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@jklaise jklaise released this 20 Mar 13:08
· 523 commits to master since this release
v0.4.0
524d786

v0.4.0 (2020-03-20)

Full Changelog

NB: This is the last version supporting Python 3.5.

Added

  • New feature KernelSHAP explainer for black-box model SHAP scores
  • Documentation for the LinearityMeasure algorithm

Changed

  • Breaking change New API for explainer and explanation objects. Explainer objects now inherit from Explainer base class as a minimum. When calling .explain method, an Explanation object is returned (previously a dictionary). This contains two dictionaries meta and data accessed as attributes of the object, detailing the metadata and the data of the returned explanation. The common interfaces are under api.interfaces and default return metadata and data for each explainer are under api.defaults.
  • Complete refactoring of the Anchors algorithms, many code improvements
  • Explainer tests are now more modular, utilizing scoped fixtures defined in explainers.tests.conftest and various utility functions
  • Tests are now run sequentially insted of in parallel due to overhead of launching new processes
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