# Copyright (c) 2021 Arm Limited. All rights reserved. # SPDX-License-Identifier: Apache-2.0 # # 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. """ Utility script to generate model c file that can be included in the project directly. This should be called as part of cmake framework should the models need to be generated at configuration stage. """ import datetime import os from argparse import ArgumentParser from pathlib import Path from jinja2 import Environment, FileSystemLoader parser = ArgumentParser() parser.add_argument("--tflite_path", help="Model (.tflite) path", required=True) parser.add_argument("--output_dir", help="Output directory", required=True) parser.add_argument('-e', '--expression', action='append', default=[], dest="expr") parser.add_argument('--header', action='append', default=[], dest="headers") parser.add_argument('-ns', '--namespaces', action='append', default=[], dest="namespaces") parser.add_argument("--license_template", type=str, help="Header template file", default="header_template.txt") args = parser.parse_args() env = Environment(loader=FileSystemLoader(os.path.join(os.path.dirname(__file__), 'templates')), trim_blocks=True, lstrip_blocks=True) def write_tflite_data(tflite_path): # Extract array elements bytes = model_hex_bytes(tflite_path) line = '{\n' i = 1 while True: try: el = next(bytes) line = line + el + ', ' if i % 20 == 0: yield line line = '' i += 1 except StopIteration: line = line[:-2] + '};\n' yield line break def model_hex_bytes(tflite_path): with open(tflite_path, 'rb') as tflite_model: byte = tflite_model.read(1) while byte != b"": yield f'0x{byte.hex()}' byte = tflite_model.read(1) def main(args): if not os.path.isfile(args.tflite_path): raise Exception(f"{args.tflite_path} not found") # Cpp filename: cpp_filename = Path(os.path.join(args.output_dir, os.path.basename(args.tflite_path) + ".cc")).absolute() print(f"++ Converting {os.path.basename(args.tflite_path)} to\ {os.path.basename(cpp_filename)}") os.makedirs(cpp_filename.parent, exist_ok=True) header_template = env.get_template(args.license_template) hdr = header_template.render(script_name=os.path.basename(__file__), file_name=os.path.basename(args.tflite_path), gen_time=datetime.datetime.now(), year=datetime.datetime.now().year) env.get_template('tflite.cc.template').stream(common_template_header=hdr, model_data=write_tflite_data(args.tflite_path), expressions=args.expr, additional_headers=args.headers, namespaces=args.namespaces).dump(str(cpp_filename)) if __name__ == '__main__': main(args)