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author | Dmitrii Agibov <dmitrii.agibov@arm.com> | 2022-07-21 14:06:50 +0100 |
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committer | Benjamin Klimczak <benjamin.klimczak@arm.com> | 2022-08-19 10:23:23 +0100 |
commit | 664d8c55609253e68d153a91514c8fefa00557b1 (patch) | |
tree | 4b2a0ecaf30e9151d6b971a24fa6c6104884896f /src/mlia/devices/tosa/advice_generation.py | |
parent | a8ee1aee3e674c78a77801d1bf2256881ab6b4b9 (diff) | |
download | mlia-664d8c55609253e68d153a91514c8fefa00557b1.tar.gz |
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
Diffstat (limited to 'src/mlia/devices/tosa/advice_generation.py')
-rw-r--r-- | src/mlia/devices/tosa/advice_generation.py | 40 |
1 files changed, 40 insertions, 0 deletions
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." + ] + ) |