# SPDX-FileCopyrightText: Copyright 2022-2023, 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.nn.tensorflow.config import get_tflite_model from mlia.nn.tensorflow.tflite_compat import TFLiteChecker from mlia.nn.tensorflow.tflite_compat import TFLiteCompatibilityInfo from mlia.nn.tensorflow.utils import is_tflite_model from mlia.target.cortex_a.config import CortexAConfiguration from mlia.target.cortex_a.operators import CortexACompatibilityInfo from mlia.target.cortex_a.operators import get_cortex_a_compatibility_info from mlia.utils.logging import log_action logger = logging.getLogger(__name__) class CortexAOperatorCompatibility(ContextAwareDataCollector): """Collect operator compatibility information.""" def __init__(self, model: Path, target_config: CortexAConfiguration) -> None: """Init operator compatibility data collector.""" self.model = model self.target_config = target_config def collect_data(self) -> TFLiteCompatibilityInfo | CortexACompatibilityInfo | None: """Collect operator compatibility information.""" if not is_tflite_model(self.model): with log_action("Checking TensorFlow Lite compatibility ..."): tflite_checker = TFLiteChecker() tflite_compat = tflite_checker.check_compatibility(self.model) if not tflite_compat.compatible: return tflite_compat tflite_model = get_tflite_model(self.model, self.context) with log_action("Checking operator compatibility ..."): return ( get_cortex_a_compatibility_info( # pylint: disable=assignment-from-none Path(tflite_model.model_path), self.target_config, ) ) @classmethod def name(cls) -> str: """Return name of the collector.""" return "cortex_a_operator_compatibility"