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tensorflow / purelib / tensorflow / lite / toco / python / toco_from_protos.py
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# Copyright 2017 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.
# ==============================================================================
"""Python console command to invoke TOCO from serialized protos."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

import argparse
import sys
from tensorflow.lite.toco.python import tensorflow_wrap_toco
from tensorflow.python.platform import app

FLAGS = None


def execute(unused_args):
  model_str = open(FLAGS.model_proto_file, "rb").read()
  toco_str = open(FLAGS.toco_proto_file, "rb").read()
  input_str = open(FLAGS.model_input_file, "rb").read()

  output_str = tensorflow_wrap_toco.TocoConvert(model_str, toco_str, input_str)
  open(FLAGS.model_output_file, "wb").write(output_str)
  sys.exit(0)


def main():
  global FLAGS
  parser = argparse.ArgumentParser(
      description="Invoke toco using protos as input.")
  parser.add_argument(
      "model_proto_file",
      type=str,
      help="File containing serialized proto that describes the model.")
  parser.add_argument(
      "toco_proto_file",
      type=str,
      help="File containing serialized proto describing how TOCO should run.")
  parser.add_argument(
      "model_input_file", type=str, help="Input model is read from this file.")
  parser.add_argument(
      "model_output_file",
      type=str,
      help="Result of applying TOCO conversion is written here.")

  FLAGS, unparsed = parser.parse_known_args()

  app.run(main=execute, argv=[sys.argv[0]] + unparsed)


if __name__ == "__main__":
  main()