kolena 0.74.0

Client for Kolena's machine learning (ML) testing and debugging platform.

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Kolena is a comprehensive machine learning testing and debugging platform to surface hidden model behaviors and take the mystery out of model development. Kolena helps you:

• Perform high-resolution model evaluation
• Understand and track behavioral improvements and regressions
• Meaningfully communicate model capabilities
• Automate model testing and deployment workflows

This kolena package contains the Python client library for programmatic interaction with the Kolena ML testing platform.

Setup

Client builds can be installed directly from PyPI using any Python package manager such as pip:

pip install kolena

Advanced use cases (eg. metrics computation) may require extra dependencies which can be installed by running:

pip install kolena[metrics]

Installing with Poetry

Install project dependencies by running

poetry update && poetry install

Extra dependencies such as Scikit-learn can be included by running

poetry install --all-extras

For more information, see the installation documentation.

Documentation

Visit docs.kolena.io for tutorial and usage documentation and the API Reference for detailed kolena typing and function documentation.