// // Copyright © 2020 Arm Ltd and Contributors. All rights reserved. // SPDX-License-Identifier: MIT // #include "ActivationTestHelper.hpp" #include #include #include #include #include #include #include #include namespace armnnDelegate { void ActivationReLuTest(std::vector& backends) { std::vector inputData = { -0.1f, -0.2f, -0.3f, -0.4f, 0.1f, 0.2f, 0.3f, 0.4f, -1.0f, -2.0f, -3.0f, -4.0f, 1.0f, 2.0f, 3.0f, 4.0f }; // Calculate output values for input. auto f = [](float value) { return std::fmax(0.0f, value); }; std::vector outputExpectedData(inputData.size()); std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); ActivationTest(tflite::BuiltinOperator_RELU, backends, inputData, outputExpectedData); } void ActivationBoundedReluTest(std::vector& backends) { std::vector inputData = { -0.1f, -0.2f, -0.3f, -0.4f, 0.1f, 0.2f, 0.3f, 0.4f, -1.0f, -2.0f, -3.0f, -4.0f, 1.0f, 2.0f, 3.0f, 4.0f }; const float a = 6.0f; const float b = 0.0f; // Calculate output values for input. auto f = [a, b](float value) { return std::min(a, std::max(b, value)); }; std::vector outputExpectedData(inputData.size()); std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); ActivationTest(tflite::BuiltinOperator_RELU6, backends, inputData, outputExpectedData); } void ActivationSigmoidTest(std::vector& backends) { std::vector inputData = { -0.1f, -0.2f, -0.3f, -0.4f, 0.1f, 0.2f, 0.3f, 0.4f, -1.0f, -2.0f, -3.0f, -4.0f, 1.0f, 2.0f, 3.0f, 4.0f }; // Calculate output values for input. auto f = [](float value) { return 1.0f / (1.0f + std::exp(-value)); }; std::vector outputExpectedData(inputData.size()); std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); ActivationTest(tflite::BuiltinOperator_LOGISTIC, backends, inputData, outputExpectedData); } void ActivationTanHTest(std::vector& backends) { std::vector inputData = { -0.1f, -0.2f, -0.3f, -0.4f, 0.1f, 0.2f, 0.3f, 0.4f, -1.0f, -2.0f, -3.0f, -4.0f, 1.0f, 2.0f, 3.0f, 4.0f }; // Calculate output values for input. auto f = [](float value) { return tanhf(value); }; std::vector outputExpectedData(inputData.size()); std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); ActivationTest(tflite::BuiltinOperator_TANH, backends, inputData, outputExpectedData); } TEST_SUITE("Activation_CpuRefTests") { TEST_CASE ("Activation_ReLu_CpuRef_Test") { std::vector backends = { armnn::Compute::CpuRef }; ActivationReLuTest(backends); } TEST_CASE ("Activation_Bounded_Relu6_CpuRef_Test") { std::vector backends = { armnn::Compute::CpuRef }; ActivationBoundedReluTest(backends); } TEST_CASE ("Activation_Sigmoid_CpuRef_Test") { std::vector backends = { armnn::Compute::CpuRef }; ActivationSigmoidTest(backends); } TEST_CASE ("Activation_TanH_CpuRef_Test") { std::vector backends = { armnn::Compute::CpuRef }; ActivationTanHTest(backends); } } TEST_SUITE("Activation_CpuAccTests") { TEST_CASE ("Activation_ReLu_CpuAcc_Test") { std::vector backends = { armnn::Compute::CpuAcc }; ActivationReLuTest(backends); } TEST_CASE ("Activation_Bounded_Relu6_CpuAcc_Test") { std::vector backends = { armnn::Compute::CpuAcc }; ActivationBoundedReluTest(backends); } TEST_CASE ("Activation_Sigmoid_CpuAcc_Test") { std::vector backends = { armnn::Compute::CpuAcc }; ActivationSigmoidTest(backends); } TEST_CASE ("Activation_TanH_CpuAcc_Test") { std::vector backends = { armnn::Compute::CpuAcc }; ActivationTanHTest(backends); } } TEST_SUITE("Activation_GpuAccTests") { TEST_CASE ("Activation_ReLu_GpuAcc_Test") { std::vector backends = { armnn::Compute::GpuAcc }; ActivationReLuTest(backends); } TEST_CASE ("Activation_Bounded_Relu6_GpuAcc_Test") { std::vector backends = { armnn::Compute::GpuAcc }; ActivationBoundedReluTest(backends); } TEST_CASE ("Activation_Sigmoid_GpuAcc_Test") { std::vector backends = { armnn::Compute::GpuAcc }; ActivationSigmoidTest(backends); } TEST_CASE ("Activation_TanH_GpuAcc_Test") { std::vector backends = { armnn::Compute::GpuAcc }; ActivationTanHTest(backends); } } } // namespace armnnDelegate