telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1 | // |
Teresa Charlin | fbf0e5b | 2020-08-17 01:01:06 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 4 | // |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 5 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 6 | #include "Pooling2dTestImpl.hpp" |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 7 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 8 | #include <QuantizeHelper.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 9 | #include <ResolveType.hpp> |
Matteo Martincigh | e011d20 | 2019-11-28 11:35:47 +0000 | [diff] [blame] | 10 | |
| 11 | #include <armnn/LayerSupport.hpp> |
| 12 | |
| 13 | #include <armnnUtils/TensorUtils.hpp> |
| 14 | #include <armnnUtils/DataLayoutIndexed.hpp> |
| 15 | #include <armnnUtils/Permute.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 16 | |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 17 | #include <armnn/utility/IgnoreUnused.hpp> |
Matthew Sloyan | 171214c | 2020-09-09 09:07:37 +0100 | [diff] [blame] | 18 | #include <armnn/utility/NumericCast.hpp> |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 19 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 20 | #include <backendsCommon/WorkloadInfo.hpp> |
| 21 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 22 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 23 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
| 24 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 25 | #include <test/TensorHelpers.hpp> |
| 26 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 27 | namespace |
| 28 | { |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 29 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 30 | using namespace armnnUtils; |
| 31 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 32 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 33 | LayerTestResult<T, 4> SimplePooling2dTestImpl( |
| 34 | armnn::IWorkloadFactory& workloadFactory, |
| 35 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 36 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 37 | armnn::Pooling2dDescriptor descriptor, |
| 38 | float qScale, |
| 39 | int32_t qOffset, |
| 40 | const boost::multi_array<T, 4>& input, |
| 41 | const boost::multi_array<T, 4>& outputExpected) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 42 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 43 | IgnoreUnused(memoryManager); |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 44 | const armnn::DataLayout dataLayout = descriptor.m_DataLayout; |
Matteo Martincigh | 2135015 | 2018-11-28 16:22:22 +0000 | [diff] [blame] | 45 | const armnnUtils::DataLayoutIndexed dimensionIndices = dataLayout; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 46 | auto heightIndex = dimensionIndices.GetHeightIndex(); |
| 47 | auto widthIndex = dimensionIndices.GetWidthIndex(); |
| 48 | auto channelsIndex = dimensionIndices.GetChannelsIndex(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 49 | |
Matthew Sloyan | 171214c | 2020-09-09 09:07:37 +0100 | [diff] [blame] | 50 | unsigned int inputHeight = armnn::numeric_cast<unsigned int>(input.shape()[heightIndex]); |
| 51 | unsigned int inputWidth = armnn::numeric_cast<unsigned int>(input.shape()[widthIndex]); |
| 52 | unsigned int inputChannels = armnn::numeric_cast<unsigned int>(input.shape()[channelsIndex]); |
| 53 | unsigned int inputBatchSize = armnn::numeric_cast<unsigned int>(input.shape()[0]); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 54 | |
Matthew Sloyan | 171214c | 2020-09-09 09:07:37 +0100 | [diff] [blame] | 55 | unsigned int outputHeight = armnn::numeric_cast<unsigned int>(outputExpected.shape()[heightIndex]); |
| 56 | unsigned int outputWidth = armnn::numeric_cast<unsigned int>(outputExpected.shape()[widthIndex]); |
| 57 | unsigned int outputChannels = armnn::numeric_cast<unsigned int>(outputExpected.shape()[channelsIndex]); |
| 58 | unsigned int outputBatchSize = armnn::numeric_cast<unsigned int>(outputExpected.shape()[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 59 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 60 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo( |
| 61 | inputBatchSize, inputChannels, inputHeight, inputWidth, dataLayout, ArmnnType); |
| 62 | |
| 63 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo( |
| 64 | outputBatchSize, outputChannels, outputHeight, outputWidth, dataLayout, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 65 | |
| 66 | // Set quantization parameters if the requested type is a quantized type. |
| 67 | if(armnn::IsQuantizedType<T>()) |
| 68 | { |
| 69 | inputTensorInfo.SetQuantizationScale(qScale); |
| 70 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 71 | outputTensorInfo.SetQuantizationScale(qScale); |
| 72 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 73 | } |
| 74 | |
| 75 | LayerTestResult<T, 4> result(outputTensorInfo); |
| 76 | |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 77 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 78 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 79 | |
| 80 | armnn::Pooling2dQueueDescriptor queueDescriptor; |
| 81 | queueDescriptor.m_Parameters = descriptor; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 82 | queueDescriptor.m_Parameters.m_DataLayout = dataLayout; |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 83 | |
| 84 | armnn::WorkloadInfo workloadInfo; |
| 85 | AddInputToWorkload(queueDescriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 86 | AddOutputToWorkload(queueDescriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 87 | |
| 88 | // Don't execute if Pooling is not supported, as an exception will be raised. |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 89 | armnn::BackendId backend = workloadFactory.GetBackendId(); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 90 | const size_t reasonIfUnsupportedMaxLen = 255; |
| 91 | char reasonIfUnsupported[reasonIfUnsupportedMaxLen+1]; |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 92 | result.supported = armnn::IsPooling2dSupported(backend, inputTensorInfo, outputTensorInfo, |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 93 | queueDescriptor.m_Parameters, |
| 94 | reasonIfUnsupported, reasonIfUnsupportedMaxLen); |
| 95 | if (!result.supported) |
| 96 | { |
| 97 | return result; |
| 98 | } |
| 99 | |
| 100 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreatePooling2d(queueDescriptor, workloadInfo); |
| 101 | |
| 102 | inputHandle->Allocate(); |
| 103 | outputHandle->Allocate(); |
| 104 | |
| 105 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]); |
| 106 | |
| 107 | workload->Execute(); |
| 108 | |
| 109 | CopyDataFromITensorHandle(&result.output[0][0][0][0], outputHandle.get()); |
| 110 | |
| 111 | result.outputExpected = outputExpected; |
| 112 | |
| 113 | return result; |
| 114 | } |
| 115 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 116 | // |
| 117 | // Tests max pooling with the following parameters: |
| 118 | // |
| 119 | // Pooling size: 3x3 |
| 120 | // Stride: (2,4) |
| 121 | // input size: 8x13 |
| 122 | // channels: 2 |
| 123 | // batch size: 2 |
| 124 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 125 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 126 | LayerTestResult<T, 4> SimpleMaxPooling2dSize3x3Stride2x4TestCommon( |
| 127 | armnn::IWorkloadFactory& workloadFactory, |
| 128 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 129 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 130 | bool forceNoPadding, |
| 131 | float qScale = 1.0f, |
| 132 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 133 | { |
| 134 | armnn::Pooling2dDescriptor descriptor; |
| 135 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 136 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 137 | descriptor.m_StrideX = 2; |
| 138 | descriptor.m_StrideY = 4; |
| 139 | // forceNoPadding is mainly used for compatibility with ARM Compute. |
| 140 | // As of 16/05/2017, it errors if padX or padY are equal to or greater than the pool size. |
| 141 | descriptor.m_PadLeft = descriptor.m_PadRight = forceNoPadding ? 0 : 3; |
| 142 | descriptor.m_PadTop = descriptor.m_PadBottom = 0; |
| 143 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 144 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 145 | |
| 146 | unsigned int inputWidth = 8; |
| 147 | unsigned int inputHeight = 13; |
| 148 | unsigned int outputWidth = |
| 149 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 150 | descriptor.m_StrideX; |
| 151 | unsigned int outputHeight = |
| 152 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 153 | descriptor.m_StrideY; |
| 154 | unsigned int channels = 2; |
| 155 | unsigned int batchSize = 2; |
| 156 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 157 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
| 158 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 159 | |
| 160 | // Set quantization parameters if the requested type is a quantized type. |
| 161 | if(armnn::IsQuantizedType<T>()) |
| 162 | { |
| 163 | inputTensorInfo.SetQuantizationScale(qScale); |
| 164 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 165 | outputTensorInfo.SetQuantizationScale(qScale); |
| 166 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 167 | } |
| 168 | |
| 169 | std::vector<float> singleChannelData({ |
| 170 | 0.0f, 4.0f, 8.0f, 1.0f, 6.0f, 4.0f, 5.0f, 8.0f, |
| 171 | 1.0f, 1.0f, 6.0f, 0.0f, 3.0f, 7.0f, 4.0f, 7.0f, |
| 172 | 8.0f, 5.0f, 0.0f, 0.0f, 8.0f, 3.0f, 4.0f, 3.0f, |
| 173 | 8.0f, 2.0f, 5.0f, 4.0f, 1.0f, 9.0f, 2.0f, 0.0f, |
| 174 | 5.0f, 4.0f, 5.0f, 0.0f, 0.0f, 0.0f, 7.0f, 2.0f, |
| 175 | 1.0f, 2.0f, 6.0f, 2.0f, 7.0f, 9.0f, 5.0f, 2.0f, |
| 176 | 9.0f, 7.0f, 3.0f, 1.0f, 3.0f, 4.0f, 8.0f, 3.0f, |
| 177 | 1.0f, 0.0f, 0.0f, 5.0f, 5.0f, 4.0f, 2.0f, 0.0f, |
| 178 | 6.0f, 4.0f, 3.0f, 6.0f, 9.0f, 5.0f, 5.0f, 6.0f, |
| 179 | 8.0f, 7.0f, 9.0f, 6.0f, 1.0f, 4.0f, 1.0f, 9.0f, |
| 180 | 7.0f, 1.0f, 9.0f, 2.0f, 9.0f, 9.0f, 8.0f, 1.0f, |
| 181 | 4.0f, 4.0f, 5.0f, 9.0f, 2.0f, 6.0f, 6.0f, 4.0f, |
| 182 | 3.0f, 5.0f, 4.0f, 0.0f, 1.0f, 5.0f, 9.0f, 7.0f, |
| 183 | }); |
| 184 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 185 | // Constructs input data. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 186 | std::vector<float> inputData; |
| 187 | auto negator = [](float f) { return -f; }; |
| 188 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 189 | // First image (two channels where the second channel is the negative of the first one). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 190 | inputData.insert(inputData.end(), singleChannelData.begin(), singleChannelData.end()); |
| 191 | std::transform(singleChannelData.begin(), singleChannelData.end(), std::back_inserter(inputData), negator); |
| 192 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 193 | // Second image (same as first image). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 194 | inputData.insert(inputData.end(), singleChannelData.begin(), singleChannelData.end()); |
| 195 | std::transform(singleChannelData.begin(), singleChannelData.end(), std::back_inserter(inputData), negator); |
| 196 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 197 | auto input = MakeTensor<T, 4>(inputTensorInfo, QuantizedVector<T>(inputData, qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 198 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 199 | // These were calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 200 | auto shape(GetTensorShapeAsArray<4>(outputTensorInfo)); |
| 201 | boost::multi_array<T, 4> outputExpected(shape); |
| 202 | if (forceNoPadding) |
| 203 | { |
| 204 | outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 205 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 206 | 8.0f, 8.0f, 8.0f, |
| 207 | 9.0f, 7.0f, 9.0f, |
| 208 | 9.0f, 9.0f, 9.0f, |
| 209 | |
| 210 | 0.0f, 0.0f, -3.0f, |
| 211 | -1.0f, 0.0f, 0.0f, |
| 212 | -1.0f, -1.0f, -1.0f, |
| 213 | |
| 214 | 8.0f, 8.0f, 8.0f, |
| 215 | 9.0f, 7.0f, 9.0f, |
| 216 | 9.0f, 9.0f, 9.0f, |
| 217 | |
| 218 | 0.0f, 0.0f, -3.0f, |
| 219 | -1.0f, 0.0f, 0.0f, |
| 220 | -1.0f, -1.0f, -1.0f |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 221 | }, |
| 222 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 223 | } |
| 224 | else |
| 225 | { |
| 226 | outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 227 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 228 | 0.0f, 8.0f, 8.0f, 8.0f, 8.0f, 8.0f, |
| 229 | 0.0f, 9.0f, 7.0f, 9.0f, 9.0f, 3.0f, |
| 230 | 0.0f, 8.0f, 9.0f, 9.0f, 9.0f, 9.0f, |
| 231 | |
Finn Williams | 70f609b | 2019-11-06 16:54:53 +0000 | [diff] [blame] | 232 | 0.0f, 0.0f, 0.0f, 0.0f,-3.0f,-3.0f, |
| 233 | 0.0f,-1.0f, 0.0f, 0.0f, 0.0f,-2.0f, |
| 234 | 0.0f,-1.0f,-1.0f,-1.0f,-1.0f,-1.0f, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 235 | |
| 236 | 0.0f, 8.0f, 8.0f, 8.0f, 8.0f, 8.0f, |
| 237 | 0.0f, 9.0f, 7.0f, 9.0f, 9.0f, 3.0f, |
| 238 | 0.0f, 8.0f, 9.0f, 9.0f, 9.0f, 9.0f, |
| 239 | |
Finn Williams | 70f609b | 2019-11-06 16:54:53 +0000 | [diff] [blame] | 240 | 0.0f, 0.0f, 0.0f, 0.0f,-3.0f,-3.0f, |
| 241 | 0.0f,-1.0f, 0.0f, 0.0f, 0.0f,-2.0f, |
| 242 | 0.0f,-1.0f,-1.0f,-1.0f,-1.0f,-1.0f |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 243 | }, |
| 244 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 245 | } |
| 246 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 247 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 248 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 249 | } |
| 250 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 251 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 252 | LayerTestResult<T, 4> SimpleMaxPooling2dTestCommon( |
| 253 | armnn::IWorkloadFactory& workloadFactory, |
| 254 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 255 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 256 | const armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 257 | float qScale = 1.0f, |
| 258 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 259 | { |
| 260 | armnn::Pooling2dDescriptor descriptor; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 261 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 262 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 263 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 264 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 265 | descriptor.m_DataLayout = dataLayout; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 266 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 267 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 268 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 269 | |
| 270 | // Set quantization parameters if the requested type is a quantized type. |
| 271 | if(armnn::IsQuantizedType<T>()) |
| 272 | { |
| 273 | inputTensorInfo.SetQuantizationScale(qScale); |
| 274 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 275 | outputTensorInfo.SetQuantizationScale(qScale); |
| 276 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 277 | } |
| 278 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 279 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 280 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 281 | 1.0f, 2.0f, 5.0f, 6.0f, |
| 282 | 3.0f, 4.0f, 7.0f, 8.0f, |
| 283 | 9.0f, 10.0f, 13.0f, 14.0f, |
| 284 | 11.0f, 12.0f, 15.0f, 16.0f, |
| 285 | |
| 286 | 17.0f, 18.0f, 21.0f, 22.0f, |
| 287 | 19.0f, 20.0f, 23.0f, 24.0f, |
| 288 | 25.0f, 26.0f, 29.0f, 30.0f, |
| 289 | 27.0f, 28.0f, 31.0f, 32.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 290 | }, |
| 291 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 292 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 293 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 294 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 295 | 4.0f, 8.0f, |
| 296 | 12.0f, 16.0f, |
| 297 | |
| 298 | 20.0f, 24.0f, |
| 299 | 28.0f, 32.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 300 | }, |
| 301 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 302 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 303 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 304 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 305 | { |
| 306 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 307 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 308 | inputData = tmp; |
| 309 | |
| 310 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 311 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 312 | outputData = tmp1; |
| 313 | } |
| 314 | |
| 315 | auto input = MakeTensor<T, 4>(inputTensorInfo, inputData); |
| 316 | |
| 317 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, outputData); |
| 318 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 319 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 320 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 321 | } |
| 322 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 323 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 324 | LayerTestResult<T, 4> SimpleAveragePooling2dTestCommon( |
| 325 | armnn::IWorkloadFactory& workloadFactory, |
| 326 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 327 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 328 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 329 | float qScale = 1.0f, |
| 330 | int32_t qOffset = 0) |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 331 | { |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 332 | armnn::Pooling2dDescriptor descriptor; |
| 333 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 334 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 335 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 336 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 337 | descriptor.m_DataLayout = dataLayout; |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 338 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 339 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 340 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 341 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 342 | // Set quantization parameters if the requested type is a quantized type. |
| 343 | if(armnn::IsQuantizedType<T>()) |
| 344 | { |
| 345 | inputTensorInfo.SetQuantizationScale(qScale); |
| 346 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 347 | outputTensorInfo.SetQuantizationScale(qScale); |
| 348 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 349 | } |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 350 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 351 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 352 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 353 | 2.0f, 2.0f, 6.0f, 6.0f, |
| 354 | 4.0f, 4.0f, 8.0f, 8.0f, |
| 355 | 10.0f, 12.0f, 14.0f, 16.0f, |
| 356 | 10.0f, 12.0f, 16.0f, 14.0f, |
| 357 | |
| 358 | 18.0f, 20.0f, 24.0f, 22.0f, |
| 359 | 20.0f, 18.0f, 22.0f, 24.0f, |
| 360 | 26.0f, 28.0f, 0.0f, 0.0f, |
| 361 | 26.0f, 28.0f, 0.0f, 0.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 362 | }, |
| 363 | qScale, qOffset)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 364 | |
| 365 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 366 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 367 | 3.0f, 7.0f, |
| 368 | 11.0f, 15.0f, |
| 369 | |
| 370 | 19.0f, 23.0f, |
| 371 | 27.0f, 0.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 372 | }, |
| 373 | qScale, qOffset)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 374 | |
| 375 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 376 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 377 | { |
| 378 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 379 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 380 | inputData = tmp; |
| 381 | |
| 382 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 383 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 384 | outputData = tmp1; |
| 385 | } |
| 386 | |
| 387 | auto input = MakeTensor<T, 4>(inputTensorInfo, inputData); |
| 388 | |
| 389 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, outputData); |
| 390 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 391 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 392 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 393 | } |
| 394 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 395 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 396 | LayerTestResult<T, 4> LargeTensorsAveragePooling2dTestCommon( |
| 397 | armnn::IWorkloadFactory& workloadFactory, |
| 398 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 399 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 400 | float qScale = 1.0f, |
| 401 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 402 | { |
| 403 | armnn::Pooling2dDescriptor descriptor; |
| 404 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 405 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 100; |
| 406 | descriptor.m_StrideX = descriptor.m_StrideY = 5; |
| 407 | descriptor.m_PadLeft = 50; |
| 408 | descriptor.m_PadRight = 50; |
| 409 | descriptor.m_PadTop = 50; |
| 410 | descriptor.m_PadBottom = 50; |
| 411 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 412 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 413 | armnn::TensorInfo inputTensorInfo({ 5, 3, 52, 60 }, ArmnnType); |
| 414 | armnn::TensorInfo outputTensorInfo({ 5, 3, 11, 13 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 415 | |
| 416 | // Set quantization parameters if the requested type is a quantized type. |
| 417 | if(armnn::IsQuantizedType<T>()) |
| 418 | { |
| 419 | inputTensorInfo.SetQuantizationScale(qScale); |
| 420 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 421 | outputTensorInfo.SetQuantizationScale(qScale); |
| 422 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 423 | } |
| 424 | |
| 425 | std::vector<T> inputVec; |
| 426 | |
| 427 | for (unsigned int i = 0 ; i < inputTensorInfo.GetShape().GetNumElements(); ++i) |
| 428 | { |
| 429 | inputVec.push_back(1); |
| 430 | } |
| 431 | |
| 432 | auto input = MakeTensor<T, 4>(inputTensorInfo, inputVec); |
| 433 | |
| 434 | std::vector<T> outputVec; |
| 435 | |
| 436 | for (unsigned int i = 0 ; i < outputTensorInfo.GetShape().GetNumElements(); ++i) |
| 437 | { |
| 438 | outputVec.push_back(1); |
| 439 | } |
| 440 | |
| 441 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, outputVec); |
| 442 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 443 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 444 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 445 | } |
| 446 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 447 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 448 | LayerTestResult<T, 4> SimpleL2Pooling2dTestCommon( |
| 449 | armnn::IWorkloadFactory& workloadFactory, |
| 450 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 451 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 452 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 453 | float qScale = 1.0f, |
| 454 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 455 | { |
| 456 | armnn::Pooling2dDescriptor descriptor; |
| 457 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 458 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 459 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 460 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 461 | descriptor.m_DataLayout = dataLayout; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 462 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 463 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 464 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 465 | |
| 466 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 467 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 468 | 1.0f, 7.0f, 5.0f, 5.0f, |
| 469 | 1.0f, 7.0f, 5.0f, 5.0f, |
| 470 | 3.0f, 3.0f, 1.0f, 1.0f, |
| 471 | 3.0f, 3.0f, 1.0f, 1.0f, |
| 472 | |
| 473 | 1.0f, 7.0f, 0.0f, 0.0f, |
| 474 | 1.0f, 7.0f, 2.0f, 0.0f, |
| 475 | 0.0f, 2.0f, 1.0f, 1.0f, |
| 476 | 0.0f, 0.0f, 1.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 477 | }, |
| 478 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 479 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 480 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 481 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 482 | 5.0f, 5.0f, |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 483 | 3.0f, 1.0f, |
| 484 | |
| 485 | 5.0f, 1.0f, |
| 486 | 1.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 487 | }, |
| 488 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 489 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 490 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 491 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 492 | { |
| 493 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 494 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 495 | inputData = tmp; |
| 496 | |
| 497 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 498 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 499 | outputData = tmp1; |
| 500 | } |
| 501 | |
| 502 | auto input = MakeTensor<T, 4>(inputTensorInfo, inputData); |
| 503 | |
| 504 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, outputData); |
| 505 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 506 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 507 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 508 | } |
| 509 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 510 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 511 | LayerTestResult<T, 4> L2Pooling2dSize3Stride1TestCommon( |
| 512 | armnn::IWorkloadFactory& workloadFactory, |
| 513 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 514 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 515 | float qScale = 1.0f, |
| 516 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 517 | { |
| 518 | armnn::Pooling2dDescriptor descriptor; |
| 519 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 520 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 521 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 522 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 523 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 524 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 525 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 526 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 527 | 2.0f, 1.0f, 5.0f, 2.0f, |
| 528 | 1.0f, 2.0f, 2.0f, 1.0f, |
| 529 | 5.0f, 4.0f, 1.0f, 5.0f, |
| 530 | 2.0f, 1.0f, 5.0f, 2.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 531 | }, |
| 532 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 533 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 534 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 535 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 536 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 537 | 3.0f, 3.0f, |
| 538 | 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 539 | }, |
| 540 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 541 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 542 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 543 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 544 | } |
| 545 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 546 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 547 | LayerTestResult<T, 4> L2Pooling2dSize3Stride3TestCommon( |
| 548 | armnn::IWorkloadFactory& workloadFactory, |
| 549 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 550 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 551 | float qScale = 1.0f, |
| 552 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 553 | { |
| 554 | armnn::Pooling2dDescriptor descriptor; |
| 555 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 556 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 557 | descriptor.m_StrideX = descriptor.m_StrideY = 3; |
| 558 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 559 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 560 | armnn::TensorInfo inputTensorInfo({ 1, 1, 9, 9 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 561 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 562 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 563 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 564 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 565 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 566 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 567 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 568 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 569 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 570 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 571 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 572 | }, |
| 573 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 574 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 575 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 576 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 577 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 578 | 3.0f, 3.0f, 3.0f, |
| 579 | 3.0f, 3.0f, 3.0f, |
| 580 | 3.0f, 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 581 | }, |
| 582 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 583 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 584 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 585 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 586 | } |
| 587 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 588 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 589 | LayerTestResult<T, 4> L2Pooling2dSize3Stride4TestCommon( |
| 590 | armnn::IWorkloadFactory& workloadFactory, |
| 591 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 592 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 593 | float qScale = 1.0f, |
| 594 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 595 | { |
| 596 | armnn::Pooling2dDescriptor descriptor; |
| 597 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 598 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 599 | descriptor.m_StrideX = descriptor.m_StrideY = 4; |
| 600 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 601 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 602 | armnn::TensorInfo inputTensorInfo({ 1, 1, 7, 7 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 603 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 604 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 605 | 2.0f, 1.0f, 5.0f, 0.0f, 2.0f, 1.0f, 5.0f, |
| 606 | 1.0f, 2.0f, 2.0f, 0.0f, 1.0f, 2.0f, 2.0f, |
| 607 | 5.0f, 4.0f, 1.0f, 0.0f, 5.0f, 4.0f, 1.0f, |
| 608 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 609 | 2.0f, 1.0f, 5.0f, 0.0f, 2.0f, 1.0f, 5.0f, |
| 610 | 1.0f, 2.0f, 2.0f, 0.0f, 1.0f, 2.0f, 2.0f, |
| 611 | 5.0f, 4.0f, 1.0f, 0.0f, 5.0f, 4.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 612 | }, |
| 613 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 614 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 615 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 616 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 617 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 618 | 3.0f, 3.0f, |
| 619 | 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 620 | }, |
| 621 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 622 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 623 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 624 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 625 | } |
| 626 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 627 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 628 | LayerTestResult<T, 4> L2Pooling2dSize7TestCommon( |
| 629 | armnn::IWorkloadFactory& workloadFactory, |
| 630 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 631 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 632 | float qScale = 1.0f, |
| 633 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 634 | { |
| 635 | armnn::Pooling2dDescriptor descriptor; |
| 636 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 637 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 7; |
| 638 | descriptor.m_StrideX = descriptor.m_StrideY = 7; |
| 639 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 640 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 641 | armnn::TensorInfo inputTensorInfo({ 1, 1, 7, 7 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 642 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 643 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 644 | 1.0f, 0.0f, 2.0f, 0.0f, 3.0f, 0.0f, 4.0f, |
| 645 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 646 | 0.0f, 5.0f, 0.0f, 6.0f, 0.0f, 7.0f, 0.0f, |
| 647 | 8.0f, 0.0f, 9.0f, 0.0f, 10.0f, 0.0f, 5.0f, |
| 648 | 0.0f, 5.0f, 0.0f, 2.0f, 0.0f, 1.0f, 1.0f, |
| 649 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 650 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 651 | }, |
| 652 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 653 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 654 | armnn::TensorInfo outputTensorInfo({ 1, 1, 1, 1 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 655 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 656 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 657 | 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 658 | }, |
| 659 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 660 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 661 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 662 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 663 | } |
| 664 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 665 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 666 | LayerTestResult<T, 4> L2Pooling2dSize9TestCommon( |
| 667 | armnn::IWorkloadFactory& workloadFactory, |
| 668 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 669 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 670 | float qScale = 1.0f, |
| 671 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 672 | { |
| 673 | armnn::Pooling2dDescriptor descriptor; |
| 674 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 675 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 9; |
| 676 | descriptor.m_StrideX = descriptor.m_StrideY = 9; |
| 677 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 678 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 679 | armnn::TensorInfo inputTensorInfo({ 1, 1, 9, 9 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 680 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 681 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 682 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 683 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 684 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 685 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 686 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 687 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 688 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 689 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 690 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 691 | }, |
| 692 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 693 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 694 | armnn::TensorInfo outputTensorInfo({ 1, 1, 1, 1 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 695 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 696 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 697 | 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 698 | }, |
| 699 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 700 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 701 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 702 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 703 | } |
| 704 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 705 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 706 | LayerTestResult<T, 4> AsymmetricNonSquarePooling2dTestCommon( |
| 707 | armnn::IWorkloadFactory& workloadFactory, |
| 708 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 709 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 710 | float qScale = 1.0f, |
| 711 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 712 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 713 | armnn::TensorInfo inputTensorInfo({ 1, 1, 1, 3 }, ArmnnType); |
| 714 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 715 | |
| 716 | armnn::Pooling2dDescriptor descriptor; |
| 717 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 718 | descriptor.m_PoolWidth = 2; |
| 719 | descriptor.m_PoolHeight = 3; |
| 720 | descriptor.m_StrideX = 2; |
| 721 | descriptor.m_StrideY = 1; |
| 722 | descriptor.m_PadLeft = 2; |
| 723 | descriptor.m_PadRight = 0; |
| 724 | descriptor.m_PadTop = 1; |
| 725 | descriptor.m_PadBottom = 2; |
| 726 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 727 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 728 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 729 | // Construct input data. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 730 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 731 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 732 | 1.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 733 | }, |
| 734 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 735 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 736 | // These were calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 737 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 738 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 739 | 0.0f, 3.0f, 0.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 740 | }, |
| 741 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 742 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 743 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 744 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 745 | } |
| 746 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 747 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 748 | LayerTestResult<T, 4> ComparePooling2dTestCommon( |
| 749 | armnn::IWorkloadFactory& workloadFactory, |
| 750 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 751 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 752 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 753 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 754 | armnn::PoolingAlgorithm poolingType, |
| 755 | float qScale = 1.0f, |
| 756 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 757 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 758 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 759 | const unsigned int inputWidth = 16; |
| 760 | const unsigned int inputHeight = 32; |
| 761 | const unsigned int channelCount = 2; |
| 762 | const unsigned int batchSize = 5; |
| 763 | |
| 764 | const unsigned int poolSize = 3; |
| 765 | const unsigned int strideX = 2; |
| 766 | const unsigned int strideY = 4; |
| 767 | const unsigned int padX = 0; |
| 768 | const unsigned int padY = 0; |
| 769 | |
| 770 | const unsigned int outputWidth = (inputWidth + 2 * padX + strideX - poolSize) / strideX; |
| 771 | const unsigned int outputHeight = (inputHeight + 2 * padY + strideY - poolSize) / strideY; |
| 772 | |
| 773 | armnn::TensorInfo inputTensorInfo; |
| 774 | armnn::TensorInfo outputTensorInfo; |
| 775 | |
| 776 | unsigned int inputShape[] = { batchSize, channelCount, inputHeight, inputWidth }; |
| 777 | unsigned int outputShape[] = { batchSize, channelCount, outputHeight, outputWidth }; |
| 778 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 779 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 780 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 781 | |
| 782 | // Set quantization parameters if the requested type is a quantized type. |
| 783 | if(armnn::IsQuantizedType<T>()) |
| 784 | { |
| 785 | inputTensorInfo.SetQuantizationScale(qScale); |
| 786 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 787 | outputTensorInfo.SetQuantizationScale(qScale); |
| 788 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 789 | } |
| 790 | |
| 791 | boost::multi_array<T, 4> input = MakeRandomTensor<T, 4>(inputTensorInfo, 81715); |
| 792 | |
| 793 | LayerTestResult<T, 4> comparisonResult(outputTensorInfo); |
| 794 | |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 795 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 796 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 797 | |
| 798 | armnn::Pooling2dQueueDescriptor data; |
| 799 | armnn::WorkloadInfo info; |
| 800 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 801 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 802 | data.m_Parameters.m_PoolType = poolingType; |
| 803 | data.m_Parameters.m_PoolWidth = poolSize; |
| 804 | data.m_Parameters.m_PoolHeight = poolSize; |
| 805 | data.m_Parameters.m_StrideX = strideX; |
| 806 | data.m_Parameters.m_StrideY = strideY; |
| 807 | data.m_Parameters.m_PadLeft = padX; |
| 808 | data.m_Parameters.m_PadRight = padX; |
| 809 | data.m_Parameters.m_PadTop = padY; |
| 810 | data.m_Parameters.m_PadBottom = padY; |
| 811 | data.m_Parameters.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 812 | |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 813 | std::unique_ptr<armnn::ITensorHandle> outputHandleRef = refTensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
| 814 | std::unique_ptr<armnn::ITensorHandle> inputHandleRef = refTensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 815 | |
| 816 | // Don't execute if Pooling is not supported, as an exception will be raised. |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 817 | armnn::BackendId backend = workloadFactory.GetBackendId(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 818 | const size_t reasonIfUnsupportedMaxLen = 255; |
| 819 | char reasonIfUnsupported[reasonIfUnsupportedMaxLen+1]; |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 820 | comparisonResult.supported = armnn::IsPooling2dSupported(backend, inputTensorInfo, outputTensorInfo, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 821 | data.m_Parameters, |
| 822 | reasonIfUnsupported, reasonIfUnsupportedMaxLen); |
| 823 | if (!comparisonResult.supported) |
| 824 | { |
| 825 | return comparisonResult; |
| 826 | } |
| 827 | |
| 828 | armnn::Pooling2dQueueDescriptor refData = data; |
| 829 | armnn::WorkloadInfo refInfo = info; |
| 830 | SetWorkloadInput(refData, refInfo, 0, inputTensorInfo, inputHandleRef.get()); |
| 831 | SetWorkloadOutput(refData, refInfo, 0, outputTensorInfo, outputHandleRef.get()); |
| 832 | |
| 833 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreatePooling2d(data, info); |
| 834 | std::unique_ptr<armnn::IWorkload> workloadRef = refWorkloadFactory.CreatePooling2d(refData, refInfo); |
| 835 | |
| 836 | outputHandleRef->Allocate(); |
| 837 | inputHandleRef->Allocate(); |
| 838 | inputHandle->Allocate(); |
| 839 | outputHandle->Allocate(); |
| 840 | |
| 841 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]); |
| 842 | CopyDataToITensorHandle(inputHandleRef.get(), &input[0][0][0][0]); |
| 843 | |
| 844 | workload->Execute(); |
| 845 | workloadRef->Execute(); |
| 846 | |
| 847 | CopyDataFromITensorHandle(&comparisonResult.output[0][0][0][0], outputHandle.get()); |
| 848 | CopyDataFromITensorHandle(&comparisonResult.outputExpected[0][0][0][0], outputHandleRef.get()); |
| 849 | |
| 850 | return comparisonResult; |
| 851 | } |
| 852 | |
| 853 | // |
| 854 | // Tests max pooling with the following parameters: |
| 855 | // |
| 856 | // Pooling size: 2x2 |
| 857 | // Stride: (2,2) |
| 858 | // input size: 4x4 |
| 859 | // channels: 1 |
| 860 | // batch size: 1 |
| 861 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 862 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 863 | LayerTestResult<T, 4> SimpleMaxPooling2dSize2x2Stride2x2TestCommon( |
| 864 | armnn::IWorkloadFactory& workloadFactory, |
| 865 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 866 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 867 | bool forceNoPadding, |
| 868 | float qScale = 1.0f, |
| 869 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 870 | { |
| 871 | armnn::Pooling2dDescriptor descriptor; |
| 872 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 873 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 874 | descriptor.m_StrideX = 2; |
| 875 | descriptor.m_StrideY = 2; |
| 876 | descriptor.m_PadLeft = descriptor.m_PadRight = forceNoPadding ? 0 : 3; |
| 877 | descriptor.m_PadTop = descriptor.m_PadBottom = 0; |
| 878 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 879 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 880 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 881 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 882 | unsigned int inputWidth = 4; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 883 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 884 | unsigned int inputHeight = 4; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 885 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 886 | unsigned int outputWidth = |
| 887 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 888 | descriptor.m_StrideX; |
| 889 | unsigned int outputHeight = |
| 890 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 891 | descriptor.m_StrideY; |
| 892 | unsigned int channels = 1; |
| 893 | unsigned int batchSize = 1; |
| 894 | |
| 895 | std::vector<float> inputData = { |
| 896 | 510.0f, 222.0f, 780.0f, 654.0f, |
| 897 | 141.0f, 276.0f, 15.0f, 546.0f, |
| 898 | 303.0f, 618.0f, 582.0f, 339.0f, |
| 899 | 438.0f, 564.0f, 573.0f, 402.0f |
| 900 | }; |
| 901 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 902 | // Note that left and right edges will be 0.f, due to the 2x2 max pooling only accessing zeros here. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 903 | std::vector<float> expectedOutputDataWithPadding = { |
| 904 | 0.0f, 510.0f, 780.0f, 654.0f, 0.0f, |
| 905 | 0.0f, 438.0f, 618.0f, 402.0f, 0.0f |
| 906 | }; |
| 907 | |
| 908 | std::vector<float> expectedOutputDataNoPadding = { |
| 909 | 510.0f, 780.0f, |
| 910 | 618.0f, 582.0f |
| 911 | }; |
| 912 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 913 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 914 | |
| 915 | // Scale and offset should match input - we're just calculating maximum values. |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 916 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 917 | |
| 918 | // Set quantization parameters if the requested type is a quantized type. |
| 919 | if(armnn::IsQuantizedType<T>()) |
| 920 | { |
| 921 | inputTensorInfo.SetQuantizationScale(qScale); |
| 922 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 923 | outputTensorInfo.SetQuantizationScale(qScale); |
| 924 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 925 | } |
| 926 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 927 | auto input = MakeTensor<T, 4>(inputTensorInfo, QuantizedVector<T>(inputData, qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 928 | |
| 929 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 930 | forceNoPadding ? QuantizedVector<T>(expectedOutputDataNoPadding, qScale, qOffset) : |
| 931 | QuantizedVector<T>(expectedOutputDataWithPadding, qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 932 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 933 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 934 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 935 | } |
| 936 | |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 937 | // |
| 938 | // Tests max pooling with the following parameters: |
| 939 | // |
| 940 | // Pooling size: 3x2 |
| 941 | // Stride: (2,2) |
| 942 | // input size: 3x2 |
| 943 | // channels: 1 |
| 944 | // batch size: 1 |
| 945 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 946 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 947 | LayerTestResult<T, 4> IgnorePaddingAveragePooling2dSize3x2Stride2x2TestCommon( |
| 948 | armnn::IWorkloadFactory& workloadFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 949 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 950 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 951 | bool forceNoPadding, |
| 952 | float qScale = 1.0f, |
| 953 | int32_t qOffset = 0) |
| 954 | { |
| 955 | armnn::Pooling2dDescriptor descriptor; |
| 956 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 957 | descriptor.m_PoolWidth = 3; |
| 958 | descriptor.m_PoolHeight = 2; |
| 959 | descriptor.m_StrideX = 2; |
| 960 | descriptor.m_StrideY = 2; |
| 961 | descriptor.m_PadLeft = (forceNoPadding) ? 0 : 1; |
| 962 | descriptor.m_PadRight = descriptor.m_PadLeft; |
| 963 | descriptor.m_PadTop = 0; |
| 964 | descriptor.m_PadBottom = 0; |
| 965 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 966 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 967 | |
| 968 | unsigned int inputWidth = 3; |
| 969 | unsigned int inputHeight = 2; |
| 970 | unsigned int outputWidth = |
| 971 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 972 | descriptor.m_StrideX; |
| 973 | unsigned int outputHeight = |
| 974 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 975 | descriptor.m_StrideY; |
| 976 | unsigned int channels = 1; |
| 977 | unsigned int batchSize = 1; |
| 978 | |
| 979 | std::vector<float> inputData = { |
| 980 | 3.0f, 6.0f, 9.0f, |
| 981 | 12.0f, 15.0f, 18.0f, |
| 982 | }; |
| 983 | |
| 984 | std::vector<float> expectedOutputDataWithPadding = { |
| 985 | 6.0f, 8.0f, |
| 986 | }; |
| 987 | |
| 988 | std::vector<float> expectedOutputDataNoPadding = { |
| 989 | 10.5f, |
| 990 | }; |
| 991 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 992 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 993 | |
| 994 | // Scale and offset should match input - we're just calculating average values. |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 995 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 996 | |
| 997 | // Set quantization parameters if the requested type is a quantized type. |
| 998 | if(armnn::IsQuantizedType<T>()) |
| 999 | { |
| 1000 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1001 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1002 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1003 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1004 | } |
| 1005 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1006 | auto input = MakeTensor<T, 4>(inputTensorInfo, QuantizedVector<T>(inputData, qScale, qOffset)); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1007 | |
| 1008 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1009 | forceNoPadding ? QuantizedVector<T>(expectedOutputDataNoPadding, qScale, qOffset) : |
| 1010 | QuantizedVector<T>(expectedOutputDataWithPadding, qScale, qOffset)); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1011 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1012 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1013 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1014 | } |
| 1015 | |
| 1016 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1017 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1018 | LayerTestResult<T, 4> IgnorePaddingSimpleMaxPooling2dTestCommon( |
| 1019 | armnn::IWorkloadFactory& workloadFactory, |
| 1020 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1021 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1022 | float qScale = 1.0f, |
| 1023 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1024 | { |
| 1025 | armnn::Pooling2dDescriptor descriptor; |
| 1026 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 1027 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1028 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1029 | descriptor.m_PadLeft = 1; |
| 1030 | descriptor.m_PadRight = 1; |
| 1031 | descriptor.m_PadTop = 1; |
| 1032 | descriptor.m_PadBottom = 1; |
| 1033 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1034 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1035 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1036 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1037 | |
| 1038 | // Set quantization parameters if the requested type is a quantized type. |
| 1039 | if(armnn::IsQuantizedType<T>()) |
| 1040 | { |
| 1041 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1042 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1043 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1044 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1045 | } |
| 1046 | |
| 1047 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1048 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1049 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1050 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1051 | 1.0f, 2.0f, -3.0f, -4.0f, |
| 1052 | 1.0f, 2.0f, -3.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1053 | }, |
| 1054 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1055 | |
| 1056 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1057 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1058 | -1.0f, 3.0f, 4.0f, |
| 1059 | 1.0f, 3.0f, 4.0f, |
| 1060 | 1.0f, 2.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1061 | }, |
| 1062 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1063 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1064 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1065 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1066 | } |
| 1067 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1068 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1069 | LayerTestResult<T, 4> IgnorePaddingMaxPooling2dSize3TestCommon( |
| 1070 | armnn::IWorkloadFactory& workloadFactory, |
| 1071 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1072 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1073 | float qScale = 1.0f, |
| 1074 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1075 | { |
| 1076 | armnn::Pooling2dDescriptor descriptor; |
| 1077 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 1078 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1079 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1080 | descriptor.m_PadLeft = 1; |
| 1081 | descriptor.m_PadRight = 1; |
| 1082 | descriptor.m_PadTop = 1; |
| 1083 | descriptor.m_PadBottom = 1; |
| 1084 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1085 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1086 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1087 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1088 | |
| 1089 | // Set quantization parameters if the requested type is a quantized type. |
| 1090 | if(armnn::IsQuantizedType<T>()) |
| 1091 | { |
| 1092 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1093 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1094 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1095 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1096 | } |
| 1097 | |
| 1098 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1099 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1100 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1101 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1102 | 1.0f, 2.0f, -3.0f, -4.0f, |
| 1103 | 1.0f, 2.0f, -3.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1104 | }, |
| 1105 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1106 | |
| 1107 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1108 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1109 | -1.0f, 3.0f, 4.0f, 4.0f, |
| 1110 | 2.0f, 3.0f, 4.0f, 4.0f, |
| 1111 | 2.0f, 3.0f, 4.0f, 4.0f, |
| 1112 | 2.0f, 2.0f, 2.0f, -3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1113 | }, |
| 1114 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1115 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1116 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1117 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1118 | } |
| 1119 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1120 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1121 | LayerTestResult<T, 4> IgnorePaddingSimpleAveragePooling2dTestCommon( |
| 1122 | armnn::IWorkloadFactory& workloadFactory, |
| 1123 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1124 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1125 | float qScale = 1.0f, |
| 1126 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1127 | { |
| 1128 | armnn::Pooling2dDescriptor descriptor; |
| 1129 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1130 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1131 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1132 | descriptor.m_PadLeft = 1; |
| 1133 | descriptor.m_PadRight = 1; |
| 1134 | descriptor.m_PadTop = 1; |
| 1135 | descriptor.m_PadBottom = 1; |
| 1136 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1137 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1138 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1139 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1140 | |
| 1141 | // Set quantization parameters if the requested type is a quantized type. |
| 1142 | if(armnn::IsQuantizedType<T>()) |
| 1143 | { |
| 1144 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1145 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1146 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1147 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1148 | } |
| 1149 | |
| 1150 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1151 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1152 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1153 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1154 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1155 | 12.0f, 20.0f, 32.0f, 40.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1156 | }, |
| 1157 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1158 | |
| 1159 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1160 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1161 | 3.0f, 13.0f, 10.0f, |
| 1162 | 6.0f, 26.0f, 20.0f, |
| 1163 | 3.0f, 13.0f, 10.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1164 | }, |
| 1165 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1166 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1167 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1168 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1169 | } |
| 1170 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1171 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1172 | LayerTestResult<T, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon( |
| 1173 | armnn::IWorkloadFactory& workloadFactory, |
| 1174 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1175 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1176 | float qScale = 1.0f, |
| 1177 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1178 | { |
| 1179 | armnn::Pooling2dDescriptor descriptor; |
| 1180 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1181 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1182 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1183 | descriptor.m_PadLeft = 0; |
| 1184 | descriptor.m_PadRight = 0; |
| 1185 | descriptor.m_PadTop = 0; |
| 1186 | descriptor.m_PadBottom = 0; |
| 1187 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1188 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Ceiling; |
| 1189 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1190 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4}, ArmnnType); |
| 1191 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1192 | |
| 1193 | // Set quantization parameters if the requested type is a quantized type. |
| 1194 | if(armnn::IsQuantizedType<T>()) |
| 1195 | { |
| 1196 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1197 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1198 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1199 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1200 | } |
| 1201 | |
| 1202 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1203 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1204 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1205 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1206 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1207 | 1.0f, 2.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1208 | }, |
| 1209 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1210 | |
| 1211 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1212 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1213 | 2.0f, 3.5f, |
| 1214 | 2.0f, 3.5f |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1215 | }, |
| 1216 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1217 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1218 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1219 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1220 | } |
| 1221 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1222 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1223 | LayerTestResult<T, 4> IgnorePaddingAveragePooling2dSize3TestCommon( |
| 1224 | armnn::IWorkloadFactory& workloadFactory, |
| 1225 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1226 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1227 | float qScale = 1.0f, |
| 1228 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1229 | { |
| 1230 | armnn::Pooling2dDescriptor descriptor; |
| 1231 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1232 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1233 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1234 | descriptor.m_PadLeft = 1; |
| 1235 | descriptor.m_PadRight = 1; |
| 1236 | descriptor.m_PadTop = 1; |
| 1237 | descriptor.m_PadBottom = 1; |
| 1238 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1239 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1240 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1241 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1242 | |
| 1243 | // Set quantization parameters if the requested type is a quantized type. |
| 1244 | if(armnn::IsQuantizedType<T>()) |
| 1245 | { |
| 1246 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1247 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1248 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1249 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1250 | } |
| 1251 | |
| 1252 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1253 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1254 | 9.0f, 27.0f, 18.0f, 36.0f, |
| 1255 | 18.0f, 9.0f, 18.0f, 9.0f, |
| 1256 | 27.0f, 18.0f, 9.0f, 27.0f, |
| 1257 | 9.0f, 27.0f, 9.0f, 18.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1258 | }, |
| 1259 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1260 | |
| 1261 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1262 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1263 | 7.0f, 11.0f, 13.0f, 9.0f, |
| 1264 | 12.0f, 17.0f, 19.0f, 13.0f, |
| 1265 | 12.0f, 16.0f, 16.0f, 10.0f, |
| 1266 | 9.0f, 11.0f, 12.0f, 7.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1267 | }, |
| 1268 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1269 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1270 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1271 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1272 | } |
| 1273 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1274 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1275 | LayerTestResult<T, 4> IgnorePaddingSimpleL2Pooling2dTestCommon( |
| 1276 | armnn::IWorkloadFactory& workloadFactory, |
| 1277 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1278 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1279 | float qScale = 1.0f, |
| 1280 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1281 | { |
| 1282 | armnn::Pooling2dDescriptor descriptor; |
| 1283 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 1284 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1285 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1286 | descriptor.m_PadLeft = 1; |
| 1287 | descriptor.m_PadRight = 1; |
| 1288 | descriptor.m_PadTop = 1; |
| 1289 | descriptor.m_PadBottom = 1; |
| 1290 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1291 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1292 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1293 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1294 | |
| 1295 | // Set quantization parameters if the requested type is a quantized type. |
| 1296 | if(armnn::IsQuantizedType<T>()) |
| 1297 | { |
| 1298 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1299 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1300 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1301 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1302 | } |
| 1303 | |
| 1304 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1305 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1306 | 2.0f, 4.0f, 8.0f, 16.0f, |
| 1307 | 4.0f, 2.0f, 2.0f, 4.0f, |
| 1308 | 8.0f, 2.0f, 4.0f, 2.0f, |
| 1309 | 16.0f, 2.0f, 2.0f, 8.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1310 | }, |
| 1311 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1312 | |
| 1313 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1314 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1315 | 1.0f, 4.4721f, 8.0f, |
| 1316 | 4.4721f, 2.6457f, 2.236f, |
| 1317 | 8.0f, 1.4142f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1318 | }, |
| 1319 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1320 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1321 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1322 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1323 | } |
| 1324 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1325 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1326 | LayerTestResult<T, 4> IgnorePaddingL2Pooling2dSize3TestCommon( |
| 1327 | armnn::IWorkloadFactory& workloadFactory, |
| 1328 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1329 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1330 | float qScale = 1.0f, |
| 1331 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1332 | { |
| 1333 | armnn::Pooling2dDescriptor descriptor; |
| 1334 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 1335 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1336 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1337 | descriptor.m_PadLeft = 1; |
| 1338 | descriptor.m_PadRight = 1; |
| 1339 | descriptor.m_PadTop = 1; |
| 1340 | descriptor.m_PadBottom = 1; |
| 1341 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1342 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1343 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1344 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1345 | |
| 1346 | // Set quantization parameters if the requested type is a quantized type. |
| 1347 | if(armnn::IsQuantizedType<T>()) |
| 1348 | { |
| 1349 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1350 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1351 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1352 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1353 | } |
| 1354 | |
| 1355 | auto input = MakeTensor<T, 4>(inputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1356 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1357 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1358 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1359 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1360 | 1.0f, 2.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1361 | }, |
| 1362 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1363 | |
| 1364 | auto outputExpected = MakeTensor<T, 4>(outputTensorInfo, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1365 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1366 | 1.0540f, 1.7638f, 2.5385f, 2.3570f, |
| 1367 | 1.2909f, 2.1602f, 3.1091f, 2.8867f, |
| 1368 | 1.2909f, 2.1602f, 3.1091f, 2.8867f, |
| 1369 | 1.0540f, 1.7638f, 2.5385f, 2.3570f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1370 | }, |
| 1371 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1372 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1373 | return SimplePooling2dTestImpl<ArmnnType>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1374 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, input, outputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1375 | } |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1376 | |
| 1377 | } // anonymous namespace |
| 1378 | |
| 1379 | LayerTestResult<float, 4> SimpleMaxPooling2dSize2x2Stride2x2Test( |
| 1380 | armnn::IWorkloadFactory& workloadFactory, |
| 1381 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1382 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1383 | bool forceNoPadding) |
| 1384 | { |
| 1385 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1386 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1387 | } |
| 1388 | |
| 1389 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dSize2x2Stride2x2Uint8Test( |
| 1390 | armnn::IWorkloadFactory& workloadFactory, |
| 1391 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1392 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1393 | bool forceNoPadding) |
| 1394 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1395 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1396 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding, 3.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1397 | } |
| 1398 | |
| 1399 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dSize2x2Stride2x2Int16Test( |
| 1400 | armnn::IWorkloadFactory& workloadFactory, |
| 1401 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1402 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1403 | bool forceNoPadding) |
| 1404 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1405 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1406 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1407 | } |
| 1408 | |
| 1409 | LayerTestResult<float, 4> SimpleMaxPooling2dSize3x3Stride2x4Test( |
| 1410 | armnn::IWorkloadFactory& workloadFactory, |
| 1411 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1412 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1413 | bool forceNoPadding) |
| 1414 | { |
| 1415 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1416 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1417 | } |
| 1418 | |
| 1419 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dSize3x3Stride2x4Uint8Test( |
| 1420 | armnn::IWorkloadFactory& workloadFactory, |
| 1421 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1422 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1423 | bool forceNoPadding) |
| 1424 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1425 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1426 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding, 0.1f, 128); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1427 | } |
| 1428 | |
| 1429 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dSize3x3Stride2x4Int16Test( |
| 1430 | armnn::IWorkloadFactory& workloadFactory, |
| 1431 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1432 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1433 | bool forceNoPadding) |
| 1434 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1435 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1436 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1437 | } |
| 1438 | |
| 1439 | LayerTestResult<float, 4> SimpleMaxPooling2dTest( |
| 1440 | armnn::IWorkloadFactory& workloadFactory, |
| 1441 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1442 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1443 | const armnn::DataLayout dataLayout) |
| 1444 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1445 | return SimpleMaxPooling2dTestCommon<armnn::DataType::Float32>( |
| 1446 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1447 | } |
| 1448 | |
| 1449 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dUint8Test( |
| 1450 | armnn::IWorkloadFactory& workloadFactory, |
| 1451 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1452 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1453 | const armnn::DataLayout dataLayout) |
| 1454 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1455 | return SimpleMaxPooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1456 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1457 | } |
| 1458 | |
| 1459 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dInt16Test( |
| 1460 | armnn::IWorkloadFactory& workloadFactory, |
| 1461 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1462 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1463 | const armnn::DataLayout dataLayout) |
| 1464 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1465 | return SimpleMaxPooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1466 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1467 | } |
| 1468 | LayerTestResult<float, 4> IgnorePaddingSimpleMaxPooling2dTest( |
| 1469 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1470 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1471 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1472 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1473 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::Float32>( |
| 1474 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1475 | } |
| 1476 | |
| 1477 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleMaxPooling2dUint8Test( |
| 1478 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1479 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1480 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1481 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1482 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1483 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1484 | } |
| 1485 | |
| 1486 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleMaxPooling2dInt16Test( |
| 1487 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1488 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1489 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1490 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1491 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1492 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1493 | } |
| 1494 | |
| 1495 | LayerTestResult<float, 4> IgnorePaddingMaxPooling2dSize3Test( |
| 1496 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1497 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1498 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1499 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1500 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1501 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1502 | } |
| 1503 | |
| 1504 | LayerTestResult<uint8_t, 4> IgnorePaddingMaxPooling2dSize3Uint8Test( |
| 1505 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1506 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1507 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1508 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1509 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1510 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1511 | } |
| 1512 | |
| 1513 | LayerTestResult<int16_t, 4> IgnorePaddingMaxPooling2dSize3Int16Test( |
| 1514 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1515 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1516 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1517 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1518 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1519 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1520 | } |
| 1521 | |
| 1522 | LayerTestResult<float, 4> SimpleAveragePooling2dTest( |
| 1523 | armnn::IWorkloadFactory& workloadFactory, |
| 1524 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1525 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1526 | const armnn::DataLayout dataLayout) |
| 1527 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1528 | return SimpleAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1529 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1530 | } |
| 1531 | |
| 1532 | LayerTestResult<uint8_t, 4> SimpleAveragePooling2dUint8Test( |
| 1533 | armnn::IWorkloadFactory& workloadFactory, |
| 1534 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1535 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1536 | const armnn::DataLayout dataLayout) |
| 1537 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1538 | return SimpleAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1539 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout, 0.5, -1); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1540 | } |
| 1541 | |
| 1542 | LayerTestResult<int16_t, 4> SimpleAveragePooling2dInt16Test( |
| 1543 | armnn::IWorkloadFactory& workloadFactory, |
| 1544 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1545 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1546 | const armnn::DataLayout dataLayout) |
| 1547 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1548 | return SimpleAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1549 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1550 | } |
| 1551 | |
| 1552 | LayerTestResult<float, 4> IgnorePaddingAveragePooling2dSize3x2Stride2x2Test( |
| 1553 | armnn::IWorkloadFactory& workloadFactory, |
| 1554 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1555 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1556 | bool forceNoPadding) |
| 1557 | { |
| 1558 | return IgnorePaddingAveragePooling2dSize3x2Stride2x2TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1559 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1560 | } |
| 1561 | |
| 1562 | LayerTestResult<float, 4> LargeTensorsAveragePooling2dTest( |
| 1563 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1564 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1565 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1566 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1567 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1568 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1569 | } |
| 1570 | |
| 1571 | LayerTestResult<uint8_t, 4> LargeTensorsAveragePooling2dUint8Test( |
| 1572 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1573 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1574 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1575 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1576 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1577 | workloadFactory, memoryManager, tensorHandleFactory, 0.5, -1); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1578 | } |
| 1579 | |
| 1580 | LayerTestResult<int16_t, 4> LargeTensorsAveragePooling2dInt16Test( |
| 1581 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1582 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1583 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1584 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1585 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1586 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1587 | } |
| 1588 | LayerTestResult<float, 4> IgnorePaddingSimpleAveragePooling2dTest( |
| 1589 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1590 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1591 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1592 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1593 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1594 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1595 | } |
| 1596 | |
| 1597 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleAveragePooling2dUint8Test( |
| 1598 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1599 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1600 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1601 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1602 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1603 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1604 | } |
| 1605 | |
| 1606 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleAveragePooling2dInt16Test( |
| 1607 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1608 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1609 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1610 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1611 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1612 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1613 | } |
| 1614 | |
| 1615 | LayerTestResult<float, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingTest( |
| 1616 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1617 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1618 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1619 | { |
| 1620 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1621 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1622 | } |
| 1623 | |
| 1624 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test( |
| 1625 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1626 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1627 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1628 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1629 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1630 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1631 | } |
| 1632 | |
| 1633 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingInt16Test( |
| 1634 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1635 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1636 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1637 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1638 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1639 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1640 | } |
| 1641 | |
| 1642 | LayerTestResult<float, 4> IgnorePaddingAveragePooling2dSize3Test( |
| 1643 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1644 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1645 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1646 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1647 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1648 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1649 | } |
| 1650 | |
| 1651 | LayerTestResult<uint8_t, 4> IgnorePaddingAveragePooling2dSize3Uint8Test( |
| 1652 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1653 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1654 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1655 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1656 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1657 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1658 | } |
| 1659 | |
| 1660 | LayerTestResult<int16_t, 4> IgnorePaddingAveragePooling2dSize3Int16Test( |
| 1661 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1662 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1663 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1664 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1665 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1666 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1667 | } |
| 1668 | |
| 1669 | LayerTestResult<float, 4> SimpleL2Pooling2dTest( |
| 1670 | armnn::IWorkloadFactory& workloadFactory, |
| 1671 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1672 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1673 | const armnn::DataLayout dataLayout) |
| 1674 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1675 | return SimpleL2Pooling2dTestCommon<armnn::DataType::Float32>( |
| 1676 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1677 | } |
| 1678 | |
| 1679 | LayerTestResult<uint8_t, 4> SimpleL2Pooling2dUint8Test( |
| 1680 | armnn::IWorkloadFactory& workloadFactory, |
| 1681 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1682 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1683 | const armnn::DataLayout dataLayout) |
| 1684 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1685 | return SimpleL2Pooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1686 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1687 | } |
| 1688 | |
| 1689 | LayerTestResult<int16_t, 4> SimpleL2Pooling2dInt16Test( |
| 1690 | armnn::IWorkloadFactory& workloadFactory, |
| 1691 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1692 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1693 | const armnn::DataLayout dataLayout) |
| 1694 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1695 | return SimpleL2Pooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1696 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1697 | } |
| 1698 | |
| 1699 | LayerTestResult<float, 4> L2Pooling2dSize3Stride1Test( |
| 1700 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1701 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1702 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1703 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1704 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::Float32>( |
| 1705 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1706 | } |
| 1707 | |
| 1708 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride1Uint8Test( |
| 1709 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1710 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1711 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1712 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1713 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::QAsymmU8>( |
| 1714 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1715 | } |
| 1716 | |
| 1717 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride1Int16Test( |
| 1718 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1719 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1720 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1721 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1722 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::QSymmS16>( |
| 1723 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1724 | } |
| 1725 | |
| 1726 | LayerTestResult<float, 4> L2Pooling2dSize3Stride3Test( |
| 1727 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1728 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1729 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1730 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1731 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::Float32>( |
| 1732 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1733 | } |
| 1734 | |
| 1735 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride3Uint8Test( |
| 1736 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1737 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1738 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1739 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1740 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::QAsymmU8>( |
| 1741 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1742 | } |
| 1743 | |
| 1744 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride3Int16Test( |
| 1745 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1746 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1747 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1748 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1749 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::QSymmS16>( |
| 1750 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1751 | } |
| 1752 | LayerTestResult<float, 4> L2Pooling2dSize3Stride4Test( |
| 1753 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1754 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1755 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1756 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1757 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::Float32>( |
| 1758 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1759 | } |
| 1760 | |
| 1761 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride4Uint8Test( |
| 1762 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1763 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1764 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1765 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1766 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::QAsymmU8>( |
| 1767 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1768 | } |
| 1769 | |
| 1770 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride4Int16Test( |
| 1771 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1772 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1773 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1774 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1775 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::QSymmS16>( |
| 1776 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1777 | } |
| 1778 | |
| 1779 | LayerTestResult<float, 4> L2Pooling2dSize7Test( |
| 1780 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1781 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1782 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1783 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1784 | return L2Pooling2dSize7TestCommon<armnn::DataType::Float32>( |
| 1785 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1786 | } |
| 1787 | |
| 1788 | LayerTestResult<uint8_t, 4> L2Pooling2dSize7Uint8Test( |
| 1789 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1790 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1791 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1792 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1793 | return L2Pooling2dSize7TestCommon<armnn::DataType::QAsymmU8>( |
| 1794 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1795 | } |
| 1796 | |
| 1797 | LayerTestResult<int16_t, 4> L2Pooling2dSize7Int16Test( |
| 1798 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1799 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1800 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1801 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1802 | return L2Pooling2dSize7TestCommon<armnn::DataType::QSymmS16>( |
| 1803 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1804 | } |
| 1805 | |
| 1806 | LayerTestResult<float, 4> L2Pooling2dSize9Test( |
| 1807 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1808 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1809 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1810 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1811 | return L2Pooling2dSize9TestCommon<armnn::DataType::Float32>( |
| 1812 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1813 | } |
| 1814 | |
| 1815 | LayerTestResult<uint8_t, 4> L2Pooling2dSize9Uint8Test( |
| 1816 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1817 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1818 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1819 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1820 | return L2Pooling2dSize9TestCommon<armnn::DataType::QAsymmU8>( |
| 1821 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1822 | } |
| 1823 | |
| 1824 | LayerTestResult<int16_t, 4> L2Pooling2dSize9Int16Test( |
| 1825 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1826 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1827 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1828 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1829 | return L2Pooling2dSize9TestCommon<armnn::DataType::QSymmS16>( |
| 1830 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1831 | } |
| 1832 | LayerTestResult<float, 4> IgnorePaddingSimpleL2Pooling2dTest( |
| 1833 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1834 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1835 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1836 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1837 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::Float32>( |
| 1838 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1839 | } |
| 1840 | |
| 1841 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleL2Pooling2dUint8Test( |
| 1842 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1843 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1844 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1845 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1846 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1847 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1848 | } |
| 1849 | |
| 1850 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleL2Pooling2dInt16Test( |
| 1851 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1852 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1853 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1854 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1855 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1856 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1857 | } |
| 1858 | |
| 1859 | LayerTestResult<float, 4> IgnorePaddingL2Pooling2dSize3Test( |
| 1860 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1861 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1862 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1863 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1864 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1865 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1866 | } |
| 1867 | |
| 1868 | LayerTestResult<uint8_t, 4> IgnorePaddingL2Pooling2dSize3Uint8Test( |
| 1869 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1870 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1871 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1872 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1873 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
| 1874 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1875 | } |
| 1876 | |
| 1877 | LayerTestResult<int16_t, 4> IgnorePaddingL2Pooling2dSize3Int16Test( |
| 1878 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1879 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1880 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1881 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1882 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
| 1883 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1884 | } |
| 1885 | |
| 1886 | LayerTestResult<float, 4> AsymmetricNonSquarePooling2dTest( |
| 1887 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1888 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1889 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1890 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1891 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::Float32>( |
| 1892 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1893 | } |
| 1894 | |
| 1895 | LayerTestResult<uint8_t, 4> AsymmetricNonSquarePooling2dUint8Test( |
| 1896 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1897 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1898 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1899 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1900 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1901 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1902 | } |
| 1903 | |
| 1904 | LayerTestResult<int16_t, 4> AsymmetricNonSquarePooling2dInt16Test( |
| 1905 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1906 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1907 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1908 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1909 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1910 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1911 | } |
| 1912 | |
| 1913 | LayerTestResult<float, 4> ComparePooling2dTest( |
| 1914 | armnn::IWorkloadFactory& workloadFactory, |
| 1915 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1916 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1917 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1918 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1919 | armnn::PoolingAlgorithm poolingType) |
| 1920 | { |
| 1921 | return ComparePooling2dTestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1922 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, poolingType); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1923 | } |
| 1924 | |
| 1925 | LayerTestResult<uint8_t, 4> ComparePooling2dUint8Test( |
| 1926 | armnn::IWorkloadFactory& workloadFactory, |
| 1927 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1928 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1929 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1930 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1931 | armnn::PoolingAlgorithm poolingType) |
| 1932 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1933 | return ComparePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1934 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, |
| 1935 | poolingType, 0.1f, 128); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1936 | } |
| 1937 | |
| 1938 | LayerTestResult<int16_t, 4> ComparePooling2dInt16Test( |
| 1939 | armnn::IWorkloadFactory& workloadFactory, |
| 1940 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1941 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1942 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1943 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1944 | armnn::PoolingAlgorithm poolingType) |
| 1945 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1946 | return ComparePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1947 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, poolingType); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1948 | } |