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aaronreidsmith / scikit-learn   python

Repository URL to install this package:

Version: 0.22 

/ utils / tests / test_metaestimators.py

from sklearn.utils.metaestimators import if_delegate_has_method


class Prefix:
    def func(self):
        pass


class MockMetaEstimator:
    """This is a mock meta estimator"""
    a_prefix = Prefix()

    @if_delegate_has_method(delegate="a_prefix")
    def func(self):
        """This is a mock delegated function"""
        pass


def test_delegated_docstring():
    assert "This is a mock delegated function" \
                in str(MockMetaEstimator.__dict__['func'].__doc__)
    assert "This is a mock delegated function" \
           in str(MockMetaEstimator.func.__doc__)
    assert "This is a mock delegated function" \
           in str(MockMetaEstimator().func.__doc__)


class MetaEst:
    """A mock meta estimator"""
    def __init__(self, sub_est, better_sub_est=None):
        self.sub_est = sub_est
        self.better_sub_est = better_sub_est

    @if_delegate_has_method(delegate='sub_est')
    def predict(self):
        pass


class MetaEstTestTuple(MetaEst):
    """A mock meta estimator to test passing a tuple of delegates"""

    @if_delegate_has_method(delegate=('sub_est', 'better_sub_est'))
    def predict(self):
        pass


class MetaEstTestList(MetaEst):
    """A mock meta estimator to test passing a list of delegates"""

    @if_delegate_has_method(delegate=['sub_est', 'better_sub_est'])
    def predict(self):
        pass


class HasPredict:
    """A mock sub-estimator with predict method"""

    def predict(self):
        pass


class HasNoPredict:
    """A mock sub-estimator with no predict method"""
    pass


def test_if_delegate_has_method():
    assert hasattr(MetaEst(HasPredict()), 'predict')
    assert not hasattr(MetaEst(HasNoPredict()), 'predict')
    assert not hasattr(MetaEstTestTuple(HasNoPredict(), HasNoPredict()),
                       'predict')
    assert hasattr(MetaEstTestTuple(HasPredict(), HasNoPredict()), 'predict')
    assert not hasattr(MetaEstTestTuple(HasNoPredict(), HasPredict()),
                       'predict')
    assert not hasattr(MetaEstTestList(HasNoPredict(), HasPredict()),
                       'predict')
    assert hasattr(MetaEstTestList(HasPredict(), HasPredict()), 'predict')