// // Copyright © 2020 Arm Ltd and Contributors. All rights reserved. // SPDX-License-Identifier: MIT // #include "SoftmaxTestHelper.hpp" #include #include #include #include namespace armnnDelegate { /// Convenience function to run softmax and log-softmax test cases /// \param operatorCode tflite::BuiltinOperator_SOFTMAX or tflite::BuiltinOperator_LOG_SOFTMAX /// \param backends armnn backends to target /// \param beta multiplicative parameter to the softmax function /// \param expectedOutput to be checked against transformed input void SoftmaxTestCase(tflite::BuiltinOperator operatorCode, std::vector backends, float beta, std::vector expectedOutput) { std::vector input = { 1.0, 2.5, 3.0, 4.5, 5.0, -1.0, -2.5, -3.0, -4.5, -5.0}; std::vector shape = {2, 5}; SoftmaxTest(operatorCode, tflite::TensorType_FLOAT32, backends, shape, input, expectedOutput, beta); } TEST_SUITE ("Softmax_GpuAccTests") { TEST_CASE ("Softmax_Standard_Beta_GpuAcc_Test") { std::vector backends = { armnn::Compute::GpuAcc }; std::vector expectedOutput = {0.00994190481, 0.0445565246, 0.0734612942, 0.329230666, 0.542809606, 0.710742831, 0.158588171, 0.0961885825, 0.0214625746, 0.0130177103}; SoftmaxTestCase(tflite::BuiltinOperator_SOFTMAX, backends, 1, expectedOutput); } TEST_CASE ("Softmax_Different_Beta_GpuAcc_Test") { std::vector backends = { armnn::Compute::GpuAcc }; std::vector expectedOutput = {0.0946234912, 0.148399189, 0.172415257, 0.270400971, 0.314161092, 0.352414012, 0.224709094, 0.193408906, 0.123322964, 0.106145054}; SoftmaxTestCase(tflite::BuiltinOperator_SOFTMAX, backends, 0.3, expectedOutput); } TEST_CASE ("Log_Softmax_GpuAcc_Test") { std::vector backends = { armnn::Compute::GpuAcc }; std::vector expectedOutput = {-4.61099672, -3.11099672, -2.61099672, -1.11099672, -0.610996664, -0.341444582, -1.84144461, -2.34144449, -3.84144449, -4.34144449}; SoftmaxTestCase(tflite::BuiltinOperator_LOG_SOFTMAX, backends, 0, expectedOutput); } } // TEST_SUITE ("Softmax_GpuAccTests") TEST_SUITE ("Softmax_CpuAccTests") { TEST_CASE ("Softmax_Standard_Beta_CpuAcc_Test") { std::vector backends = { armnn::Compute::CpuAcc }; std::vector expectedOutput = {0.00994190481, 0.0445565246, 0.0734612942, 0.329230666, 0.542809606, 0.710742831, 0.158588171, 0.0961885825, 0.0214625746, 0.0130177103}; SoftmaxTestCase(tflite::BuiltinOperator_SOFTMAX, backends, 1, expectedOutput); } TEST_CASE ("Softmax_Different_Beta_CpuAcc_Test") { std::vector backends = { armnn::Compute::CpuAcc }; std::vector expectedOutput = { 0.0946234912, 0.148399189, 0.172415257, 0.270400971, 0.314161092, 0.352414012, 0.224709094, 0.193408906, 0.123322964, 0.106145054}; SoftmaxTestCase(tflite::BuiltinOperator_SOFTMAX, backends, 0.3, expectedOutput); } TEST_CASE ("Log_Softmax_CpuAcc_Test") { std::vector backends = { armnn::Compute::CpuAcc }; std::vector expectedOutput = {-4.61099672, -3.11099672, -2.61099672, -1.11099672, -0.610996664, -0.341444582, -1.84144461, -2.34144449, -3.84144449, -4.34144449}; SoftmaxTestCase(tflite::BuiltinOperator_LOG_SOFTMAX, backends, 0, expectedOutput); } } // TEST_SUITE ("Softmax_CpuAccTests") TEST_SUITE ("Softmax_CpuRefTests") { TEST_CASE ("Softmax_Standard_Beta_CpuRef_Test") { std::vector backends = { armnn::Compute::CpuRef }; std::vector expectedOutput = { 0.00994190481, 0.0445565246, 0.0734612942, 0.329230666, 0.542809606, 0.710742831, 0.158588171, 0.0961885825, 0.0214625746, 0.0130177103}; SoftmaxTestCase(tflite::BuiltinOperator_SOFTMAX, backends, 1, expectedOutput); } TEST_CASE ("Softmax_Different_Beta_CpuRef_Test") { std::vector backends = { armnn::Compute::CpuRef }; std::vector expectedOutput = { 0.0946234912, 0.148399189, 0.172415257, 0.270400971, 0.314161092, 0.352414012, 0.224709094, 0.193408906, 0.123322964, 0.106145054}; SoftmaxTestCase(tflite::BuiltinOperator_SOFTMAX, backends, 0.3, expectedOutput); } TEST_CASE ("Log_Softmax_CpuRef_Test") { std::vector backends = { armnn::Compute::CpuRef }; std::vector expectedOutput = {-4.61099672, -3.11099672, -2.61099672, -1.11099672, -0.610996664, -0.341444582, -1.84144461, -2.34144449, -3.84144449, -4.34144449}; SoftmaxTestCase(tflite::BuiltinOperator_LOG_SOFTMAX, backends, 0, expectedOutput); } } // TEST_SUITE ("Softmax_CpuRefTests") } // namespace armnnDelegate