// // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. // SPDX-License-Identifier: MIT // #include "ParserFlatbuffersFixture.hpp" #include TEST_SUITE("TensorflowLiteParser_Activations") { struct ActivationFixture : ParserFlatbuffersFixture { explicit ActivationFixture(std::string activationFunction, std::string dataType) { m_JsonString = R"( { "version": 3, "operator_codes": [ { "builtin_code": )" + activationFunction + R"( } ], "subgraphs": [ { "tensors": [ { "shape": [ 1, 7 ], "type": )" + dataType + R"(, "buffer": 0, "name": "inputTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": [ 1, 7 ], "type": )" + dataType + R"(, "buffer": 1, "name": "outputTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } } ], "inputs": [ 0 ], "outputs": [ 1 ], "operators": [ { "opcode_index": 0, "inputs": [ 0 ], "outputs": [ 1 ], "custom_options_format": "FLEXBUFFERS" } ], } ], "buffers" : [ {}, {} ] } )"; SetupSingleInputSingleOutput("inputTensor", "outputTensor"); } }; struct ReLuFixture : ActivationFixture { ReLuFixture() : ActivationFixture("RELU", "FLOAT32") {} }; TEST_CASE_FIXTURE(ReLuFixture, "ParseReLu") { RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 1.25f, -3.0f, 0.0f, 0.5f, -0.75f }, { 0.0f, 0.0f, 1.25f, 0.0f, 0.0f, 0.5f, 0.0f }); } struct ReLu6Fixture : ActivationFixture { ReLu6Fixture() : ActivationFixture("RELU6", "FLOAT32") {} }; TEST_CASE_FIXTURE(ReLu6Fixture, "ParseReLu6") { RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 7.25f, -3.0f, 0.0f, 0.5f, -0.75f }, { 0.0f, 0.0f, 6.0f, 0.0f, 0.0f, 0.5f, 0.0f }); } struct SigmoidFixture : ActivationFixture { SigmoidFixture() : ActivationFixture("LOGISTIC", "FLOAT32") {} }; TEST_CASE_FIXTURE(SigmoidFixture, "ParseLogistic") { RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 4.0f, -4.0f, 0.0f, 0.5f, -0.75f }, {0.268941f, 0.377541f, 0.982013f, 0.0179862f, 0.5f, 0.622459f, 0.320821f }); } struct TanHFixture : ActivationFixture { TanHFixture() : ActivationFixture("TANH", "FLOAT32") {} }; TEST_CASE_FIXTURE(TanHFixture, "ParseTanH") { RunTest<2, armnn::DataType::Float32>(0, { -0.1f, -0.2f, -0.3f, -0.4f, 0.1f, 0.2f, 0.3f }, { -0.09966799f, -0.19737528f, -0.29131261f, -0.379949f, 0.09966799f, 0.19737528f, 0.29131261f }); } struct EluFixture : ActivationFixture { EluFixture() : ActivationFixture("ELU", "FLOAT32") {} }; TEST_CASE_FIXTURE(EluFixture, "ParseElu") { RunTest<2, armnn::DataType::Float32>(0, { -2.0f, -1.0f, -0.0f, 0.0f, 1.0f, 2.0f, 3.0f }, { -0.86466471676f, -0.63212055882f, -0.0f, 0.0f, 1.0f, 2.0f, 3.0f }); } struct HardSwishFixture : ActivationFixture { HardSwishFixture() : ActivationFixture("HARD_SWISH", "FLOAT32") {} }; TEST_CASE_FIXTURE(HardSwishFixture, "ParseHardSwish") { RunTest<2, armnn::DataType::Float32>(0, { -4.0f, -3.0f, -2.9f, 1.2f, 2.2f, 3.0f, 4.0f }, { -0.0f, -0.0f, -0.04833334f, 0.84f, 1.90666667f, 3.0f, 4.0f }); } }