# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. # SPDX-License-Identifier: Apache-2.0 """TOSA data collection module.""" import logging from pathlib import Path from mlia.core.data_collection import ContextAwareDataCollector from mlia.devices.tosa.operators import get_tosa_compatibility_info from mlia.devices.tosa.operators import TOSACompatibilityInfo from mlia.nn.tensorflow.config import get_tflite_model logger = logging.getLogger(__name__) class TOSAOperatorCompatibility(ContextAwareDataCollector): """Collect operator compatibility information.""" def __init__(self, model: Path) -> None: """Init the data collector.""" self.model = model def collect_data(self) -> TOSACompatibilityInfo: """Collect TOSA compatibility information.""" tflite_model = get_tflite_model(self.model, self.context) logger.info("Checking operator compatibility ...") tosa_info = get_tosa_compatibility_info(tflite_model.model_path) logger.info("Done\n") return tosa_info @classmethod def name(cls) -> str: """Return name of the collector.""" return "tosa_operator_compatibility"