Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
69
Adoption
70
Community
90
How the maintenance status was determined
Last commit
9 days ago
Monthly downloads
4,659,745
•
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
4,659,745
Stars
1,288
Stars per 1k downloads
0.28
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
151,305
Month daily avg
155,325
Momentum
-2.6%
((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
73 days ago
Total releases
72
Releases/year
10.4
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
136
Monthly downloads
4,659,745
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
80
Issue Burden
71.4
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
36.4%
contrib / forks
Stale Release
63d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
145.2K
Windows
60
macOS
38
Python Versions
3.7
71.6%
101.9K
3.12
18.1%
25.8K
3.8
4.8%
6.8K
3.9
2.8%
4.0K
3.11
2.7%
3.8K
Top Countries
1.
US
125.1K
US
2.
DE
14.0K
DE
3.
GB
6.0K
GB
4.
RU
563
RU
5.
IE
263
IE
6.
FR
229
FR
7.
SG
229
SG
8.
KR
159
KR
9.
NL
156
NL
10.
JP
97
JP
Dependencies
1
- tensorflow <2.21,>=2.20.0
4 optional dependencies
- absl-py[tests]
- pytest[tests]
- tensorflow-cpu[tensorflow-cpu]
- tensorflow-datasets[tests]
Used By
37
- keras-hub
- seqio
- rasa
- seqio-nightly
- tf-models-official
- keras-hub-nightly
- praxis
- paxml
- lingvo
- mediapipe-model-maker
- sknlp
- deep-autoviml
- twembeddings
- credentialdigger
- bigquery-ml-utils
- tf-models-no-deps
- ml4h
- vectordb2
- vina2vi
- image-analyst-hf
- convert-labse-tf-pt
- diarizationlm
- thetextdata
- sidlingvo
- tftokenizers
- bf-nlu-banki
- axlearn
- deep-profane
- bf-nlu
- simplests
- capibara
- d3lta
- convo-nlu2
- ringkasan
- mukkebude
- deeplookup
- rasa-mini
Package Information
License
Apache 2.0
First Release
June 10, 2019
Last Release
2 months ago
Last Commit
1 week ago
Latest Version
2.20.1
Total Releases
72
Contributors
136
Open PRs
140
Archived
No
Author
Google Inc.
Python Versions
3
3.9
3.10
3.11
3.12
3.13
Wheels
cp27
cp310
cp311
cp312
cp313
cp34
cp35
cp36
cp37
cp38
cp39
Keywords
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh