Monthly downloads
991.1K
Weekly downloads
152.9K
GitHub stars
1.6K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
Unknown
Last Release
1 year ago
Author
MosaicML
First Release
September 12, 2022
Total Releases
36
Python Versions
3
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
Package Risks
- No releases in 345 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
65
Popularity
67
Adoption
59
Community
70
Provenance
0
How the maintenance status was determined
Last commit
113 days ago
Monthly downloads
991,060
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
991,060
Stars
1,566
Stars per 1k downloads
1.58
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
21,837
Month daily avg
33,035
Momentum
-33.9%
((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
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
458 days ago
Total releases
36
Releases/year
8.8
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
64
Monthly downloads
991,060
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
49.2
per 1k stars
Discussions
1.9
per 1k stars
Fork Ratio
31.2%
contrib / forks
Stale Release
345d
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
21.5K
macOS
184
Windows
4
Python Versions
3.10
29.8%
6.5K
3.13
28.3%
6.1K
3.12
25.7%
5.6K
3.11
9.5%
2.1K
3.14
6.7%
1.5K
Top Countries
1.
US
16.7K
US
2.
NL
3.9K
NL
3.
DE
934
DE
4.
IE
120
IE
5.
JP
75
JP
6.
SG
55
SG
7.
MX
48
MX
8.
GB
33
GB
9.
CA
31
CA
10.
SE
27
SE
Weekly Downloads
GitHub Stars
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<1,>=0.8[alipan]extra == "alipan"
-
alipcs-py<1,>=0.8[all]extra == "all"
-
altair<6,>=5.1.1[all]extra == "all"
-
altair<6,>=5.1.1[simulator]extra == "simulator"
-
databricks-sdk==0.58.0[all]extra == "all"
-
databricks-sdk==0.58.0[databricks]extra == "databricks"
-
datasets<4,>=2.4.0[dev]extra == "dev"
-
datasets<4,>=2.4.0[all]extra == "all"
-
docformatter>=1.4[dev]extra == "dev"
-
docformatter>=1.4[all]extra == "all"
-
docutils==0.17.1[docs]extra == "docs"
-
docutils==0.17.1[all]extra == "all"
-
fastapi==0.116.1[dev]extra == "dev"
-
fastapi==0.116.1[all]extra == "all"
-
furo==2022.9.29[all]extra == "all"
-
furo==2022.9.29[docs]extra == "docs"
-
gitpython==3.1.42[all]extra == "all"
-
gitpython==3.1.42[docs]extra == "docs"
-
huggingface-hub<0.34,>=0.23.4[hf]extra == "hf"
-
huggingface-hub<0.34,>=0.23.4[all]extra == "all"
-
humanize<5,>=4.7.0[simulator]extra == "simulator"
-
humanize<5,>=4.7.0[all]extra == "all"
-
jupyter==1.1.1[dev]extra == "dev"
-
jupyter==1.1.1[all]extra == "all"
-
mosaicml-cli<0.8,>=0.5.25[all]extra == "all"
-
mosaicml-cli<0.8,>=0.5.25[testing]extra == "testing"
-
moto<6,>=4.0[dev]extra == "dev"
-
moto<6,>=4.0[all]extra == "all"
-
myst-parser==0.16.1[all]extra == "all"
-
myst-parser==0.16.1[docs]extra == "docs"
-
nbsphinx==0.9.1[docs]extra == "docs"
-
nbsphinx==0.9.1[all]extra == "all"
-
omegaconf<3,>=2.3.0[simulator]extra == "simulator"
-
omegaconf<3,>=2.3.0[all]extra == "all"
-
pandas<3,>=2.0.3[all]extra == "all"
-
pandas<3,>=2.0.3[simulator]extra == "simulator"
-
pandoc==2.3[all]extra == "all"
-
pandoc==2.3[docs]extra == "docs"
-
pre-commit<4,>=2.18.1[dev]extra == "dev"
-
pre-commit<4,>=2.18.1[all]extra == "all"
-
pyarrow>14.0.0[all]extra == "all"
-
pyarrow>14.0.0[dev]extra == "dev"
-
pydantic==2.11.7[dev]extra == "dev"
-
pydantic==2.11.7[all]extra == "all"
-
pypandoc==1.13[docs]extra == "docs"
-
pypandoc==1.13[all]extra == "all"
-
pyspark<4,>=3[all]extra == "all"
-
pyspark<4,>=3[spark]extra == "spark"
-
pytest==8.4.1[all]extra == "all"
-
pytest==8.4.1[dev]extra == "dev"
-
pytest-codeblocks==0.17.0[dev]extra == "dev"
-
pytest-codeblocks==0.17.0[all]extra == "all"
-
pytest-cov<7,>=4[all]extra == "all"
-
pytest-cov<7,>=4[dev]extra == "dev"
-
pytest-split==0.10.0[dev]extra == "dev"
-
pytest-split==0.10.0[all]extra == "all"
-
pyyaml<7,>=6.0[all]extra == "all"
-
pyyaml<7,>=6.0[simulator]extra == "simulator"
-
sortedcollections<3,>=2.1.0[all]extra == "all"
-
sortedcollections<3,>=2.1.0[simulator]extra == "simulator"
-
sphinx==4.4.0[docs]extra == "docs"
-
sphinx==4.4.0[all]extra == "all"
-
sphinx-argparse==0.4.0[docs]extra == "docs"
-
sphinx-argparse==0.4.0[all]extra == "all"
-
sphinx-copybutton==0.5.2[docs]extra == "docs"
-
sphinx-copybutton==0.5.2[all]extra == "all"
-
sphinx-tabs==3.4.5[all]extra == "all"
-
sphinx-tabs==3.4.5[docs]extra == "docs"
-
sphinxcontrib-applehelp==1.0.0[all]extra == "all"
-
sphinxcontrib-applehelp==1.0.0[docs]extra == "docs"
-
sphinxcontrib-devhelp==1.0.0[docs]extra == "docs"
-
sphinxcontrib-devhelp==1.0.0[all]extra == "all"
-
sphinxcontrib-htmlhelp==2.0.0[all]extra == "all"
-
sphinxcontrib-htmlhelp==2.0.0[docs]extra == "docs"
-
sphinxcontrib-katex==0.9.6[docs]extra == "docs"
-
sphinxcontrib-katex==0.9.6[all]extra == "all"
-
sphinxcontrib-qthelp==1.0.0[docs]extra == "docs"
-
sphinxcontrib-qthelp==1.0.0[all]extra == "all"
-
sphinxcontrib-serializinghtml==1.1.5[all]extra == "all"
-
sphinxcontrib-serializinghtml==1.1.5[docs]extra == "docs"
-
streamlit<2,>=1.26.0[all]extra == "all"
-
streamlit<2,>=1.26.0[simulator]extra == "simulator"
-
toml==0.10.2[all]extra == "all"
-
toml==0.10.2[dev]extra == "dev"
-
uvicorn==0.35.0[all]extra == "all"
-
uvicorn==0.35.0[dev]extra == "dev"
-
wandb<1,>=0.15.5[all]extra == "all"
-
wandb<1,>=0.15.5[simulator]extra == "simulator"
-
yamllint==1.37.1[all]extra == "all"
-
yamllint==1.37.1[dev]extra == "dev"
Used By
8
- llm-foundry 2.0K/mo
- mldataforge 386/mo
- deeptan 202/mo
- datatools-py 171/mo
- biodem 136/mo
- zeroshotdata 122/mo
- deeptan-network 122/mo
- tahoe-x1 62/mo
Repository details
GitHub Topics
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh