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authorDmitrii Agibov <dmitrii.agibov@arm.com>2022-07-21 14:06:50 +0100
committerBenjamin Klimczak <benjamin.klimczak@arm.com>2022-08-19 10:23:23 +0100
commit664d8c55609253e68d153a91514c8fefa00557b1 (patch)
tree4b2a0ecaf30e9151d6b971a24fa6c6104884896f /src/mlia/devices/tosa/advice_generation.py
parenta8ee1aee3e674c78a77801d1bf2256881ab6b4b9 (diff)
downloadmlia-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
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+# 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."
+ ]
+ )