.. _pyreal.explainer:

Explainer
=========
.. currentmodule:: pyreal.explainers

Explainer Base
~~~~~~~~~~~~~~
.. autosummary::
    :toctree: api/

    ExplainerBase
    ExplainerBase.fit
    ExplainerBase.produce
    ExplainerBase.model_predict

Local Feature Contributions
~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autosummary::
    :toctree: api/

    LocalFeatureContribution
    LocalFeatureContribution.fit
    LocalFeatureContribution.produce

Global Feature Importance
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autosummary::
    :toctree: api/

    GlobalFeatureImportance
    GlobalFeatureImportance.fit
    GlobalFeatureImportance.produce

Decision Tree Explainer
~~~~~~~~~~~~~~~~~~~~~~~~
.. autosummary::
    :toctree: api/

    DecisionTreeExplainer
    DecisionTreeExplainer.fit
    DecisionTreeExplainer.produce

Partial Dependence Explainer
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autosummary::
    :toctree: api/

    PartialDependenceExplainer
    PartialDependenceExplainer.fit
    PartialDependenceExplainer.produce

Similiar Examples
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autosummary::
    :toctree: api/

    SimilarExamples
    SimilarExamples.fit
    SimilarExamples.produce