[dev-mac]extra == "dev-mac"
-
sphinx>=5[doc]extra == "doc"
-
sphinx-copybutton[dev]extra == "dev"
-
sphinx-copybutton[dev-cpu]extra == "dev-cpu"
-
sphinx-copybutton[dev-mac]extra == "dev-mac"
-
sphinx-copybutton[doc]extra == "doc"
-
sphinx-llm>=0.4.1[dev]extra == "dev"
-
sphinx-llm>=0.4.1[dev-cpu]extra == "dev-cpu"
-
sphinx-llm>=0.4.1[dev-mac]extra == "dev-mac"
-
sphinx-llm>=0.4.1[doc]extra == "doc"
-
sphinx-rtd-theme[dev]extra == "dev"
-
sphinx-rtd-theme[dev-cpu]extra == "dev-cpu"
-
sphinx-rtd-theme[dev-mac]extra == "dev-mac"
-
sphinx-rtd-theme[doc]extra == "doc"
-
sphinxcontrib-jquery[doc]extra == "doc"
-
sphinxcontrib-jquery[dev]extra == "dev"
-
sphinxcontrib-jquery[dev-cpu]extra == "dev-cpu"
-
sphinxcontrib-jquery[dev-mac]extra == "dev-mac"
-
tenseal==0.3.15[all]python_version < "3.13" and extra == "all"
-
tenseal==0.3.15[all-cpu]python_version < "3.13" and extra == "all-cpu"
-
tenseal==0.3.15[app-opt]python_version < "3.13" and extra == "app-opt"
-
tenseal==0.3.15[app-opt-cpu]python_version < "3.13" and extra == "app-opt-cpu"
-
tenseal==0.3.15[dev]python_version < "3.13" and extra == "dev"
-
tenseal==0.3.15[dev-cpu]python_version < "3.13" and extra == "dev-cpu"
-
tenseal==0.3.15[he]python_version < "3.13" and extra == "he"
-
tenseal==0.3.15[test]python_version < "3.13" and extra == "test"
-
tenseal==0.3.15[test-cpu]python_version < "3.13" and extra == "test-cpu"
-
tensorboard[all]extra == "all"
-
tensorboard[all-cpu]extra == "all-cpu"
-
tensorboard[all-mac]extra == "all-mac"
-
tensorboard[app-opt]extra == "app-opt"
-
tensorboard[app-opt-cpu]extra == "app-opt-cpu"
-
tensorboard[app-opt-mac]extra == "app-opt-mac"
-
tensorboard[dev]extra == "dev"
-
tensorboard[dev-cpu]extra == "dev-cpu"
-
tensorboard[dev-mac]extra == "dev-mac"
-
tensorboard[test]extra == "test"
-
tensorboard[test-cpu]extra == "test-cpu"
-
tensorboard[test-mac]extra == "test-mac"
-
tensorboard[tracking]extra == "tracking"
-
torch[all]extra == "all"
-
torch[all-mac]extra == "all-mac"
-
torch[app-opt]extra == "app-opt"
-
torch[app-opt-mac]extra == "app-opt-mac"
-
torch[dev]extra == "dev"
-
torch[dev-mac]extra == "dev-mac"
-
torch[pt]extra == "pt"
-
torch[test]extra == "test"
-
torch[test-mac]extra == "test-mac"
-
torchvision[all]extra == "all"
-
torchvision[all-cpu]extra == "all-cpu"
-
torchvision[all-mac]extra == "all-mac"
-
torchvision[app-opt]extra == "app-opt"
-
torchvision[app-opt-cpu]extra == "app-opt-cpu"
-
torchvision[app-opt-mac]extra == "app-opt-mac"
-
torchvision[dev]extra == "dev"
-
torchvision[dev-cpu]extra == "dev-cpu"
-
torchvision[dev-mac]extra == "dev-mac"
-
torchvision[pt]extra == "pt"
-
torchvision[test]extra == "test"
-
torchvision[test-cpu]extra == "test-cpu"
-
torchvision[test-mac]extra == "test-mac"
-
wandb[all]extra == "all"
-
wandb[all-cpu]extra == "all-cpu"
-
wandb[all-mac]extra == "all-mac"
-
wandb[app-opt]extra == "app-opt"
-
wandb[app-opt-cpu]extra == "app-opt-cpu"
-
wandb[app-opt-mac]extra == "app-opt-mac"
-
wandb[dev]extra == "dev"
-
wandb[dev-cpu]extra == "dev-cpu"
-
wandb[dev-mac]extra == "dev-mac"
-
wandb[test]extra == "test"
-
wandb[test-cpu]extra == "test-cpu"
-
wandb[test-mac]extra == "test-mac"
-
wandb[tracking]extra == "tracking"
-
xgboost<3.4[all]extra == "all"
-
xgboost<3.4[all-cpu]extra == "all-cpu"
-
xgboost<3.4[app-opt]extra == "app-opt"
-
xgboost<3.4[app-opt-cpu]extra == "app-opt-cpu"
-
xgboost<3.4[dev]extra == "dev"
-
xgboost<3.4[dev-cpu]extra == "dev-cpu"
-
xgboost<3.4[test]extra == "test"
-
xgboost<3.4[test-cpu]extra == "test-cpu"
Used By
12
- flip-utils 2.7K/mo
- monai-nvflare 232/mo
- monet-bundle 195/mo
- refedez-t 157/mo
- easyfederated 150/mo
- coreason-enclave 134/mo
- nv-dfm-core 79/mo
- refedez 51/mo
- fl-manager-utils-job-generator 36/mo
- fl-manager-utils-nvflare-extensions 36/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh