# Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. import argparse import logging import pathlib # need this before the mobile helper imports for some reason logging.basicConfig(format="%(levelname)s: %(message)s") from .mobile_helpers import usability_checker # noqa: E402 def check_usability(): parser = argparse.ArgumentParser( description="""Analyze an ONNX model to determine how well it will work in mobile scenarios.""", formatter_class=argparse.ArgumentDefaultsHelpFormatter, ) parser.add_argument("--log_level", choices=["debug", "info"], default="info", help="Logging level") parser.add_argument("model_path", help="Path to ONNX model to check", type=pathlib.Path) args = parser.parse_args() logger = logging.getLogger("check_usability") if args.log_level == "debug": logger.setLevel(logging.DEBUG) elif args.log_level == "info": logger.setLevel(logging.INFO) elif args.log_level == "warning": logger.setLevel(logging.WARNING) else: logger.setLevel(logging.ERROR) try_eps = usability_checker.analyze_model(args.model_path, skip_optimize=False, logger=logger) if try_eps: logger.info( "As NNAPI or CoreML may provide benefits with this model it is recommended to compare the " "performance of the model using the NNAPI EP on Android, and the CoreML EP on iOS, " "against the performance using the CPU EP." ) else: logger.info("For optimal performance the model should be used with the CPU EP. ") if __name__ == "__main__": check_usability()