Package Insights
Package Risks
- No releases in 419 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
56
Adoption
73
Community
70
How the maintenance status was determined
Last commit
14 days ago
Monthly downloads
215,528
•
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
215,528
Stars
593
Stars per 1k downloads
2.75
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
7,338
Month daily avg
7,184
Momentum
+2.1%
((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 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
433 days ago
Total releases
1,194
Releases/year
264.9
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
99
Monthly downloads
215,528
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
65
Issue Burden
25.3
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
165.0%
contrib / forks
Stale Release
419d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
9.2K
Windows
19
macOS
16
Python Versions
3.10
85.7%
7.9K
3.12
13.7%
1.3K
3.11
0.4%
35
3.13
0.1%
12
3.9
0.0%
4
Top Countries
1.
US
9.2K
US
2.
CN
2.4K
CN
3.
SG
22
SG
4.
NL
10
NL
5.
IL
3
IL
6.
CA
2
CA
7.
EE
2
EE
8.
IE
2
IE
9.
IN
2
IN
10.
KR
2
KR
Dependencies
11
- absl-py
- clu
- editdistance
- jax
- jaxlib
- numpy
- packaging
- pyglove
- sentencepiece >=0.2
- tensorflow-text
- tfds-nightly ==4.9.2.dev202308090034
7 optional dependencies
- apache-beam[cache-tasks]
- gevent[gcp]
- google-api-python-client[gcp]
- google-cloud-storage[gcp]
- google-compute-engine[gcp]
- oauth2client[gcp]
- pytest[test]
Package Information
License
Apache 2.0
First Release
November 3, 2021
Last Release
1 year ago
Last Commit
2 weeks ago
Latest Version
0.0.18.dev20250227
Total Releases
1,194
Contributors
99
Open PRs
125
Archived
No
Author
Google Inc.
Wheels
py3
Keywords
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh