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