1# Copyright 2019 The TensorFlow Authors. All Rights Reserved.
2#
3# Licensed under the Apache License, Version 2.0 (the "License");
4# you may not use this file except in compliance with the License.
5# You may obtain a copy of the License at
6#
7# http://www.apache.org/licenses/LICENSE-2.0
8#
9# Unless required by applicable law or agreed to in writing, software
10# distributed under the License is distributed on an "AS IS" BASIS,
11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12# See the License for the specific language governing permissions and
13# limitations under the License.
14# ==============================================================================
15"""Classes and functions implementing to Model SavedModel serialization."""
16
17from tensorflow.python.keras.saving import saving_utils
18from tensorflow.python.keras.saving.saved_model import constants
19from tensorflow.python.keras.saving.saved_model import layer_serialization
20from tensorflow.python.keras.saving.saved_model import save_impl
21
22
23class ModelSavedModelSaver(layer_serialization.LayerSavedModelSaver):
24 """Model SavedModel serialization."""
25
26 @property
27 def object_identifier(self):
28 return constants.MODEL_IDENTIFIER
29
30 def _python_properties_internal(self):
31 metadata = super(ModelSavedModelSaver, self)._python_properties_internal()
32 # Network stateful property is dependent on the child layers.
33 metadata.pop('stateful')
34 metadata['is_graph_network'] = self.obj._is_graph_network # pylint: disable=protected-access
35 metadata['save_spec'] = self.obj._get_save_spec(dynamic_batch=False) # pylint: disable=protected-access
36
37 metadata.update(
38 saving_utils.model_metadata(
39 self.obj, include_optimizer=True, require_config=False))
40 return metadata
41
42 def _get_serialized_attributes_internal(self, serialization_cache):
43 default_signature = None
44
45 # Create a default signature function if this is the only object in the
46 # cache (i.e. this is the root level object).
47 if len(serialization_cache[constants.KERAS_CACHE_KEY]) == 1:
48 default_signature = save_impl.default_save_signature(self.obj)
49
50 # Other than the default signature function, all other attributes match with
51 # the ones serialized by Layer.
52 objects, functions = (
53 super(ModelSavedModelSaver, self)._get_serialized_attributes_internal(
54 serialization_cache))
55 functions['_default_save_signature'] = default_signature
56 return objects, functions
57
58
59class SequentialSavedModelSaver(ModelSavedModelSaver):
60
61 @property
62 def object_identifier(self):
63 return constants.SEQUENTIAL_IDENTIFIER