Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
50
Popularity
69
Adoption
33
Community
50
How the maintenance status was determined
Last commit
310 days ago
Monthly downloads
2,387
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
2,387
Stars
2,110
Stars per 1k downloads
883.95
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
99
Month daily avg
80
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python 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
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
407 days ago
Total releases
22
Releases/year
6.2
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
41
Monthly downloads
2,387
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
57
Issue Burden
93.8
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
21.6%
contrib / forks
Stale Release
96d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
10
Python Versions
3.10
40.0%
4
3.11
40.0%
4
3.12
20.0%
2
Top Countries
1.
US
6
US
2.
SG
4
SG
3.
CA
1
CA
Dependencies
18
- accelerate
- asyncio
- deepspeed >=0.15.0
- deepspeed-kernels
- fastapi
- fastchat
- flask-restful
- grpcio
- grpcio-tools
- pillow
- pydantic >=2.0.0
- pyzmq
- safetensors
- shortuuid
- torch
- transformers
- ujson
- werkzeug
8 optional dependencies
- clang-format[dev]
- einops[dev]
- pre-commit[dev]
- pytest[dev]
- pytest-forked[dev]
- sentencepiece[dev]
- tiktoken[dev]
- transformers-stream-generator[dev]
Package Information
License
Unknown
First Release
October 24, 2022
Last Release
1 year ago
Last Commit
10 months ago
Latest Version
0.3.3
Total Releases
22
Contributors
41
Open PRs
11
Archived
No
Author
DeepSpeed Team
Python Versions
3.8
3.9
3.10
3.11
3.12
Wheels
py3
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh