def _write_object_proto(obj, proto, asset_file_def_index):
"""Saves an object into SavedObject proto."""
if isinstance(obj, tracking.TrackableAsset):
proto.asset.SetInParent()
proto.asset.asset_file_def_index = asset_file_def_index[obj]
elif resource_variable_ops.is_resource_variable(obj):
proto.variable.SetInParent()
proto.variable.trainable = obj.trainable
proto.variable.dtype = obj.dtype.as_datatype_enum
proto.variable.shape.CopyFrom(obj.shape.as_proto())
elif isinstance(obj, def_function.Function):
proto.function.CopyFrom(function_serialization.serialize_function(obj))
elif isinstance(obj, defun.ConcreteFunction):
proto.bare_concrete_function.CopyFrom(
function_serialization.serialize_bare_concrete_function(obj))
elif isinstance(obj, _CapturedConstant):
proto.constant.operation = obj.graph_tensor.op.name
elif isinstance(obj, tracking.TrackableResource):
proto.resource.SetInParent()
else:
registered_type_proto = revived_types.serialize(obj)
if registered_type_proto is None:
# Fallback for types with no matching registration
registered_type_proto = saved_object_graph_pb2.SavedUserObject(
identifier="_generic_user_object",
version=versions_pb2.VersionDef(producer=1,
min_consumer=1,
bad_consumers=[]))
proto.user_object.CopyFrom(registered_type_proto)
def _write_object_proto(obj, proto, asset_file_def_index):
"""Saves an object into SavedObject proto."""
if isinstance(obj, tracking.TrackableAsset):
proto.asset.SetInParent()
proto.asset.asset_file_def_index = asset_file_def_index[obj]
elif resource_variable_ops.is_resource_variable(obj):
proto.variable.SetInParent()
if not obj.name.endswith(":0"):
raise ValueError("Cowardly refusing to save variable %s because of"
" unexpected suffix which won't be restored.")
proto.variable.name = meta_graph._op_name(obj.name) # pylint: disable=protected-access
proto.variable.trainable = obj.trainable
proto.variable.dtype = obj.dtype.as_datatype_enum
proto.variable.synchronization = obj.synchronization.value
proto.variable.aggregation = obj.aggregation.value
proto.variable.shape.CopyFrom(obj.shape.as_proto())
elif isinstance(obj, def_function.Function):
proto.function.CopyFrom(function_serialization.serialize_function(obj))
elif isinstance(obj, defun.ConcreteFunction):
proto.bare_concrete_function.CopyFrom(
function_serialization.serialize_bare_concrete_function(obj))
elif isinstance(obj, _CapturedConstant):
proto.constant.operation = obj.graph_tensor.op.name
elif isinstance(obj, tracking.CapturableResource):
proto.resource.device = obj._resource_device # pylint: disable=protected-access
else:
registered_type_proto = revived_types.serialize(obj)
if registered_type_proto is None:
# Fallback for types with no matching registration
registered_type_proto = saved_object_graph_pb2.SavedUserObject(
identifier="_generic_user_object",
version=versions_pb2.VersionDef(producer=1,
min_consumer=1,
bad_consumers=[]))
proto.user_object.CopyFrom(registered_type_proto)
def test_min_producer_version(self):
deserialized, _ = revived_types.deserialize(
saved_object_graph_pb2.SavedUserObject(
identifier="test_type",
version=versions_pb2.VersionDef(producer=3,
min_consumer=0,
bad_consumers=[])))
self.assertEqual(3, deserialized.version)
def test_min_consumer_version(self):
nothing_matches = revived_types.deserialize(
saved_object_graph_pb2.SavedUserObject(
identifier="test_type",
version=versions_pb2.VersionDef(producer=5,
min_consumer=5,
bad_consumers=[])))
self.assertIs(nothing_matches, None)
def test_load_identifier_not_found(self):
nothing_matches = revived_types.deserialize(
saved_object_graph_pb2.SavedUserObject(
identifier="_unregistered_type",
version=versions_pb2.VersionDef(producer=1,
min_consumer=1,
bad_consumers=[])))
self.assertIs(nothing_matches, None)
def to_proto(self):
"""Create a SavedUserObject proto."""
# For now wrappers just use dependencies to save their state, so the
# SavedUserObject doesn't depend on the object being saved.
# TODO(allenl): Add a wrapper which uses its own proto.
return saved_object_graph_pb2.SavedUserObject(
identifier=self.identifier,
version=versions_pb2.VersionDef(
producer=self.version,
min_consumer=self._min_consumer_version,
bad_consumers=self._bad_consumers))
