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Diffstat (limited to 'tests/mlia/test_core_advice_generation.py')
-rw-r--r-- | tests/mlia/test_core_advice_generation.py | 71 |
1 files changed, 71 insertions, 0 deletions
diff --git a/tests/mlia/test_core_advice_generation.py b/tests/mlia/test_core_advice_generation.py new file mode 100644 index 0000000..05db698 --- /dev/null +++ b/tests/mlia/test_core_advice_generation.py @@ -0,0 +1,71 @@ +# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""Tests for module advice_generation.""" +from typing import List + +import pytest + +from mlia.core.advice_generation import Advice +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.core.context import Context + + +def test_advice_generation() -> None: + """Test advice generation.""" + + class SampleProducer(FactBasedAdviceProducer): + """Sample producer.""" + + def produce_advice(self, data_item: DataItem) -> None: + """Process data.""" + self.add_advice([f"Advice for {data_item}"]) + + producer = SampleProducer() + producer.produce_advice(123) + producer.produce_advice("hello") + + advice = producer.get_advice() + assert advice == [Advice(["Advice for 123"]), Advice(["Advice for hello"])] + + +@pytest.mark.parametrize( + "category, expected_advice", + [ + [ + AdviceCategory.OPERATORS, + [Advice(["Good advice!"])], + ], + [ + AdviceCategory.PERFORMANCE, + [], + ], + ], +) +def test_advice_category_decorator( + category: AdviceCategory, + expected_advice: List[Advice], + dummy_context: Context, +) -> None: + """Test for advice_category decorator.""" + + class SampleAdviceProducer(FactBasedAdviceProducer): + """Sample advice producer.""" + + @advice_category(AdviceCategory.OPERATORS) + def produce_advice(self, data_item: DataItem) -> None: + """Produce the advice.""" + self.add_advice(["Good advice!"]) + + producer = SampleAdviceProducer() + dummy_context.update( + advice_category=category, event_handlers=[], config_parameters={} + ) + producer.set_context(dummy_context) + + producer.produce_advice("some_data") + advice = producer.get_advice() + + assert advice == expected_advice |