From 664d8c55609253e68d153a91514c8fefa00557b1 Mon Sep 17 00:00:00 2001 From: Dmitrii Agibov Date: Thu, 21 Jul 2022 14:06:50 +0100 Subject: MLIA-549 Integrate TOSA checker into MLIA - Add new module for TOSA - Add advisor workflow components - Use TOSA checker for getting operators compatibility information Change-Id: I769e5e2a84e15779658f0895b4a347384def63bf --- src/mlia/devices/tosa/advice_generation.py | 40 ++++++++++++++++++++++++++++++ 1 file changed, 40 insertions(+) create mode 100644 src/mlia/devices/tosa/advice_generation.py (limited to 'src/mlia/devices/tosa/advice_generation.py') diff --git a/src/mlia/devices/tosa/advice_generation.py b/src/mlia/devices/tosa/advice_generation.py new file mode 100644 index 0000000..7adfcb9 --- /dev/null +++ b/src/mlia/devices/tosa/advice_generation.py @@ -0,0 +1,40 @@ +# SPDX-FileCopyrightText: Copyright 2022, 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.devices.tosa.data_analysis import ModelIsNotTOSACompatible +from mlia.devices.tosa.data_analysis import ModelIsTOSACompatible + + +class TOSAAdviceProducer(FactBasedAdviceProducer): + """TOSA advice producer.""" + + @singledispatchmethod + def produce_advice(self, _data_item: DataItem) -> None: + """Produce advice.""" + + @produce_advice.register + @advice_category(AdviceCategory.ALL, AdviceCategory.OPERATORS) + 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.ALL, AdviceCategory.OPERATORS) + 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." + ] + ) -- cgit v1.2.1