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# SPDX-FileCopyrightText: Copyright 2022-2023, Arm Limited and/or its affiliates.
# SPDX-License-Identifier: Apache-2.0
"""Tests for Cortex-A data collection module."""
from pathlib import Path
from unittest.mock import MagicMock
import pytest
from mlia.core.context import ExecutionContext
from mlia.target.cortex_a.config import CortexAConfiguration
from mlia.target.cortex_a.data_collection import CortexAOperatorCompatibility
from mlia.target.cortex_a.operators import CortexACompatibilityInfo
CORTEX_A_CONFIG = CortexAConfiguration.load_profile("cortex-a")
VERSION = CORTEX_A_CONFIG.armnn_tflite_delegate_version
def check_cortex_a_data_collection(
monkeypatch: pytest.MonkeyPatch, model: Path, tmpdir: str
) -> None:
"""Test Cortex-A data collection."""
assert CortexAOperatorCompatibility.name()
monkeypatch.setattr(
"mlia.target.cortex_a.data_collection.get_cortex_a_compatibility_info",
MagicMock(return_value=CortexACompatibilityInfo([], VERSION)),
)
context = ExecutionContext(output_dir=tmpdir)
collector = CortexAOperatorCompatibility(model, CORTEX_A_CONFIG)
collector.set_context(context)
data_item = collector.collect_data()
assert isinstance(data_item, CortexACompatibilityInfo)
def test_cortex_a_data_collection_tflite(
monkeypatch: pytest.MonkeyPatch, test_tflite_model: Path, tmpdir: str
) -> None:
"""Test Cortex-A data collection with a TensorFlow Lite model."""
check_cortex_a_data_collection(monkeypatch, test_tflite_model, tmpdir)
def test_cortex_a_data_collection_keras(
monkeypatch: pytest.MonkeyPatch, test_keras_model: Path, tmpdir: str
) -> None:
"""Test Cortex-A data collection with a Keras model."""
check_cortex_a_data_collection(monkeypatch, test_keras_model, tmpdir)
def test_cortex_a_data_collection_tf(
monkeypatch: pytest.MonkeyPatch, test_tf_model: Path, tmpdir: str
) -> None:
"""Test Cortex-A data collection with a SavedModel."""
check_cortex_a_data_collection(monkeypatch, test_tf_model, tmpdir)
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