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

'''
Wrapper module around `sklearn.multiclass`
'''

[docs]__author__ = 'Elisha Yadgaran'


from .base_sklearn_classifier import SklearnClassifier
from simpleml.models.classifiers.external_models import ClassificationExternalModelMixin

from sklearn.multiclass import OneVsRestClassifier, OneVsOneClassifier, OutputCodeClassifier


'''
One Vs Rest Classifier
'''

[docs]class WrappedSklearnOneVsRestClassifier(OneVsRestClassifier, ClassificationExternalModelMixin):
    pass

[docs]class SklearnOneVsRestClassifier(SklearnClassifier):
[docs]    def _create_external_model(self, **kwargs):
        return WrappedSklearnOneVsRestClassifier(**kwargs)


'''
One Vs One Classifier
'''

[docs]class WrappedSklearnOneVsOneClassifier(OneVsOneClassifier, ClassificationExternalModelMixin):
    pass

[docs]class SklearnOneVsOneClassifier(SklearnClassifier):
[docs]    def _create_external_model(self, **kwargs):
        return WrappedSklearnOneVsOneClassifier(**kwargs)


'''
Output Code Classifier
'''

[docs]class WrappedSklearnOutputCodeClassifier(OutputCodeClassifier, ClassificationExternalModelMixin):
    pass

[docs]class SklearnOutputCodeClassifier(SklearnClassifier):
[docs]    def _create_external_model(self, **kwargs):
        return WrappedSklearnOutputCodeClassifier(**kwargs)