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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 /tests/test_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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diff --git a/tests/test_devices_tosa_advice_generation.py b/tests/test_devices_tosa_advice_generation.py
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+# 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