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Add module to load/dump standard protocol buffers (#271)
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# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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class ProtoSerde: | ||
""" | ||
This class provides load(s) and dump(s) functions that wrap the protocol buffer APIs for a single message type. | ||
Example Usage: | ||
``` | ||
car_proto = proto.ProtoSerde(proto.get_message_type_from_py("Car", "generated_model.car_pb2")) | ||
truck_proto = proto.ProtoSerde(proto.get_message_type_from_descriptor_set("Truck", "~/trucks_descriptors.desc")) | ||
car = car_proto.load("~/my_car.data") | ||
truck = convert_to_truck(car) | ||
truck_proto.dump(truck, "~/my_truck.data") | ||
``` | ||
""" | ||
def __init__(self, message_type, reuse_message_object=True): | ||
""" | ||
:param message_type: A protocol buffer message class definition that extends the abstract base class Message | ||
(https://googleapis.dev/python/protobuf/latest/google/protobuf/message.html#google.protobuf.message.Message). | ||
A Message implementation can be obtained using `protoc`. To load a message at runtime, see | ||
`get_message_type_from_descriptor_set` and `get_message_type_from_py` | ||
:param reuse_message_object: Controls whether to reuse the message object. Python protocol buffer message | ||
objects are designed to be reused to reduce allocations, but you may not want to reuse the message object if | ||
you need to hold multiple messages in memory or if you are sharing the message objects or an instance of | ||
this class across multiple threads. | ||
""" | ||
self._message_type = message_type | ||
if reuse_message_object: | ||
self._message_obj = message_type() | ||
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def get_message_instance(): | ||
return self._message_obj | ||
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self._get_message_instance = get_message_instance | ||
else: | ||
self._get_message_instance = message_type | ||
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def loads(self, s): | ||
""" | ||
Deserialize a protocol buffer message from bytes/string. | ||
""" | ||
obj = self._get_message_instance() | ||
obj.ParseFromString(s) | ||
return obj | ||
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def load(self, fp): | ||
""" | ||
Deserialize a protocol buffer message from a file. | ||
""" | ||
return self.loads(fp.read()) | ||
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def dumps(self, obj): | ||
""" | ||
Serialize a protocol buffer message to bytes/string. | ||
""" | ||
return obj.SerializeToString() | ||
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def dump(self, obj, fp): | ||
""" | ||
Serialize a protocol buffer message to a file. | ||
""" | ||
fp.write(obj.SerializeToString()) | ||
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def get_message_type_from_py(type_name, module_name, module_file=None): | ||
""" | ||
Import and load a protocol buffer message class from a Python module at runtime. | ||
A Python protocol buffer module can be created using `protoc --python_out=...`. | ||
:param type_name: Name of the generated Protocol Buffer Message class to get | ||
:type type_name: str | ||
:param module_name: Absolute module path of the python module containing the message class | ||
:type module_name: str | ||
:param module_file: Location of the module in the file system. Only required if not in sys.path | ||
:type module_file: str | ||
:return: a message type to use for ProtoSerde | ||
""" | ||
import importlib | ||
import importlib.util | ||
import sys | ||
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if module_file: | ||
spec = importlib.util.spec_from_file_location(module_name, module_file) | ||
module = importlib.util.module_from_spec(spec) | ||
sys.modules[module_name] = module | ||
spec.loader.exec_module(module) | ||
elif module_name: | ||
module = importlib.import_module(module_name) | ||
else: | ||
raise ValueError("Both module_name and module_file are None; at least one must be set.") | ||
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return getattr(module, type_name) | ||
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def get_message_type_from_descriptor_set(type_name, descriptor_set_file): | ||
""" | ||
Dynamically generate a protocol buffer message class definition from a protocol buffer descriptor file. | ||
A descriptor file can be created using `protoc --descriptor_set_out=...`. | ||
:param type_name: Name of the type to use from the descriptor set | ||
:type type_name: str | ||
:param descriptor_set_file: The path of the protocol buffer descriptor set file | ||
:type descriptor_set_file: str | ||
:return: a message type to use for ProtoSerde | ||
""" | ||
from google.protobuf import descriptor_pb2 as _descriptor_pb2 | ||
from google.protobuf import message as _message | ||
from google.protobuf import message_factory as _message_factory | ||
from google.protobuf import reflection as _reflection | ||
import six | ||
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descriptor_set = _descriptor_pb2.FileDescriptorSet() | ||
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with open(descriptor_set_file, "rb") as f: | ||
descriptor_set.ParseFromString(f.read()) | ||
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messages_types = _message_factory.GetMessages(descriptor_set.file) | ||
message_type = messages_types[type_name]() | ||
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class DynamicMessage(six.with_metaclass(_reflection.GeneratedProtocolMessageType, _message.Message)): | ||
DESCRIPTOR = message_type.DESCRIPTOR | ||
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return DynamicMessage |