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, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 12 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 13 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 14 | { |
| 15 | const unsigned int inputShape[] = { 2, 2 }; |
| 16 | |
| 17 | std::vector<float> inputValues |
| 18 | { |
| 19 | 3.0f, 2.0f, |
| 20 | 1.0f, 1.1f |
| 21 | }; |
| 22 | |
| 23 | std::vector<float> expectedOutputValues |
| 24 | { |
| 25 | 20.085536923188f, 7.389056098931f, |
| 26 | 2.718281828459f, 3.004166023946f |
| 27 | }; |
| 28 | |
| 29 | return ElementwiseUnaryTestHelper<2, ArmnnType>( |
| 30 | workloadFactory, |
| 31 | memoryManager, |
| 32 | armnn::UnaryOperation::Exp, |
| 33 | inputShape, |
| 34 | inputValues, |
| 35 | inputShape, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 36 | expectedOutputValues, |
| 37 | tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 38 | } |
| 39 | |
| 40 | template<armnn::DataType ArmnnType, typename T> |
| 41 | LayerTestResult<T, 3> Exp3dTest( |
| 42 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 43 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 44 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 45 | { |
| 46 | const unsigned int inputShape[] = { 3, 1, 2 }; |
| 47 | |
| 48 | std::vector<float> inputValues |
| 49 | { |
| 50 | 5.0f, 4.0f, |
| 51 | 3.0f, 2.0f, |
| 52 | 1.0f, 1.1f |
| 53 | }; |
| 54 | |
| 55 | std::vector<float> expectedOutputValues |
| 56 | { |
| 57 | 148.413159102577f, 54.598150033144f, |
| 58 | 20.085536923188f, 7.389056098931f, |
| 59 | 2.718281828459f, 3.004166023946f |
| 60 | }; |
| 61 | |
| 62 | return ElementwiseUnaryTestHelper<3, ArmnnType>( |
| 63 | workloadFactory, |
| 64 | memoryManager, |
| 65 | armnn::UnaryOperation::Exp, |
| 66 | inputShape, |
| 67 | inputValues, |
| 68 | inputShape, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 69 | expectedOutputValues, |
| 70 | tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 71 | } |
| 72 | |
| 73 | template<armnn::DataType ArmnnType, typename T> |
| 74 | LayerTestResult<T, 2> ExpZeroTest( |
| 75 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 76 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 77 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 78 | { |
| 79 | const unsigned int inputShape[] = { 1, 2 }; |
| 80 | |
| 81 | std::vector<float> inputValues |
| 82 | { |
| 83 | 0.f, 0.f |
| 84 | }; |
| 85 | |
| 86 | std::vector<float> expectedOutputValues |
| 87 | { |
| 88 | 1.0f, 1.0f |
| 89 | }; |
| 90 | |
| 91 | return ElementwiseUnaryTestHelper<2, ArmnnType>( |
| 92 | workloadFactory, |
| 93 | memoryManager, |
| 94 | armnn::UnaryOperation::Exp, |
| 95 | inputShape, |
| 96 | inputValues, |
| 97 | inputShape, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 98 | expectedOutputValues, |
| 99 | tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 100 | } |
| 101 | |
| 102 | template<armnn::DataType ArmnnType, typename T> |
| 103 | LayerTestResult<T, 2> ExpNegativeTest( |
| 104 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 105 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 106 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 107 | { |
| 108 | const unsigned int inputShape[] = { 1, 2 }; |
| 109 | |
| 110 | std::vector<float> inputValues |
| 111 | { |
| 112 | -5.9f, -5.8f |
| 113 | }; |
| 114 | |
| 115 | std::vector<float> expectedOutputValues |
| 116 | { |
| 117 | 0.0027394448187683684f, 0.0030275547453758153f, |
| 118 | }; |
| 119 | |
| 120 | return ElementwiseUnaryTestHelper<2, ArmnnType>( |
| 121 | workloadFactory, |
| 122 | memoryManager, |
| 123 | armnn::UnaryOperation::Exp, |
| 124 | inputShape, |
| 125 | inputValues, |
| 126 | inputShape, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 127 | expectedOutputValues, |
| 128 | tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 129 | } |
| 130 | |
| 131 | // |
| 132 | // Explicit template specializations |
| 133 | // |
| 134 | |
| 135 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 2> |
| 136 | Exp2dTest<armnn::DataType::Float32>( |
| 137 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 138 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 139 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 140 | |
| 141 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 2> |
| 142 | Exp2dTest<armnn::DataType::Float16>( |
| 143 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 144 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 145 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 146 | |
| 147 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 2> |
| 148 | Exp2dTest<armnn::DataType::QAsymmS8>( |
| 149 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 150 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 151 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 152 | |
| 153 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 2> |
| 154 | Exp2dTest<armnn::DataType::QAsymmU8>( |
| 155 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 156 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 157 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 158 | |
| 159 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 2> |
| 160 | Exp2dTest<armnn::DataType::QSymmS16>( |
| 161 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 162 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 163 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 164 | |
| 165 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 3> |
| 166 | Exp3dTest<armnn::DataType::Float32>( |
| 167 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 168 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 169 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 170 | |
| 171 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 3> |
| 172 | Exp3dTest<armnn::DataType::Float16>( |
| 173 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 174 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 175 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 176 | |
| 177 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 3> |
| 178 | Exp3dTest<armnn::DataType::QAsymmS8>( |
| 179 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 180 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 181 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 182 | |
| 183 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 3> |
| 184 | Exp3dTest<armnn::DataType::QAsymmU8>( |
| 185 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 186 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 187 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 188 | |
| 189 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 3> |
| 190 | Exp3dTest<armnn::DataType::QSymmS16>( |
| 191 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 192 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 193 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 194 | |
| 195 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 2> |
| 196 | ExpZeroTest<armnn::DataType::Float32>( |
| 197 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 198 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 199 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 9fabf43 | 2020-05-27 13:40:58 +0100 | [diff] [blame] | 200 | |
| 201 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 2> |
| 202 | ExpNegativeTest<armnn::DataType::Float32>( |
| 203 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 204 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 205 | const armnn::ITensorHandleFactory& tensorHandleFactory); |