PyRank

autoai-libs

A library of transformers to support portable representations of AutoAI pipelines
PyPI
More links
Download Stats
Monthly downloads
8.5K
Weekly downloads
3.0K
GitHub stars
-

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
3.0.12
Requires Python
~=3.12.0
Licence
See: https://www14.software.ibm.com/cgi-bin/weblap/lap.pl?li_formnum=L-AMCU-BYY6S5
Last Release
5 months ago
Author
IBM
First Release
March 4, 2020
Total Releases
80
Python Versions
3.12
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
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
151 days ago
Monthly downloads
8,470
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
8,470
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
428
Month daily avg
282
Momentum
+51.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
~=3.12.0
Cutting Edge
Minimum supported version is 3.14 or newer
• Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
See: https://www14.software.ibm.com/cgi-bin/weblap/lap.pl?li_formnum=L-AMCU-BYY6S5
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
151 days ago
Total releases
80
Releases/year
12.1
• 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
8,470
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
-
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 16

Python Versions

3.9
33.3% 5
3.12
26.7% 4
3.10
20.0% 3
3.11
13.3% 2
3.7
6.7% 1

Top Countries

1. US US
33
2. SE SE
17
3. HK HK
6
4. CN CN
3
5. NL NL
2

Weekly Downloads

GitHub Stars

Dependencies

10
13 optional dependencies
  • autoai-libs[dev]
    extra == "dev"
  • autoai-libs[onnx-dev]
    extra == "onnx-dev"
  • black[code-check]
    extra == "code-check"
  • isort[code-check]
    extra == "code-check"
  • lightgbm<4.7,>=4.6[onnx]
    extra == "onnx"
  • onnx==1.17[onnx]
    extra == "onnx"
  • onnxconverter-common<=1.14.0[onnx]
    extra == "onnx"
  • onnxmltools==1.14.0[onnx]
    extra == "onnx"
  • onnxruntime==1.21.0[onnx-dev]
    (platform_machine != "ppc64le" and platform_machine != "s390x") and extra == "onnx-dev"
  • onnxruntime-extensions==0.13.0[onnx]
    (platform_machine != "ppc64le" and platform_machine != "s390x") and extra == "onnx"
  • pytest[test]
    extra == "test"
  • skl2onnx==1.18.0[onnx]
    extra == "onnx"
  • snapml==1.16.4[onnx]
    extra == "onnx"

Used By

0
Not used by any tracked packages

Repository details

Forks
-
Issues
-
Last Commit
-
Contributors
-
Open PRs
-
Archived
-

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
AI Watson IBM AutoAI SDK API IBM Cloud Machine Learning
Sources and methodology