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# 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"
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