# Copyright 2018 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Utilities for serializing Python objects.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function import numpy as np from tensorflow.python.framework import tensor_shape def get_json_type(obj): """Serializes any object to a JSON-serializable structure. Arguments: obj: the object to serialize Returns: JSON-serializable structure representing `obj`. Raises: TypeError: if `obj` cannot be serialized. """ # if obj is a serializable Keras class instance # e.g. optimizer, layer if hasattr(obj, 'get_config'): return {'class_name': obj.__class__.__name__, 'config': obj.get_config()} # if obj is any numpy type if type(obj).__module__ == np.__name__: if isinstance(obj, np.ndarray): return {'type': type(obj), 'value': obj.tolist()} else: return obj.item() # misc functions (e.g. loss function) if callable(obj): return obj.__name__ # if obj is a python 'type' if type(obj).__name__ == type.__name__: return obj.__name__ if isinstance(obj, tensor_shape.Dimension): return obj.value if isinstance(obj, tensor_shape.TensorShape): return obj.as_list() raise TypeError('Not JSON Serializable:', obj)