# Copyright (c) 2021 Arm Limited. # # SPDX-License-Identifier: MIT # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to # deal in the Software without restriction, including without limitation the # rights to use, copy, modify, merge, publish, distribute, sublicense, and/or # sell copies of the Software, and to permit persons to whom the Software is # furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included in all # copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE # SOFTWARE. import logging import os def is_tflite_model(model_path): """Check if a model is of TFLite type Parameters: ---------- model_path: str Path to model Returns ---------- bool: True if given path is a valid TFLite model """ try: with open(model_path, "rb") as f: hdr_bytes = f.read(8) hdr_str = hdr_bytes[4:].decode("utf-8") if hdr_str == "TFL3": return True else: return False except: return False def identify_model_type(model_path): """Identify the type of a given deep learning model Parameters: ---------- model_path: str Path to model Returns ---------- model_type: str String representation of model type or 'None' if type could not be retrieved. """ if not os.path.exists(model_path): logging.warn(f"Provided model {model_path} does not exist!") return None if is_tflite_model(model_path): model_type = "tflite" else: logging.warn(logging.warn(f"Provided model {model_path} is not of supported type!")) model_type = None return model_type