def test_does_quack_feature_importance_explanation_negative(self):
NoFeatureExp = type('InvalidFeatureImportanceExplanation', (BaseValid,), {})
assert not FeatureImportanceExplanation._does_quack(NoFeatureExp())
class FeatImpNoFeatures(object):
@property
def is_raw(self):
return True
@property
def is_engineered(self):
return False
FeatImpNoFeaturesExp = type('InvalidFeatureImportanceExplanation', (FeatImpNoFeatures, BaseValid), {})
assert not FeatureImportanceExplanation._does_quack(FeatImpNoFeaturesExp())
class FeatImpNoRawTag(object):
@property
def features(self):
return None
@property
def is_engineered(self):
return None
FeatImpNoRawTagExp = type('InvalidFeatureImportanceExplanation', (FeatImpNoRawTag, BaseValid), {})
assert not FeatureImportanceExplanation._does_quack(FeatImpNoRawTagExp())
class FeatImpIsRawNonBool(object):
@property
def features(self):
return None
@property
def is_raw(self):
return [1, 2, 3]
@property
def is_engineered(self):
return False
FeatImpIsRawNonBoolExp = type('InvalidFeatureImportanceExplanation', (FeatImpIsRawNonBool, BaseValid), {})
assert not FeatureImportanceExplanation._does_quack(FeatImpIsRawNonBoolExp())
def list(self):
"""List information about the ExplainerManager.
:return: A dictionary of properties.
:rtype: dict
"""
props = {ListProperties.MANAGER_TYPE: self.name}
if self._explanation:
props[Keys.ID] = self._explanation.id
props[Keys.METHOD] = self._explanation.method
props[Keys.MODEL_TASK] = self._explanation.model_task
props[Keys.MODEL_TYPE] = self._explanation.model_type
if FeatureImportanceExplanation._does_quack(self._explanation):
props[Keys.IS_RAW] = self._explanation.is_raw
props[Keys.IS_ENGINEERED] = self._explanation.is_engineered
props[Keys.IS_COMPUTED] = True
else:
props[Keys.IS_COMPUTED] = False
return props
def test_does_quack_feature_importance_explanation(self):
ValidFeatureImportanceExplanation = type('ValidFeatureImportanceExplanation',
(BaseValid, FeatureImportanceValid),
{})
assert FeatureImportanceExplanation._does_quack(ValidFeatureImportanceExplanation())