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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 /tests/test_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 'tests/test_devices_tosa_advice_generation.py')
-rw-r--r-- | tests/test_devices_tosa_advice_generation.py | 56 |
1 files changed, 56 insertions, 0 deletions
diff --git a/tests/test_devices_tosa_advice_generation.py b/tests/test_devices_tosa_advice_generation.py new file mode 100644 index 0000000..018ba57 --- /dev/null +++ b/tests/test_devices_tosa_advice_generation.py @@ -0,0 +1,56 @@ +# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""Tests for advice generation.""" +from typing import List + +import pytest + +from mlia.core.advice_generation import Advice +from mlia.core.common import AdviceCategory +from mlia.core.common import DataItem +from mlia.core.context import ExecutionContext +from mlia.devices.tosa.advice_generation import TOSAAdviceProducer +from mlia.devices.tosa.data_analysis import ModelIsNotTOSACompatible +from mlia.devices.tosa.data_analysis import ModelIsTOSACompatible + + +@pytest.mark.parametrize( + "input_data, advice_category, expected_advice", + [ + [ + ModelIsNotTOSACompatible(), + AdviceCategory.OPERATORS, + [ + Advice( + [ + "Some operators in the model are not TOSA compatible. " + "Please, refer to the operators table for more information." + ] + ) + ], + ], + [ + ModelIsTOSACompatible(), + AdviceCategory.OPERATORS, + [Advice(["Model is fully TOSA compatible."])], + ], + ], +) +def test_tosa_advice_producer( + tmpdir: str, + input_data: DataItem, + advice_category: AdviceCategory, + expected_advice: List[Advice], +) -> None: + """Test TOSA advice producer.""" + producer = TOSAAdviceProducer() + + context = ExecutionContext( + advice_category=advice_category, + working_dir=tmpdir, + ) + + producer.set_context(context) + producer.produce_advice(input_data) + + assert producer.get_advice() == expected_advice |