Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
94
Adoption
80
Community
80
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
1,171,372
•
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
1,171,372
Stars
42,344
Stars per 1k downloads
36.15
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
40,686
Month daily avg
39,046
Momentum
+4.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
License categories
License
Apache Software License 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
15 days ago
Total releases
126
Releases/year
22.6
•
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
485
Monthly downloads
1,171,372
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
27.5
per 1k stars
Discussions
6.2
per 1k stars
Fork Ratio
10.0%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
26.6K
Windows
605
macOS
131
Python Versions
3.11
49.3%
12.8K
3.10
24.6%
6.4K
3.12
19.8%
5.1K
3.14
3.9%
1.0K
3.7
2.3%
606
Top Countries
1.
US
20.8K
US
2.
NL
891
NL
3.
SG
880
SG
4.
KR
654
KR
5.
CA
525
CA
6.
JP
382
JP
7.
ZA
375
ZA
8.
CN
352
CN
9.
DE
336
DE
10.
IN
243
IN
Dependencies
11
91 optional dependencies
- accelerate[all]
- accelerate[dev]
- autodoc-pydantic[all]
- autodoc-pydantic[readthedocs]
- clang-format[all]
- clang-format[dev]
- comet-ml[all]
- comet-ml[dev]
- deepspeed-kernels[all]
- deepspeed-kernels[dev]
- diffusers[sd]
- diffusers[all]
- docutils[readthedocs]
- docutils[dev]
- docutils[all]
- future[dev]
- future[all]
- google[all]
- google[inf]
- hjson[all]
- hjson[readthedocs]
- hjson[autotuning-ml]
- importlib-metadata[dev]
- importlib-metadata[all]
- lm-eval[all]
- lm-eval[inf]
- mpi4py[all]
- mpi4py[1bit-mpi]
- mup[dev]
- mup[all]
- neural-compressor[all]
- neural-compressor[sparse]
- packaging[all]
- packaging[readthedocs]
- pre-commit[all]
- pre-commit[dev]
- protobuf[inf]
- protobuf[all]
- psutil[readthedocs]
- psutil[all]
- py-cpuinfo[all]
- py-cpuinfo[readthedocs]
- pydantic[readthedocs]
- pydantic[all]
- pytest[dev]
- pytest[all]
- pytest-forked[dev]
- pytest-forked[all]
- pytest-randomly[all]
- pytest-randomly[dev]
- pytest-xdist[all]
- pytest-xdist[dev]
- qtorch[inf]
- qtorch[all]
- qtorch[dev]
- recommonmark[readthedocs]
- recommonmark[dev]
- recommonmark[all]
- safetensors[inf]
- safetensors[all]
- scipy[all]
- scipy[deepcompile]
- sentencepiece[inf]
- sentencepiece[all]
- sphinx[dev]
- sphinx[all]
- sphinx-rtd-theme[dev]
- sphinx-rtd-theme[all]
- sphinx-rtd-theme[readthedocs]
- tabulate[all]
- tabulate[autotuning]
- tabulate[autotuning-ml]
- tensorboard[dev]
- tensorboard[all]
- torch[readthedocs]
- torch[all]
- torchvision[dev]
- torchvision[all]
- tqdm[all]
- tqdm[readthedocs]
- transformers[dev]
- transformers[all]
- transformers[inf]
- triton[all]
- triton[sd]
- triton[sparse-attn]
- triton[triton]
- wandb[all]
- wandb[dev]
- xgboost[all]
- xgboost[autotuning-ml]
Used By
96
- protenix
- openrlhf
- project-llm-trainer
- resemble-enhance
- hpsv3
- deepspeed-mii
- factory-sdk
- openfold3
- alphafold3-pytorch-lightning-hydra
- trill-proteins
- arbor-ai
- llm-optimized-inference
- arctic-training
- neotune
- aivoifu
- chunkformer
- gpt3-torch
- lean-dojo-v2
- aistrainer
- charylu-models
- aeiva
- renate
- librehps
- t2v-metrics
- transformers-inference-toolkit
- semviqa
- tuningtron
- cm3
- efficientllm-toolkit
- andromeda-torch
- oat-llm
- translation-canvas
- small-vlm
- gpt4-torch
- cosyvoice2-eu
- opentau
- collie-lm
- psalm-eu
- omnivector-embed
- autobiasdetector
- alignment-handbook
- unipercept-reward
- phi-torch
- cosyvoice2-fr-infer
- intellifold
- resp-agent
- thebestllmever
- lean-reinforcement
- dbgpt-hub
- otter-ai
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Apache Software License 2.0
First Release
October 22, 2020
Last Release
2 weeks ago
Last Commit
1 week ago
Latest Version
0.19.0
Total Releases
126
Contributors
485
Open PRs
135
Archived
No
Author
DeepSpeed Team
Python Versions
3.8
3.9
3.10
3.11
3.12
Wheels
cp310
cp311
cp312
py3
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh