Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2020 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "ExpTestImpl.hpp" |
| 7 | #include "ElementwiseUnaryTestImpl.hpp" |
| 8 | |
| 9 | template<armnn::DataType ArmnnType, typename T> |
| 10 | LayerTestResult<T, 2> Exp2dTest( |
| 11 | armnn::IWorkloadFactory& workloadFactory, |
| 12 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 13 | { |
| 14 | const unsigned int inputShape[] = { 2, 2 }; |
| 15 | |
| 16 | std::vector<float> inputValues |
| 17 | { |
| 18 | 3.0f, 2.0f, |
| 19 | 1.0f, 1.1f |
| 20 | }; |
| 21 | |
| 22 | std::vector<float> expectedOutputValues |
| 23 | { |
| 24 | 20.085536923188f, 7.389056098931f, |
| 25 | 2.718281828459f, 3.004166023946f |
| 26 | }; |
| 27 | |
| 28 | return ElementwiseUnaryTestHelper<2, ArmnnType>( |
| 29 | workloadFactory, |
| 30 | memoryManager, |
| 31 | armnn::UnaryOperation::Exp, |
| 32 | inputShape, |
| 33 | inputValues, |
| 34 | inputShape, |
| 35 | expectedOutputValues); |
| 36 | } |
| 37 | |
| 38 | template<armnn::DataType ArmnnType, typename T> |
| 39 | LayerTestResult<T, 3> Exp3dTest( |
| 40 | armnn::IWorkloadFactory& workloadFactory, |
| 41 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 42 | { |
| 43 | const unsigned int inputShape[] = { 3, 1, 2 }; |
| 44 | |
| 45 | std::vector<float> inputValues |
| 46 | { |
| 47 | 5.0f, 4.0f, |
| 48 | 3.0f, 2.0f, |
| 49 | 1.0f, 1.1f |
| 50 | }; |
| 51 | |
| 52 | std::vector<float> expectedOutputValues |
| 53 | { |
| 54 | 148.413159102577f, 54.598150033144f, |
| 55 | 20.085536923188f, 7.389056098931f, |
| 56 | 2.718281828459f, 3.004166023946f |
| 57 | }; |
| 58 | |
| 59 | return ElementwiseUnaryTestHelper<3, ArmnnType>( |
| 60 | workloadFactory, |
| 61 | memoryManager, |
| 62 | armnn::UnaryOperation::Exp, |
| 63 | inputShape, |
| 64 | inputValues, |
| 65 | inputShape, |
| 66 | expectedOutputValues); |
| 67 | } |
| 68 | |
| 69 | template<armnn::DataType ArmnnType, typename T> |
| 70 | LayerTestResult<T, 2> ExpZeroTest( |
| 71 | armnn::IWorkloadFactory& workloadFactory, |
| 72 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 73 | { |
| 74 | const unsigned int inputShape[] = { 1, 2 }; |
| 75 | |
| 76 | std::vector<float> inputValues |
| 77 | { |
| 78 | 0.f, 0.f |
| 79 | }; |
| 80 | |
| 81 | std::vector<float> expectedOutputValues |
| 82 | { |
| 83 | 1.0f, 1.0f |
| 84 | }; |
| 85 | |
| 86 | return ElementwiseUnaryTestHelper<2, ArmnnType>( |
| 87 | workloadFactory, |
| 88 | memoryManager, |
| 89 | armnn::UnaryOperation::Exp, |
| 90 | inputShape, |
| 91 | inputValues, |
| 92 | inputShape, |
| 93 | expectedOutputValues); |
| 94 | } |
| 95 | |
| 96 | template<armnn::DataType ArmnnType, typename T> |
| 97 | LayerTestResult<T, 2> ExpNegativeTest( |
| 98 | armnn::IWorkloadFactory& workloadFactory, |
| 99 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 100 | { |
| 101 | const unsigned int inputShape[] = { 1, 2 }; |
| 102 | |
| 103 | std::vector<float> inputValues |
| 104 | { |
| 105 | -5.9f, -5.8f |
| 106 | }; |
| 107 | |
| 108 | std::vector<float> expectedOutputValues |
| 109 | { |
| 110 | 0.0027394448187683684f, 0.0030275547453758153f, |
| 111 | }; |
| 112 | |
| 113 | return ElementwiseUnaryTestHelper<2, ArmnnType>( |
| 114 | workloadFactory, |
| 115 | memoryManager, |
| 116 | armnn::UnaryOperation::Exp, |
| 117 | inputShape, |
| 118 | inputValues, |
| 119 | inputShape, |
| 120 | expectedOutputValues); |
| 121 | } |
| 122 | |
| 123 | // |
| 124 | // Explicit template specializations |
| 125 | // |
| 126 | |
| 127 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 2> |
| 128 | Exp2dTest<armnn::DataType::Float32>( |
| 129 | armnn::IWorkloadFactory& workloadFactory, |
| 130 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 131 | |
| 132 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 2> |
| 133 | Exp2dTest<armnn::DataType::Float16>( |
| 134 | armnn::IWorkloadFactory& workloadFactory, |
| 135 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 136 | |
| 137 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 2> |
| 138 | Exp2dTest<armnn::DataType::QAsymmS8>( |
| 139 | armnn::IWorkloadFactory& workloadFactory, |
| 140 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 141 | |
| 142 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 2> |
| 143 | Exp2dTest<armnn::DataType::QAsymmU8>( |
| 144 | armnn::IWorkloadFactory& workloadFactory, |
| 145 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 146 | |
| 147 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 2> |
| 148 | Exp2dTest<armnn::DataType::QSymmS16>( |
| 149 | armnn::IWorkloadFactory& workloadFactory, |
| 150 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 151 | |
| 152 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 3> |
| 153 | Exp3dTest<armnn::DataType::Float32>( |
| 154 | armnn::IWorkloadFactory& workloadFactory, |
| 155 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 156 | |
| 157 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 3> |
| 158 | Exp3dTest<armnn::DataType::Float16>( |
| 159 | armnn::IWorkloadFactory& workloadFactory, |
| 160 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 161 | |
| 162 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 3> |
| 163 | Exp3dTest<armnn::DataType::QAsymmS8>( |
| 164 | armnn::IWorkloadFactory& workloadFactory, |
| 165 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 166 | |
| 167 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 3> |
| 168 | Exp3dTest<armnn::DataType::QAsymmU8>( |
| 169 | armnn::IWorkloadFactory& workloadFactory, |
| 170 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 171 | |
| 172 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 3> |
| 173 | Exp3dTest<armnn::DataType::QSymmS16>( |
| 174 | armnn::IWorkloadFactory& workloadFactory, |
| 175 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 176 | |
| 177 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 2> |
| 178 | ExpZeroTest<armnn::DataType::Float32>( |
| 179 | armnn::IWorkloadFactory& workloadFactory, |
| 180 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 181 | |
| 182 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 2> |
| 183 | ExpNegativeTest<armnn::DataType::Float32>( |
| 184 | armnn::IWorkloadFactory& workloadFactory, |
| 185 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |