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# SPDX-FileCopyrightText: Copyright 2022-2023, Arm Limited and/or its affiliates.
# SPDX-License-Identifier: Apache-2.0
"""TOSA advice generation."""
from functools import singledispatchmethod
from mlia.core.advice_generation import advice_category
from mlia.core.advice_generation import FactBasedAdviceProducer
from mlia.core.common import AdviceCategory
from mlia.core.common import DataItem
from mlia.target.common.reporters import handle_model_is_not_tflite_compatible_common
from mlia.target.common.reporters import handle_tflite_check_failed_common
from mlia.target.common.reporters import ModelIsNotTFLiteCompatible
from mlia.target.common.reporters import TFLiteCompatibilityCheckFailed
from mlia.target.tosa.data_analysis import ModelIsNotTOSACompatible
from mlia.target.tosa.data_analysis import ModelIsTOSACompatible
class TOSAAdviceProducer(FactBasedAdviceProducer):
"""TOSA advice producer."""
@singledispatchmethod
def produce_advice(self, _data_item: DataItem) -> None: # type: ignore
"""Produce advice."""
@produce_advice.register
@advice_category(AdviceCategory.COMPATIBILITY)
def handle_model_is_tosa_compatible(
self, _data_item: ModelIsTOSACompatible
) -> None:
"""Advice for TOSA compatibility."""
self.add_advice(["Model is fully TOSA compatible."])
@produce_advice.register
@advice_category(AdviceCategory.COMPATIBILITY)
def handle_model_is_not_tosa_compatible(
self, _data_item: ModelIsNotTOSACompatible
) -> None:
"""Advice for TOSA compatibility."""
self.add_advice(
[
"Some operators in the model are not TOSA compatible. "
"Please, refer to the operators table for more information."
]
)
@produce_advice.register
@advice_category(AdviceCategory.COMPATIBILITY)
def handle_model_is_not_tflite_compatible(
self, data_item: ModelIsNotTFLiteCompatible
) -> None:
"""Advice for TensorFlow Lite compatibility."""
handle_model_is_not_tflite_compatible_common(self, data_item)
@produce_advice.register
@advice_category(AdviceCategory.COMPATIBILITY)
def handle_tflite_check_failed(
self, _data_item: TFLiteCompatibilityCheckFailed
) -> None:
"""Advice for the failed TensorFlow Lite compatibility checks."""
handle_tflite_check_failed_common(self, _data_item)
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