Package Insights
Score based on PyPI data only — no linked source repository
N/A
Health Score
Not available
requires GitHub data
How the maintenance status was determined
Last release
21 days ago
Monthly downloads
10,408
•
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
10,408
Stars
Unknown
Stars per 1k downloads
—
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
No star data — can't compute stars-to-downloads ratio.
How download momentum is calculated
Week daily avg
307
Month daily avg
347
Momentum
-11.5%
((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
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
21 days ago
Total releases
200
Releases/year
65.6
•
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
Unknown
Monthly downloads
10,408
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
Contributor count is missing — this usually indicates the package has no linked GitHub repository.
Engagement
0
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
PR Velocity
-
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
39
Python Versions
3.11
76.9%
30
3.9
15.4%
6
3.7
5.1%
2
2.7
2.6%
1
Top Countries
1.
CN
398
CN
2.
US
61
US
3.
SG
24
SG
4.
SE
6
SE
5.
HK
3
HK
6.
CA
1
CA
Dependencies
26
- anthropic
- azure-cognitiveservices-speech
- contextlib2
- datasets
- einops
- fastapi
- jinja2
- json5
- jupyter-client
- loguru
- ninja
- openai >=1.59.8
- paramiko
- prompt-toolkit
- protobuf
- pyarrow
- pyjava >=0.6.21
- ray ==2.47.1
- retrying
- rich
- sqlmodel
- tabulate
- tiktoken
- tqdm
- uvicorn
- websocket-client
94 optional dependencies
- accelerate[default]
- accelerate[local]
- anthropic[local]
- anthropic[default]
- anthropic[saas]
- azure-cognitiveservices-speech[local]
- azure-cognitiveservices-speech[default]
- azure-cognitiveservices-speech[saas]
- bitsandbytes[default]
- bitsandbytes[local]
- contextlib2[saas]
- contextlib2[default]
- contextlib2[local]
- datasets[default]
- datasets[local]
- datasets[saas]
- einops[local]
- einops[default]
- einops[saas]
- fastapi[saas]
- fastapi[local]
- fastapi[default]
- jinja2[default]
- jinja2[local]
- jinja2[saas]
- json5[saas]
- json5[default]
- json5[local]
- jupyter-client[local]
- jupyter-client[default]
- jupyter-client[saas]
- loguru[saas]
- loguru[local]
- loguru[default]
- ninja[default]
- ninja[saas]
- ninja[local]
- openai[saas]
- openai[local]
- openai[default]
- optimum[local]
- optimum[default]
- paramiko[local]
- paramiko[saas]
- paramiko[default]
- prompt-toolkit[saas]
- prompt-toolkit[default]
- prompt-toolkit[local]
- protobuf[saas]
- protobuf[default]
- protobuf[local]
- pyarrow[saas]
- pyarrow[default]
- pyarrow[local]
- pyjava[saas]
- pyjava[local]
- pyjava[default]
- ray[saas]
- ray[local]
- ray[default]
- retrying[default]
- retrying[local]
- retrying[saas]
- rich[local]
- rich[saas]
- rich[default]
- sentencepiece[local]
- sentencepiece[default]
- sentence-transformers[default]
- sentence-transformers[local]
- sqlmodel[saas]
- sqlmodel[default]
- sqlmodel[local]
- tabulate[default]
- tabulate[local]
- tabulate[saas]
- tiktoken[local]
- tiktoken[saas]
- tiktoken[default]
- torch[default]
- torch[local]
- tqdm[default]
- tqdm[local]
- tqdm[saas]
- transformers[default]
- transformers[local]
- transformers-stream-generator[default]
- transformers-stream-generator[local]
- uvicorn[saas]
- uvicorn[default]
- uvicorn[local]
- websocket-client[local]
- websocket-client[saas]
- websocket-client[default]
Used By
3
Package Information
License
Unknown
First Release
April 20, 2023
Last Release
3 weeks ago
Last Commit
-
Latest Version
0.1.207
Total Releases
200
Contributors
-
Open PRs
-
Archived
-
Author
allwefantasy
Python Versions
3.9
3.10
3.11
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh