Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2020 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "RankTestImpl.hpp" |
| 7 | |
| 8 | #include <backendsCommon/test/DataTypeUtils.hpp> |
| 9 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 10 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
| 11 | |
| 12 | #include <test/TensorHelpers.hpp> |
| 13 | |
| 14 | template<typename T, std::size_t n> |
| 15 | LayerTestResult<int32_t, 1> RankTest( |
| 16 | armnn::TensorInfo inputTensorInfo, |
| 17 | boost::multi_array<T, n> input, |
| 18 | armnn::IWorkloadFactory& workloadFactory, |
| 19 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 20 | { |
| 21 | IgnoreUnused(memoryManager); |
| 22 | |
| 23 | const armnn::TensorShape outputShape{armnn::Dimensionality::Scalar}; |
| 24 | armnn::TensorInfo outputTensorInfo(outputShape, armnn::DataType::Signed32); |
| 25 | |
| 26 | LayerTestResult<int32_t , 1> ret(outputTensorInfo); |
| 27 | ret.outputExpected = MakeTensor<uint32_t, 1>(outputTensorInfo, { n }); |
| 28 | |
| 29 | std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputTensorInfo); |
| 30 | std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo); |
| 31 | |
| 32 | armnn::RankQueueDescriptor data; |
| 33 | armnn::WorkloadInfo info; |
| 34 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 35 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 36 | |
| 37 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateRank(data, info); |
| 38 | |
| 39 | inputHandle->Allocate(); |
| 40 | outputHandle->Allocate(); |
| 41 | |
| 42 | CopyDataToITensorHandle(inputHandle.get(), input.origin()); |
| 43 | |
| 44 | workload->Execute(); |
| 45 | |
| 46 | CopyDataFromITensorHandle(&ret.output[0], outputHandle.get()); |
| 47 | |
| 48 | return ret; |
| 49 | } |
| 50 | |
| 51 | template<armnn::DataType ArmnnType, typename T> |
| 52 | LayerTestResult<int32_t, 1> RankDimSize1Test( |
| 53 | armnn::IWorkloadFactory& workloadFactory, |
| 54 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 55 | { |
| 56 | armnn::TensorInfo inputTensorInfo({6}, ArmnnType, 1.0f, 0); |
| 57 | auto input = MakeTensor<T, 1>(inputTensorInfo, ConvertToDataType<ArmnnType>( |
| 58 | { -37.5f, -15.2f, -8.76f, -2.0f, -1.3f, -0.5f }, |
| 59 | inputTensorInfo)); |
| 60 | |
| 61 | return RankTest<T, 1>(inputTensorInfo, input, workloadFactory, memoryManager); |
| 62 | } |
| 63 | |
| 64 | template<armnn::DataType ArmnnType, typename T> |
| 65 | LayerTestResult<int32_t, 1> RankDimSize2Test( |
| 66 | armnn::IWorkloadFactory& workloadFactory, |
| 67 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 68 | { |
| 69 | armnn::TensorInfo inputTensorInfo({1, 3}, ArmnnType, 1.0f, 0); |
| 70 | auto input = MakeTensor<T, 2>(inputTensorInfo, ConvertToDataType<ArmnnType>( |
| 71 | { -37.5f, -15.2f, -8.76f }, |
| 72 | inputTensorInfo)); |
| 73 | |
| 74 | return RankTest<T, 2>(inputTensorInfo, input, workloadFactory, memoryManager); |
| 75 | } |
| 76 | |
| 77 | template<armnn::DataType ArmnnType, typename T> |
| 78 | LayerTestResult<int32_t, 1> RankDimSize3Test( |
| 79 | armnn::IWorkloadFactory& workloadFactory, |
| 80 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 81 | { |
| 82 | armnn::TensorInfo inputTensorInfo({1, 3, 2}, ArmnnType, 1.0f, 0); |
| 83 | auto input = MakeTensor<T, 3>(inputTensorInfo, ConvertToDataType<ArmnnType>( |
| 84 | { -37.5f, -15.2f, -8.76f, -2.0f, -1.5f, -1.3f}, |
| 85 | inputTensorInfo)); |
| 86 | |
| 87 | return RankTest<T, 3>(inputTensorInfo, input, workloadFactory, memoryManager); |
| 88 | } |
| 89 | |
| 90 | template<armnn::DataType ArmnnType, typename T> |
| 91 | LayerTestResult<int32_t, 1> RankDimSize4Test( |
| 92 | armnn::IWorkloadFactory& workloadFactory, |
| 93 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 94 | { |
