raiutils

library0.4.2pypypi✓ verified 86d ago

Common basic utilities used across various Responsible AI tools from Microsoft, including raiwidgets and responsibleai. Version 0.4.2, released as part of the responsible-ai-toolbox monorepo. Package is maintained alongside the broader toolbox, with occasional patches.

ai-ml data

pip install raiutils

github ↗package ↗

INSTALL

IMPORT

SIG · RAIUTILS

raiutils

ai-mlpythonv0.4.2

harness data pending

Install & Compatibility

Where this runs

No compatibility data collected yet for this library.

Code

Verified usage

Verified import paths — ran on the pinned version, not inferred.

raiutils

✓ import raiutils

raiutils is a namespace package; direct import is fine.

Demonstrates basic usage of raiutils data validation.

import raiutils # Check if a dataset is valid from raiutils.data_processing import validate_dataset import pandas as pd df = pd.DataFrame({'a': [1, 2, 3], 'b': [4, 5, 6]}) validate_dataset(df, target_column='a') print('Dataset validation passed')

Debug

Known issues

gotcharaiutils is not intended to be used standalone; it is a dependency for raiwidgets and responsibleai. Direct use of internal APIs may break without notice.

fix

Only import raiutils modules that are documented or used by the higher-level packages.

affects: all

gotchaThe package version is not aligned with the main toolbox releases. raiutils 0.4.2 may be used with a range of raiwidgets/responsibleai versions.

fix

Check compatibility with your specific raiwidgets/responsibleai version by verifying the toolbox release notes.

affects: >=0.4.0

gotchaSome utility functions may have been moved or renamed in more recent toolbox versions. Always refer to the source code or documentation of the exact toolbox version you are using.

fix

Pin versions and test after upgrading the responsible-ai-toolbox.

affects: all

Errors

Common errors & fixes

ModuleNotFoundError: No module named 'raiutils'

raiutils is not installed or the environment is missing it.

fix

Run 'pip install raiutils'

AttributeError: module 'raiutils' has no attribute 'validate_dataset'

Direct import of raiutils does not include submodules; you must import the specific module.

fix

Use 'from raiutils.data_processing import validate_dataset'

Upgrade

Version history

0.4.2latest on PyPI · released Apr 15, 2024

Audit

Dependencies

No dependency data recorded yet.

Agent activity

7 hits · last 30 days

node

OpenAI (training)

Resources

githubhttps://github.com/microsoft/responsible-ai-widgets ↗

packagehttps://pypi.org/project/raiutils/ ↗