How to use function_tests method in Slash

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test_suite.py

Source:test_suite.py

1# Copyright 2021 Sony Semiconductors Israel, Inc. All rights reserved.2#3# Licensed under the Apache License, Version 2.0 (the "License");4# you may not use this file except in compliance with the License.5# You may obtain a copy of the License at6#7#     http://www.apache.org/licenses/LICENSE-2.08#9# Unless required by applicable law or agreed to in writing, software10# distributed under the License is distributed on an "AS IS" BASIS,11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.12# See the License for the specific language governing permissions and13# limitations under the License.14# ==============================================================================15#  ----------------- Unit test framework16import importlib17import unittest18#  ----------------  Individual test suites19from tests.common_tests.function_tests.test_histogram_collector import TestHistogramCollector20from tests.common_tests.function_tests.test_collectors_manipulation import TestCollectorsManipulations21from tests.common_tests.function_tests.test_threshold_selection import TestThresholdSelection22from tests.common_tests.function_tests.test_folder_image_loader import TestFolderLoader23from tests.common_tests.test_tp_model import TargetPlatformModelingTest, OpsetTest, QCOptionsTest, FusingTest24found_tf = importlib.util.find_spec("tensorflow") is not None and importlib.util.find_spec(25    "tensorflow_model_optimization") is not None26found_pytorch = importlib.util.find_spec("torch") is not None and importlib.util.find_spec(27    "torchvision") is not None28if found_tf:29    import tensorflow as tf30    from tests.keras_tests.feature_networks_tests.test_features_runner import FeatureNetworkTest31    from tests.keras_tests.function_tests.test_quantization_configurations import TestQuantizationConfigurations32    from tests.keras_tests.function_tests.test_tensorboard_writer import TestLogger33    from tests.keras_tests.function_tests.test_lut_quanitzer_params import TestLUTQuantizerParams34    from tests.keras_tests.function_tests.test_lp_search_bitwidth import TestLpSearchBitwidth, \35        TestSearchBitwidthConfiguration36    from tests.keras_tests.function_tests.test_bn_info_collection import TestBNInfoCollection37    from tests.keras_tests.graph_tests.test_graph_reading import TestGraphReading38    from tests.keras_tests.graph_tests.test_graph_quantization_and_export import TestTFLiteExport39    from tests.keras_tests.layer_tests.test_layers_runner import LayerTest as TFLayerTest40    from tests.keras_tests.function_tests.test_symmetric_threshold_selection_weights import \41        TestSymmetricThresholdSelectionWeights42    from tests.keras_tests.function_tests.test_uniform_quantize_tensor import TestUniformQuantizeTensor43    from tests.keras_tests.function_tests.test_uniform_range_selection_weights import TestUniformRangeSelectionWeights44    from tests.keras_tests.test_keras_tp_model import TestKerasTPModel45    from tests.keras_tests.function_tests.test_sensitivity_metric_interest_points import \46        TestSensitivityMetricInterestPoints47if found_pytorch:48    from tests.pytorch_tests.layer_tests.test_layers_runner import LayerTest as TorchLayerTest49    from tests.pytorch_tests.model_tests.test_feature_models_runner import FeatureModelsTestRunner50    from tests.pytorch_tests.model_tests.test_models_runner import ModelTest51    from tests.pytorch_tests.function_tests.test_function_runner import FunctionTestRunner52    from tests.pytorch_tests.test_pytorch_tp_model import TestPytorchTPModel53if __name__ == '__main__':54    # -----------------  Load all the test cases55    suiteList = []56    suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestHistogramCollector))57    suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestCollectorsManipulations))58    suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestFolderLoader))59    suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestThresholdSelection))60    suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TargetPlatformModelingTest))61    suiteList.append(unittest.TestLoader().loadTestsFromTestCase(OpsetTest))62    suiteList.append(unittest.TestLoader().loadTestsFromTestCase(QCOptionsTest))63    suiteList.append(unittest.TestLoader().loadTestsFromTestCase(FusingTest))64    # Add TF tests only if tensorflow is installed65    if found_tf:66        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestSensitivityMetricInterestPoints))67        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestQuantizationConfigurations))68        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(FeatureNetworkTest))69        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestLogger))70        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestLpSearchBitwidth))71        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestSearchBitwidthConfiguration))72        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestBNInfoCollection))73        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestLUTQuantizerParams))74        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestGraphReading))75        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestTFLiteExport))76        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestSymmetricThresholdSelectionWeights))77        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestUniformQuantizeTensor))78        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestUniformRangeSelectionWeights))79        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestKerasTPModel))80        # Keras test layers are supported in TF2.6 or higher versions81        if tf.__version__ >= "2.6":82            suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TFLayerTest))83    if found_pytorch:84        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TorchLayerTest))85        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(FeatureModelsTestRunner))86        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(FunctionTestRunner))87        suiteList.append(unittest.TestLoader().loadTestsFromName('test_mobilenet_v2', ModelTest))88        suiteList.append(unittest.TestLoader().loadTestsFromName('test_mobilenet_v3', ModelTest))89        suiteList.append(unittest.TestLoader().loadTestsFromName('test_efficientnet_b0', ModelTest))90        suiteList.append(unittest.TestLoader().loadTestsFromName('test_resnet18', ModelTest))91        suiteList.append(unittest.TestLoader().loadTestsFromName('test_shufflenet_v2_x1_0', ModelTest))92        suiteList.append(unittest.TestLoader().loadTestsFromTestCase(TestPytorchTPModel))93    # ----------------   Join them together and run them94    comboSuite = unittest.TestSuite(suiteList)...

test_main.py

Source:test_main.py

1# Copyright (c) Microsoft Corporation. All rights reserved.2# Licensed under the MIT License.3import sys4import random5import unittest6if __name__ == '__main__':7    sys.path.append(sys.argv[4])8    sys.path.append(sys.argv[5])9    import function_tests10    loader = unittest.TestLoader()11    test_classes = [function_tests.HttpJsonPayloadTests, function_tests.HttpProtobufPayloadTests, function_tests.HttpEndpointTests, function_tests.GRPCTests]12    test_suites = []13    for tests in test_classes:14        tests.server_app_path = sys.argv[1]15        tests.model_path = sys.argv[2]16        tests.test_data_path = sys.argv[3]17        tests.server_port = random.randint(30000, 50000)18        test_suites.append(loader.loadTestsFromTestCase(tests))19    suites = unittest.TestSuite(test_suites)20    runner = unittest.TextTestRunner(verbosity=2)21    results = runner.run(suites)22    23    if results.wasSuccessful():24        exit(0)25    else:26        exit(1)...

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