| 95 | armnn::TensorInfo inputTensorInfo({1, 3, 2, 3}, ArmnnType, 1.0f, 0); |
| 96 | auto input = MakeTensor<T, 4>(inputTensorInfo, ConvertToDataType<ArmnnType>( |
| 97 | { -37.5f, -15.2f, -8.76f, -2.0f, -1.5f, -1.3f, -0.5f, -0.4f, 0.0f, |
| 98 | 1.0f, 0.4f, 0.5f, 1.3f, 1.5f, 2.0f, 8.76f, 15.2f, 37.5f }, |
| 99 | inputTensorInfo)); |
| 100 | |
| 101 | return RankTest<T, 4>(inputTensorInfo, input, workloadFactory, memoryManager); |
| 102 | } |
| 103 | |
| 104 | template LayerTestResult<int32_t, 1> |
| 105 | RankDimSize4Test<armnn::DataType::Float16>( |
| 106 | armnn::IWorkloadFactory& workloadFactory, |
| 107 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 108 | |
| 109 | template LayerTestResult<int32_t, 1> |
| 110 | RankDimSize4Test<armnn::DataType::Float32>( |
| 111 | armnn::IWorkloadFactory& workloadFactory, |
| 112 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 113 | |
| 114 | template LayerTestResult<int32_t, 1> |
| 115 | RankDimSize4Test<armnn::DataType::QAsymmU8>( |
| 116 | armnn::IWorkloadFactory& workloadFactory, |
| 117 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 118 | |
| 119 | template LayerTestResult<int32_t, 1> |
| 120 | RankDimSize4Test<armnn::DataType::Signed32>( |
| 121 | armnn::IWorkloadFactory& workloadFactory, |
| 122 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 123 | |
| 124 | template LayerTestResult<int32_t, 1> |
| 125 | RankDimSize4Test<armnn::DataType::QSymmS16>( |
| 126 | armnn::IWorkloadFactory& workloadFactory, |
| 127 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 128 | |
| 129 | template LayerTestResult<int32_t, 1> |
| 130 | RankDimSize4Test<armnn::DataType::QSymmS8>( |
| 131 | armnn::IWorkloadFactory& workloadFactory, |
| 132 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 133 | |
| 134 | template LayerTestResult<int32_t, 1> |
| 135 | RankDimSize4Test<armnn::DataType::QAsymmS8>( |
| 136 | armnn::IWorkloadFactory& workloadFactory, |
| 137 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 138 | |
| 139 | template LayerTestResult<int32_t, 1> |
| 140 | RankDimSize4Test<armnn::DataType::BFloat16>( |
| 141 | armnn::IWorkloadFactory& workloadFactory, |
| 142 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 143 | |
| 144 | template LayerTestResult<int32_t, 1> |
| 145 | RankDimSize3Test<armnn::DataType::Float16>( |
| 146 | armnn::IWorkloadFactory& workloadFactory, |
| 147 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 148 | |
| 149 | template LayerTestResult<int32_t, 1> |
| 150 | RankDimSize3Test<armnn::DataType::Float32>( |
| 151 | armnn::IWorkloadFactory& workloadFactory, |
| 152 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 153 | |
| 154 | template LayerTestResult<int32_t, 1> |
| 155 | RankDimSize3Test<armnn::DataType::QAsymmU8>( |
| 156 | armnn::IWorkloadFactory& workloadFactory, |
| 157 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 158 | |
| 159 | template LayerTestResult<int32_t, 1> |
| 160 | RankDimSize3Test<armnn::DataType::Signed32>( |
| 161 | armnn::IWorkloadFactory& workloadFactory, |
| 162 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 163 | |
| 164 | template LayerTestResult<int32_t, 1> |
| 165 | RankDimSize3Test<armnn::DataType::QSymmS16>( |
| 166 | armnn::IWorkloadFactory& workloadFactory, |
| 167 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 168 | |
| 169 | template LayerTestResult<int32_t, 1> |
| 170 | RankDimSize3Test<armnn::DataType::QSymmS8>( |
| 171 | armnn::IWorkloadFactory& workloadFactory, |
| 172 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 173 | |
| 174 | template LayerTestResult<int32_t, 1> |
| 175 | RankDimSize3Test<armnn::DataType::QAsymmS8>( |
| 176 | armnn::IWorkloadFactory& workloadFactory, |
| 177 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 178 | |
