def _validate_and_set_permitted_range(self, params):
"""Validate and set the dictionary of permitted ranges for continuous features."""
input_permitted_range = None
if 'permitted_range' in params:
input_permitted_range = params['permitted_range']
if not hasattr(self, 'feature_names'):
raise SystemException(
'Feature names not correctly set in public data interface')
for input_permitted_range_feature_name in input_permitted_range:
if input_permitted_range_feature_name not in self.feature_names:
raise UserConfigValidationException(
"permitted_range contains some feature names which are not part of columns in dataframe"
)
self.permitted_range, _ = self.get_features_range(
input_permitted_range)
def _validate_and_set_continuous_features_precision(self, params):
"""Validate and set the dictionary of precision for continuous features."""
if 'continuous_features_precision' in params:
self.continuous_features_precision = params[
'continuous_features_precision']
if not hasattr(self, 'feature_names'):
raise SystemException(
'Feature names not correctly set in public data interface')
for continuous_features_precision_feature_name in self.continuous_features_precision:
if continuous_features_precision_feature_name not in self.feature_names:
raise UserConfigValidationException(
"continuous_features_precision contains some feature names which are not part of columns in dataframe"
)
else:
self.continuous_features_precision = None
def get_num_output_nodes2(self, input):
if self.model_type == ModelTypes.Regressor:
raise SystemException('Number of output nodes not supported for regression')
return self.get_output(input).shape[1]