def serialize(self, serializer):
"""Serializes this Pipeline instance into Python primitives"""
return {
'__class__': get_class_name(Pipeline),
'steps': serializer.serialize(self.steps)
}
def serialize(self, serializer):
return {
'__class__': get_class_name(SelectAndClassify),
'name': self.name,
'model': serializer.serialize(self.model),
'preprocess': serializer.serialize(self.preprocess)
}
def serialize(self, serializer):
"""Serializes this PandasDataSource"""
return {
'__class__': get_class_name(PandasDataSource),
'df': serializer.serialize(self.df),
'path': serializer.serialize(self.path)
}
def serialize(self, serializer):
"""Serializes this LearningApproach to Python primitives using the given serializer object"""
serialized_learner = {'__class__': get_class_name(self.__class__)}
serialized_learner.update({
k: serializer.serialize(v)
for k, v in list(self.get_parameters().items())
})
return serialized_learner
def serialize(self, serializer):
"""Serializes this Problem instance into Python primitives"""
return {
'__class__': get_class_name(Problem),
'data': serializer.serialize(self.data),
'features': serializer.serialize(self.features),
'outcome_column': serializer.serialize(self.outcome_column),
'positive_outcome': serializer.serialize(self.positive_outcome)
}
def serialize(self, serializer=None):
"""\
Serializes this ClassificationModel into Python primitives
:param serializer: serializer to use (optional)
:return: a dictionary of Python primitives
"""
serializer = serializer or Serializer()
return {
'__class__': get_class_name(ClassificationModel),
'approach': serializer.serialize(self.approach),
'problem': serializer.serialize(self.training_problem),
'expected_scores': serializer.serialize(self.expected_scores),
"id": self.id
}
def serialize(self, serializer):
"""Serializes the ProblemVectorizer to Python primitives"""
return {
'__class__':
get_class_name(ProblemVectorizer),
'expected_numeric':
serializer.serialize(self.expected_numeric),
'expected_discrete':
serializer.serialize(self.expected_discrete),
'permissive':
self.permissive,
'vectorization_pipeline':
serializer.serialize(self._vectorization_pipeline),
'vectorized_features':
serializer.serialize(self._vectorized_features)
}