Package Insights
Package Risks
- No releases in 192 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
67
Adoption
57
Community
70
How the maintenance status was determined
Last commit
103 days ago
Monthly downloads
514,781
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
514,781
Stars
1,501
Stars per 1k downloads
2.92
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
14,850
Month daily avg
17,159
Momentum
-13.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.12 or newer
•
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
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
296 days ago
Total releases
36
Releases/year
9.9
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
63
Monthly downloads
514,781
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
70
Issue Burden
50.6
per 1k stars
Discussions
2.0
per 1k stars
Fork Ratio
33.5%
contrib / forks
Stale Release
192d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
8.0K
macOS
23
Windows
9
Python Versions
3.12
58.9%
4.7K
3.11
20.9%
1.7K
3.10
9.4%
751
3.13
8.2%
652
3.14
2.5%
203
Top Countries
1.
US
6.8K
US
2.
SG
796
SG
3.
GB
129
GB
4.
IE
117
IE
5.
NL
87
NL
6.
DE
39
DE
7.
JP
32
JP
8.
CA
20
CA
9.
CN
15
CN
10.
PL
10
PL
Dependencies
18
- azure-identity >=1.13.0
- azure-storage-blob <13,>=12.0.0
- azure-storage-file-datalake <13,>=12.11.0
- boto3 <2,>=1.21.45
- brotli >=1.0.9
- catalogue <3,>=2
- google-cloud-storage <3.3.0,>=2.9.0
- matplotlib <4,>=3.5.2
- numpy <2.2.0,>=1.21.5
- oci <3,>=2.88
- paramiko <4,>=2.11.0
- python-snappy <1,>=0.6.1
- torch <3,>=1.10
- torchvision >=0.10
- tqdm <5,>=4.64.0
- transformers <5,>=4.21.3
- xxhash <4,>=3.0.0
- zstd <2,>=1.5.2.5
90 optional dependencies
- alipcs-py[alipan]
- alipcs-py[all]
- altair[all]
- altair[simulator]
- databricks-sdk[all]
- databricks-sdk[databricks]
- datasets[dev]
- datasets[all]
- docformatter[dev]
- docformatter[all]
- docutils[docs]
- docutils[all]
- fastapi[dev]
- fastapi[all]
- furo[all]
- furo[docs]
- gitpython[all]
- gitpython[docs]
- huggingface-hub[hf]
- huggingface-hub[all]
- humanize[simulator]
- humanize[all]
- jupyter[dev]
- jupyter[all]
- mosaicml-cli[all]
- mosaicml-cli[testing]
- moto[dev]
- moto[all]
- myst-parser[all]
- myst-parser[docs]
- nbsphinx[docs]
- nbsphinx[all]
- omegaconf[simulator]
- omegaconf[all]
- pandas[all]
- pandas[simulator]
- pandoc[all]
- pandoc[docs]
- pre-commit[dev]
- pre-commit[all]
- pyarrow[all]
- pyarrow[dev]
- pydantic[dev]
- pydantic[all]
- pypandoc[docs]
- pypandoc[all]
- pyspark[all]
- pyspark[spark]
- pytest[all]
- pytest[dev]
- pytest-codeblocks[dev]
- pytest-codeblocks[all]
- pytest-cov[all]
- pytest-cov[dev]
- pytest-split[dev]
- pytest-split[all]
- pyyaml[all]
- pyyaml[simulator]
- sortedcollections[all]
- sortedcollections[simulator]
- sphinx[docs]
- sphinx[all]
- sphinx-argparse[docs]
- sphinx-argparse[all]
- sphinxcontrib-applehelp[docs]
- sphinxcontrib-applehelp[all]
- sphinxcontrib-devhelp[all]
- sphinxcontrib-devhelp[docs]
- sphinxcontrib-htmlhelp[all]
- sphinxcontrib-htmlhelp[docs]
- sphinxcontrib-katex[docs]
- sphinxcontrib-katex[all]
- sphinxcontrib-qthelp[all]
- sphinxcontrib-qthelp[docs]
- sphinxcontrib-serializinghtml[docs]
- sphinxcontrib-serializinghtml[all]
- sphinx-copybutton[docs]
- sphinx-copybutton[all]
- sphinx-tabs[all]
- sphinx-tabs[docs]
- streamlit[all]
- streamlit[simulator]
- toml[all]
- toml[dev]
- uvicorn[all]
- uvicorn[dev]
- wandb[all]
- wandb[simulator]
- yamllint[all]
- yamllint[dev]
Package Information
License
Unknown
First Release
September 12, 2022
Last Release
9 months ago
Last Commit
3 months ago
Latest Version
0.13.0
Total Releases
36
Contributors
63
Open PRs
32
Archived
No
Author
MosaicML
Python Versions
3
3.10
3.11
3.12
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh