Source code for simpleml.models.classifiers.sklearn.mixture

"""
Wrapper module around `sklearn.mixture`
"""

[docs]__author__ = "Elisha Yadgaran"


from sklearn.mixture import BayesianGaussianMixture, GaussianMixture

from simpleml.models.classifiers.external_models import ClassificationExternalModelMixin

from .base_sklearn_classifier import SklearnClassifier

"""
Gaussian Mixture
"""


[docs]class WrappedSklearnBayesianGaussianMixture(
    BayesianGaussianMixture, ClassificationExternalModelMixin
):
    pass


[docs]class SklearnBayesianGaussianMixture(SklearnClassifier):
[docs]    def _create_external_model(self, **kwargs):
        return WrappedSklearnBayesianGaussianMixture(**kwargs)


[docs]class WrappedSklearnGaussianMixture(GaussianMixture, ClassificationExternalModelMixin):
    pass


[docs]class SklearnGaussianMixture(SklearnClassifier):
[docs]    def _create_external_model(self, **kwargs):
        return WrappedSklearnGaussianMixture(**kwargs)