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# 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"
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