| 179 | template LayerTestResult<int32_t, 1> |
| 180 | RankDimSize3Test<armnn::DataType::BFloat16>( |
| 181 | armnn::IWorkloadFactory& workloadFactory, |
| 182 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 183 | |
| 184 | template LayerTestResult<int32_t, 1> |
| 185 | RankDimSize2Test<armnn::DataType::Float16>( |
| 186 | armnn::IWorkloadFactory& workloadFactory, |
| 187 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 188 | |
| 189 | template LayerTestResult<int32_t, 1> |
| 190 | RankDimSize2Test<armnn::DataType::Float32>( |
| 191 | armnn::IWorkloadFactory& workloadFactory, |
| 192 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 193 | |
| 194 | template LayerTestResult<int32_t, 1> |
| 195 | RankDimSize2Test<armnn::DataType::QAsymmU8>( |
| 196 | armnn::IWorkloadFactory& workloadFactory, |
| 197 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 198 | |
| 199 | template LayerTestResult<int32_t, 1> |
| 200 | RankDimSize2Test<armnn::DataType::Signed32>( |
| 201 | armnn::IWorkloadFactory& workloadFactory, |
| 202 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 203 | |
| 204 | template LayerTestResult<int32_t, 1> |
| 205 | RankDimSize2Test<armnn::DataType::QSymmS16>( |
| 206 | armnn::IWorkloadFactory& workloadFactory, |
| 207 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 208 | |
| 209 | template LayerTestResult<int32_t, 1> |
| 210 | RankDimSize2Test<armnn::DataType::QSymmS8>( |
| 211 | armnn::IWorkloadFactory& workloadFactory, |
| 212 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 213 | |
| 214 | template LayerTestResult<int32_t, 1> |
| 215 | RankDimSize2Test<armnn::DataType::QAsymmS8>( |
| 216 | armnn::IWorkloadFactory& workloadFactory, |
| 217 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 218 | |
| 219 | template LayerTestResult<int32_t, 1> |
| 220 | RankDimSize2Test<armnn::DataType::BFloat16>( |
| 221 | armnn::IWorkloadFactory& workloadFactory, |
| 222 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 223 | |
| 224 | template LayerTestResult<int32_t, 1> |
| 225 | RankDimSize1Test<armnn::DataType::Float16>( |
| 226 | armnn::IWorkloadFactory& workloadFactory, |
| 227 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 228 | |
| 229 | template LayerTestResult<int32_t, 1> |
| 230 | RankDimSize1Test<armnn::DataType::Float32>( |
| 231 | armnn::IWorkloadFactory& workloadFactory, |
| 232 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 233 | |
| 234 | template LayerTestResult<int32_t, 1> |
| 235 | RankDimSize1Test<armnn::DataType::QAsymmU8>( |
| 236 | armnn::IWorkloadFactory& workloadFactory, |
| 237 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 238 | |
| 239 | template LayerTestResult<int32_t, 1> |
| 240 | RankDimSize1Test<armnn::DataType::Signed32>( |
| 241 | armnn::IWorkloadFactory& workloadFactory, |
| 242 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 243 | |
| 244 | template LayerTestResult<int32_t, 1> |
| 245 | RankDimSize1Test<armnn::DataType::QSymmS16>( |
| 246 | armnn::IWorkloadFactory& workloadFactory, |
| 247 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 248 | |
| 249 | template LayerTestResult<int32_t, 1> |
| 250 | RankDimSize1Test<armnn::DataType::QSymmS8>( |
| 251 | armnn::IWorkloadFactory& workloadFactory, |
| 252 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 253 | |
| 254 | template LayerTestResult<int32_t, 1> |
| 255 | RankDimSize1Test<armnn::DataType::QAsymmS8>( |
| 256 | armnn::IWorkloadFactory& workloadFactory, |
| 257 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |
| 258 | |
| 259 | template LayerTestResult<int32_t, 1> |
| 260 | RankDimSize1Test<armnn::DataType::BFloat16>( |
| 261 | armnn::IWorkloadFactory& workloadFactory, |
| 262 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |