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, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 40 | const std::vector<T>& input, |
| 41 | const std::vector<T>& outputExpected, |
| 42 | const armnn::TensorShape& inputShape, |
| 43 | const armnn::TensorShape& outputShape) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 44 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 45 | IgnoreUnused(memoryManager); |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 46 | const armnn::DataLayout dataLayout = descriptor.m_DataLayout; |
Matteo Martincigh | 2135015 | 2018-11-28 16:22:22 +0000 | [diff] [blame] | 47 | const armnnUtils::DataLayoutIndexed dimensionIndices = dataLayout; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 48 | auto heightIndex = dimensionIndices.GetHeightIndex(); |
| 49 | auto widthIndex = dimensionIndices.GetWidthIndex(); |
| 50 | auto channelsIndex = dimensionIndices.GetChannelsIndex(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 51 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 52 | unsigned int inputHeight = armnn::numeric_cast<unsigned int>(inputShape[heightIndex]); |
| 53 | unsigned int inputWidth = armnn::numeric_cast<unsigned int>(inputShape[widthIndex]); |
| 54 | unsigned int inputChannels = armnn::numeric_cast<unsigned int>(inputShape[channelsIndex]); |
| 55 | unsigned int inputBatchSize = armnn::numeric_cast<unsigned int>(inputShape[0]); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 56 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 57 | unsigned int outputHeight = armnn::numeric_cast<unsigned int>(outputShape[heightIndex]); |
| 58 | unsigned int outputWidth = armnn::numeric_cast<unsigned int>(outputShape[widthIndex]); |
| 59 | unsigned int outputChannels = armnn::numeric_cast<unsigned int>(outputShape[channelsIndex]); |
| 60 | unsigned int outputBatchSize = armnn::numeric_cast<unsigned int>(outputShape[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 61 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 62 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo( |
| 63 | inputBatchSize, inputChannels, inputHeight, inputWidth, dataLayout, ArmnnType); |
| 64 | |
| 65 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo( |
| 66 | outputBatchSize, outputChannels, outputHeight, outputWidth, dataLayout, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 67 | |
| 68 | // Set quantization parameters if the requested type is a quantized type. |
| 69 | if(armnn::IsQuantizedType<T>()) |
| 70 | { |
| 71 | inputTensorInfo.SetQuantizationScale(qScale); |
| 72 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 73 | outputTensorInfo.SetQuantizationScale(qScale); |
| 74 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 75 | } |
| 76 | |
| 77 | LayerTestResult<T, 4> result(outputTensorInfo); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 78 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 79 | |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 80 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 81 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 82 | |
| 83 | armnn::Pooling2dQueueDescriptor queueDescriptor; |
| 84 | queueDescriptor.m_Parameters = descriptor; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 85 | queueDescriptor.m_Parameters.m_DataLayout = dataLayout; |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 86 | |
| 87 | armnn::WorkloadInfo workloadInfo; |
| 88 | AddInputToWorkload(queueDescriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 89 | AddOutputToWorkload(queueDescriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 90 | |
| 91 | // 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] | 92 | armnn::BackendId backend = workloadFactory.GetBackendId(); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 93 | const size_t reasonIfUnsupportedMaxLen = 255; |
| 94 | char reasonIfUnsupported[reasonIfUnsupportedMaxLen+1]; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 95 | result.m_Supported = armnn::IsPooling2dSupported(backend, inputTensorInfo, outputTensorInfo, |
| 96 | queueDescriptor.m_Parameters, |
| 97 | reasonIfUnsupported, reasonIfUnsupportedMaxLen); |
| 98 | if (!result.m_Supported) |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 99 | { |
| 100 | return result; |
| 101 | } |
| 102 | |
| 103 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreatePooling2d(queueDescriptor, workloadInfo); |
| 104 | |
| 105 | inputHandle->Allocate(); |
| 106 | outputHandle->Allocate(); |
| 107 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 108 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 109 | |
| 110 | workload->Execute(); |
| 111 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 112 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 113 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 114 | result.m_ActualData = actualOutput; |
| 115 | result.m_ExpectedData = outputExpected; |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 116 | |
| 117 | return result; |
| 118 | } |
| 119 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 120 | // |
| 121 | // Tests max pooling with the following parameters: |
| 122 | // |
| 123 | // Pooling size: 3x3 |
| 124 | // Stride: (2,4) |
| 125 | // input size: 8x13 |
| 126 | // channels: 2 |
| 127 | // batch size: 2 |
| 128 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 129 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 130 | LayerTestResult<T, 4> SimpleMaxPooling2dSize3x3Stride2x4TestCommon( |
| 131 | armnn::IWorkloadFactory& workloadFactory, |
| 132 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 133 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 134 | bool forceNoPadding, |
| 135 | float qScale = 1.0f, |
| 136 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 137 | { |
| 138 | armnn::Pooling2dDescriptor descriptor; |
| 139 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 140 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 141 | descriptor.m_StrideX = 2; |
| 142 | descriptor.m_StrideY = 4; |
| 143 | // forceNoPadding is mainly used for compatibility with ARM Compute. |
| 144 | // As of 16/05/2017, it errors if padX or padY are equal to or greater than the pool size. |
| 145 | descriptor.m_PadLeft = descriptor.m_PadRight = forceNoPadding ? 0 : 3; |
| 146 | descriptor.m_PadTop = descriptor.m_PadBottom = 0; |
| 147 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 148 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 149 | |
| 150 | unsigned int inputWidth = 8; |
| 151 | unsigned int inputHeight = 13; |
| 152 | unsigned int outputWidth = |
| 153 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 154 | descriptor.m_StrideX; |
| 155 | unsigned int outputHeight = |
| 156 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 157 | descriptor.m_StrideY; |
| 158 | unsigned int channels = 2; |
| 159 | unsigned int batchSize = 2; |
| 160 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 161 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
| 162 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 163 | |
| 164 | // Set quantization parameters if the requested type is a quantized type. |
| 165 | if(armnn::IsQuantizedType<T>()) |
| 166 | { |
| 167 | inputTensorInfo.SetQuantizationScale(qScale); |
| 168 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 169 | outputTensorInfo.SetQuantizationScale(qScale); |
| 170 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 171 | } |
| 172 | |
| 173 | std::vector<float> singleChannelData({ |
| 174 | 0.0f, 4.0f, 8.0f, 1.0f, 6.0f, 4.0f, 5.0f, 8.0f, |
| 175 | 1.0f, 1.0f, 6.0f, 0.0f, 3.0f, 7.0f, 4.0f, 7.0f, |
| 176 | 8.0f, 5.0f, 0.0f, 0.0f, 8.0f, 3.0f, 4.0f, 3.0f, |
| 177 | 8.0f, 2.0f, 5.0f, 4.0f, 1.0f, 9.0f, 2.0f, 0.0f, |
| 178 | 5.0f, 4.0f, 5.0f, 0.0f, 0.0f, 0.0f, 7.0f, 2.0f, |
| 179 | 1.0f, 2.0f, 6.0f, 2.0f, 7.0f, 9.0f, 5.0f, 2.0f, |
| 180 | 9.0f, 7.0f, 3.0f, 1.0f, 3.0f, 4.0f, 8.0f, 3.0f, |
| 181 | 1.0f, 0.0f, 0.0f, 5.0f, 5.0f, 4.0f, 2.0f, 0.0f, |
| 182 | 6.0f, 4.0f, 3.0f, 6.0f, 9.0f, 5.0f, 5.0f, 6.0f, |
| 183 | 8.0f, 7.0f, 9.0f, 6.0f, 1.0f, 4.0f, 1.0f, 9.0f, |
| 184 | 7.0f, 1.0f, 9.0f, 2.0f, 9.0f, 9.0f, 8.0f, 1.0f, |
| 185 | 4.0f, 4.0f, 5.0f, 9.0f, 2.0f, 6.0f, 6.0f, 4.0f, |
| 186 | 3.0f, 5.0f, 4.0f, 0.0f, 1.0f, 5.0f, 9.0f, 7.0f, |
| 187 | }); |
| 188 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 189 | // Constructs input data. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 190 | std::vector<float> inputData; |
| 191 | auto negator = [](float f) { return -f; }; |
| 192 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 193 | // 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] | 194 | inputData.insert(inputData.end(), singleChannelData.begin(), singleChannelData.end()); |
| 195 | std::transform(singleChannelData.begin(), singleChannelData.end(), std::back_inserter(inputData), negator); |
| 196 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 197 | // Second image (same as first image). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 198 | inputData.insert(inputData.end(), singleChannelData.begin(), singleChannelData.end()); |
| 199 | std::transform(singleChannelData.begin(), singleChannelData.end(), std::back_inserter(inputData), negator); |
| 200 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 201 | auto input = QuantizedVector<T>(inputData, qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 202 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 203 | // These were calculated manually. |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 204 | std::vector<T> outputExpected; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 205 | if (forceNoPadding) |
| 206 | { |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 207 | outputExpected = QuantizedVector<T>( |
| 208 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 209 | 8.0f, 8.0f, 8.0f, |
| 210 | 9.0f, 7.0f, 9.0f, |
| 211 | 9.0f, 9.0f, 9.0f, |
| 212 | |
| 213 | 0.0f, 0.0f, -3.0f, |
| 214 | -1.0f, 0.0f, 0.0f, |
| 215 | -1.0f, -1.0f, -1.0f, |
| 216 | |
| 217 | 8.0f, 8.0f, 8.0f, |
| 218 | 9.0f, 7.0f, 9.0f, |
| 219 | 9.0f, 9.0f, 9.0f, |
| 220 | |
| 221 | 0.0f, 0.0f, -3.0f, |
| 222 | -1.0f, 0.0f, 0.0f, |
| 223 | -1.0f, -1.0f, -1.0f |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 224 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 225 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 226 | } |
| 227 | else |
| 228 | { |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 229 | outputExpected = QuantizedVector<T>( |
| 230 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 231 | 0.0f, 8.0f, 8.0f, 8.0f, 8.0f, 8.0f, |
| 232 | 0.0f, 9.0f, 7.0f, 9.0f, 9.0f, 3.0f, |
| 233 | 0.0f, 8.0f, 9.0f, 9.0f, 9.0f, 9.0f, |
| 234 | |
Finn Williams | 70f609b | 2019-11-06 16:54:53 +0000 | [diff] [blame] | 235 | 0.0f, 0.0f, 0.0f, 0.0f,-3.0f,-3.0f, |
| 236 | 0.0f,-1.0f, 0.0f, 0.0f, 0.0f,-2.0f, |
| 237 | 0.0f,-1.0f,-1.0f,-1.0f,-1.0f,-1.0f, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 238 | |
| 239 | 0.0f, 8.0f, 8.0f, 8.0f, 8.0f, 8.0f, |
| 240 | 0.0f, 9.0f, 7.0f, 9.0f, 9.0f, 3.0f, |
| 241 | 0.0f, 8.0f, 9.0f, 9.0f, 9.0f, 9.0f, |
| 242 | |
Finn Williams | 70f609b | 2019-11-06 16:54:53 +0000 | [diff] [blame] | 243 | 0.0f, 0.0f, 0.0f, 0.0f,-3.0f,-3.0f, |
| 244 | 0.0f,-1.0f, 0.0f, 0.0f, 0.0f,-2.0f, |
| 245 | 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] | 246 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 247 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 248 | } |
| 249 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 250 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 251 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 252 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 253 | } |
| 254 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 255 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 256 | LayerTestResult<T, 4> SimpleMaxPooling2dTestCommon( |
| 257 | armnn::IWorkloadFactory& workloadFactory, |
| 258 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 259 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 260 | const armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 261 | float qScale = 1.0f, |
| 262 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 263 | { |
| 264 | armnn::Pooling2dDescriptor descriptor; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 265 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 266 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 267 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 268 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 269 | descriptor.m_DataLayout = dataLayout; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 270 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 271 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 272 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 273 | |
| 274 | // Set quantization parameters if the requested type is a quantized type. |
| 275 | if(armnn::IsQuantizedType<T>()) |
| 276 | { |
| 277 | inputTensorInfo.SetQuantizationScale(qScale); |
| 278 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 279 | outputTensorInfo.SetQuantizationScale(qScale); |
| 280 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 281 | } |
| 282 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 283 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 284 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 285 | 1.0f, 2.0f, 5.0f, 6.0f, |
| 286 | 3.0f, 4.0f, 7.0f, 8.0f, |
| 287 | 9.0f, 10.0f, 13.0f, 14.0f, |
| 288 | 11.0f, 12.0f, 15.0f, 16.0f, |
| 289 | |
| 290 | 17.0f, 18.0f, 21.0f, 22.0f, |
| 291 | 19.0f, 20.0f, 23.0f, 24.0f, |
| 292 | 25.0f, 26.0f, 29.0f, 30.0f, |
| 293 | 27.0f, 28.0f, 31.0f, 32.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 294 | }, |
| 295 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 296 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 297 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 298 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 299 | 4.0f, 8.0f, |
| 300 | 12.0f, 16.0f, |
| 301 | |
| 302 | 20.0f, 24.0f, |
| 303 | 28.0f, 32.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 304 | }, |
| 305 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 306 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 307 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 308 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 309 | { |
| 310 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 311 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 312 | inputData = tmp; |
| 313 | |
| 314 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 315 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 316 | outputData = tmp1; |
| 317 | } |
| 318 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 319 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 320 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 321 | inputData, outputData, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 322 | } |
| 323 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 324 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 325 | LayerTestResult<T, 4> SimpleAveragePooling2dTestCommon( |
| 326 | armnn::IWorkloadFactory& workloadFactory, |
| 327 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 328 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 329 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 330 | float qScale = 1.0f, |
| 331 | int32_t qOffset = 0) |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 332 | { |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 333 | armnn::Pooling2dDescriptor descriptor; |
| 334 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 335 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 336 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 337 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 338 | descriptor.m_DataLayout = dataLayout; |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 339 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 340 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 341 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 342 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 343 | // Set quantization parameters if the requested type is a quantized type. |
| 344 | if(armnn::IsQuantizedType<T>()) |
| 345 | { |
| 346 | inputTensorInfo.SetQuantizationScale(qScale); |
| 347 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 348 | outputTensorInfo.SetQuantizationScale(qScale); |
| 349 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 350 | } |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 351 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 352 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 353 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 354 | 2.0f, 2.0f, 6.0f, 6.0f, |
| 355 | 4.0f, 4.0f, 8.0f, 8.0f, |
| 356 | 10.0f, 12.0f, 14.0f, 16.0f, |
| 357 | 10.0f, 12.0f, 16.0f, 14.0f, |
| 358 | |
| 359 | 18.0f, 20.0f, 24.0f, 22.0f, |
| 360 | 20.0f, 18.0f, 22.0f, 24.0f, |
| 361 | 26.0f, 28.0f, 0.0f, 0.0f, |
| 362 | 26.0f, 28.0f, 0.0f, 0.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 363 | }, |
| 364 | qScale, qOffset)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 365 | |
| 366 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 367 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 368 | 3.0f, 7.0f, |
| 369 | 11.0f, 15.0f, |
| 370 | |
| 371 | 19.0f, 23.0f, |
| 372 | 27.0f, 0.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 373 | }, |
| 374 | qScale, qOffset)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 375 | |
| 376 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 377 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 378 | { |
| 379 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 380 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 381 | inputData = tmp; |
| 382 | |
| 383 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 384 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 385 | outputData = tmp1; |
| 386 | } |
| 387 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 388 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 389 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 390 | inputData, outputData, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 391 | } |
| 392 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 393 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 394 | LayerTestResult<T, 4> LargeTensorsAveragePooling2dTestCommon( |
| 395 | armnn::IWorkloadFactory& workloadFactory, |
| 396 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 397 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 398 | float qScale = 1.0f, |
| 399 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 400 | { |
| 401 | armnn::Pooling2dDescriptor descriptor; |
| 402 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 403 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 100; |
| 404 | descriptor.m_StrideX = descriptor.m_StrideY = 5; |
| 405 | descriptor.m_PadLeft = 50; |
| 406 | descriptor.m_PadRight = 50; |
| 407 | descriptor.m_PadTop = 50; |
| 408 | descriptor.m_PadBottom = 50; |
| 409 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 410 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 411 | armnn::TensorInfo inputTensorInfo({ 5, 3, 52, 60 }, ArmnnType); |
| 412 | armnn::TensorInfo outputTensorInfo({ 5, 3, 11, 13 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 413 | |
| 414 | // Set quantization parameters if the requested type is a quantized type. |
| 415 | if(armnn::IsQuantizedType<T>()) |
| 416 | { |
| 417 | inputTensorInfo.SetQuantizationScale(qScale); |
| 418 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 419 | outputTensorInfo.SetQuantizationScale(qScale); |
| 420 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 421 | } |
| 422 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 423 | std::vector<T> input; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 424 | |
| 425 | for (unsigned int i = 0 ; i < inputTensorInfo.GetShape().GetNumElements(); ++i) |
| 426 | { |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 427 | input.push_back(1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 428 | } |
| 429 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 430 | std::vector<T> outputExpected; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 431 | |
| 432 | for (unsigned int i = 0 ; i < outputTensorInfo.GetShape().GetNumElements(); ++i) |
| 433 | { |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 434 | outputExpected.push_back(1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 435 | } |
| 436 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 437 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 438 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 439 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 440 | } |
| 441 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 442 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 443 | LayerTestResult<T, 4> SimpleL2Pooling2dTestCommon( |
| 444 | armnn::IWorkloadFactory& workloadFactory, |
| 445 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 446 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 447 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 448 | float qScale = 1.0f, |
| 449 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 450 | { |
| 451 | armnn::Pooling2dDescriptor descriptor; |
| 452 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 453 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 454 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 455 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 456 | descriptor.m_DataLayout = dataLayout; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 457 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 458 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 459 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 460 | |
| 461 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 462 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 463 | 1.0f, 7.0f, 5.0f, 5.0f, |
| 464 | 1.0f, 7.0f, 5.0f, 5.0f, |
| 465 | 3.0f, 3.0f, 1.0f, 1.0f, |
| 466 | 3.0f, 3.0f, 1.0f, 1.0f, |
| 467 | |
| 468 | 1.0f, 7.0f, 0.0f, 0.0f, |
| 469 | 1.0f, 7.0f, 2.0f, 0.0f, |
| 470 | 0.0f, 2.0f, 1.0f, 1.0f, |
| 471 | 0.0f, 0.0f, 1.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 472 | }, |
| 473 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 474 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 475 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 476 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 477 | 5.0f, 5.0f, |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 478 | 3.0f, 1.0f, |
| 479 | |
| 480 | 5.0f, 1.0f, |
| 481 | 1.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 482 | }, |
| 483 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 484 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 485 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 486 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 487 | { |
| 488 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 489 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 490 | inputData = tmp; |
| 491 | |
| 492 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 493 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 494 | outputData = tmp1; |
| 495 | } |
| 496 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 497 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 498 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 499 | inputData, outputData, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 500 | } |
| 501 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 502 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 503 | LayerTestResult<T, 4> L2Pooling2dSize3Stride1TestCommon( |
| 504 | armnn::IWorkloadFactory& workloadFactory, |
| 505 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 506 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 507 | float qScale = 1.0f, |
| 508 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 509 | { |
| 510 | armnn::Pooling2dDescriptor descriptor; |
| 511 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 512 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 513 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 514 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 515 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 516 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 517 | auto input = QuantizedVector<T>( |
| 518 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 519 | 2.0f, 1.0f, 5.0f, 2.0f, |
| 520 | 1.0f, 2.0f, 2.0f, 1.0f, |
| 521 | 5.0f, 4.0f, 1.0f, 5.0f, |
| 522 | 2.0f, 1.0f, 5.0f, 2.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 523 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 524 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 525 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 526 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 527 | auto outputExpected = QuantizedVector<T>( |
| 528 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 529 | 3.0f, 3.0f, |
| 530 | 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 531 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 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 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 535 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 536 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 537 | } |
| 538 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 539 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 540 | LayerTestResult<T, 4> L2Pooling2dSize3Stride3TestCommon( |
| 541 | armnn::IWorkloadFactory& workloadFactory, |
| 542 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 543 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 544 | float qScale = 1.0f, |
| 545 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 546 | { |
| 547 | armnn::Pooling2dDescriptor descriptor; |
| 548 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 549 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 550 | descriptor.m_StrideX = descriptor.m_StrideY = 3; |
| 551 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 552 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 553 | armnn::TensorInfo inputTensorInfo({ 1, 1, 9, 9 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 554 | auto input = QuantizedVector<T>( |
| 555 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 556 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 557 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 558 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 559 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 560 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 561 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 562 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 563 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 564 | 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] | 565 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 566 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 567 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 568 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 569 | auto outputExpected = QuantizedVector<T>( |
| 570 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 571 | 3.0f, 3.0f, 3.0f, |
| 572 | 3.0f, 3.0f, 3.0f, |
| 573 | 3.0f, 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 574 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 575 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 576 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 577 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 578 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 579 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 580 | } |
| 581 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 582 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 583 | LayerTestResult<T, 4> L2Pooling2dSize3Stride4TestCommon( |
| 584 | armnn::IWorkloadFactory& workloadFactory, |
| 585 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 586 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 587 | float qScale = 1.0f, |
| 588 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 589 | { |
| 590 | armnn::Pooling2dDescriptor descriptor; |
| 591 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 592 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 593 | descriptor.m_StrideX = descriptor.m_StrideY = 4; |
| 594 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 595 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 596 | armnn::TensorInfo inputTensorInfo({ 1, 1, 7, 7 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 597 | auto input = QuantizedVector<T>( |
| 598 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 599 | 2.0f, 1.0f, 5.0f, 0.0f, 2.0f, 1.0f, 5.0f, |
| 600 | 1.0f, 2.0f, 2.0f, 0.0f, 1.0f, 2.0f, 2.0f, |
| 601 | 5.0f, 4.0f, 1.0f, 0.0f, 5.0f, 4.0f, 1.0f, |
| 602 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 603 | 2.0f, 1.0f, 5.0f, 0.0f, 2.0f, 1.0f, 5.0f, |
| 604 | 1.0f, 2.0f, 2.0f, 0.0f, 1.0f, 2.0f, 2.0f, |
| 605 | 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] | 606 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 607 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 608 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 609 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 610 | auto outputExpected = QuantizedVector<T>( |
| 611 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 612 | 3.0f, 3.0f, |
| 613 | 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 614 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 615 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 616 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 617 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 618 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 619 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 620 | } |
| 621 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 622 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 623 | LayerTestResult<T, 4> L2Pooling2dSize7TestCommon( |
| 624 | armnn::IWorkloadFactory& workloadFactory, |
| 625 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 626 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 627 | float qScale = 1.0f, |
| 628 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 629 | { |
| 630 | armnn::Pooling2dDescriptor descriptor; |
| 631 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 632 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 7; |
| 633 | descriptor.m_StrideX = descriptor.m_StrideY = 7; |
| 634 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 635 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 636 | armnn::TensorInfo inputTensorInfo({ 1, 1, 7, 7 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 637 | auto input = QuantizedVector<T>( |
| 638 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 639 | 1.0f, 0.0f, 2.0f, 0.0f, 3.0f, 0.0f, 4.0f, |
| 640 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 641 | 0.0f, 5.0f, 0.0f, 6.0f, 0.0f, 7.0f, 0.0f, |
| 642 | 8.0f, 0.0f, 9.0f, 0.0f, 10.0f, 0.0f, 5.0f, |
| 643 | 0.0f, 5.0f, 0.0f, 2.0f, 0.0f, 1.0f, 1.0f, |
| 644 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 645 | 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] | 646 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 647 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 648 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 649 | armnn::TensorInfo outputTensorInfo({ 1, 1, 1, 1 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 650 | auto outputExpected = QuantizedVector<T>( |
| 651 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 652 | 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 653 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 654 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 655 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 656 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 657 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 658 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 659 | } |
| 660 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 661 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 662 | LayerTestResult<T, 4> L2Pooling2dSize9TestCommon( |
| 663 | armnn::IWorkloadFactory& workloadFactory, |
| 664 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 665 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 666 | float qScale = 1.0f, |
| 667 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 668 | { |
| 669 | armnn::Pooling2dDescriptor descriptor; |
| 670 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 671 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 9; |
| 672 | descriptor.m_StrideX = descriptor.m_StrideY = 9; |
| 673 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 674 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 675 | armnn::TensorInfo inputTensorInfo({ 1, 1, 9, 9 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 676 | auto input = QuantizedVector<T>( |
| 677 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 678 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 679 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 680 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 681 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 682 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 683 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 684 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 685 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 686 | 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] | 687 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 688 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 689 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 690 | armnn::TensorInfo outputTensorInfo({ 1, 1, 1, 1 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 691 | auto outputExpected = QuantizedVector<T>( |
| 692 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 693 | 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 694 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 695 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 696 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 697 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 698 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 699 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 700 | } |
| 701 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 702 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 703 | LayerTestResult<T, 4> AsymmetricNonSquarePooling2dTestCommon( |
| 704 | armnn::IWorkloadFactory& workloadFactory, |
| 705 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 706 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 707 | float qScale = 1.0f, |
| 708 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 709 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 710 | armnn::TensorInfo inputTensorInfo({ 1, 1, 1, 3 }, ArmnnType); |
| 711 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 712 | |
| 713 | armnn::Pooling2dDescriptor descriptor; |
| 714 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 715 | descriptor.m_PoolWidth = 2; |
| 716 | descriptor.m_PoolHeight = 3; |
| 717 | descriptor.m_StrideX = 2; |
| 718 | descriptor.m_StrideY = 1; |
| 719 | descriptor.m_PadLeft = 2; |
| 720 | descriptor.m_PadRight = 0; |
| 721 | descriptor.m_PadTop = 1; |
| 722 | descriptor.m_PadBottom = 2; |
| 723 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 724 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 725 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 726 | // Construct input data. |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 727 | auto input = QuantizedVector<T>( |
| 728 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 729 | 1.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 730 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 731 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 732 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 733 | // These were calculated manually. |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 734 | auto outputExpected = QuantizedVector<T>( |
| 735 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 736 | 0.0f, 3.0f, 0.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 737 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 738 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 739 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 740 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 741 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 742 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 743 | } |
| 744 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 745 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 746 | LayerTestResult<T, 4> ComparePooling2dTestCommon( |
| 747 | armnn::IWorkloadFactory& workloadFactory, |
| 748 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 749 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 750 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 751 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 752 | armnn::PoolingAlgorithm poolingType, |
| 753 | float qScale = 1.0f, |
| 754 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 755 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 756 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 757 | const unsigned int inputWidth = 16; |
| 758 | const unsigned int inputHeight = 32; |
| 759 | const unsigned int channelCount = 2; |
| 760 | const unsigned int batchSize = 5; |
| 761 | |
| 762 | const unsigned int poolSize = 3; |
| 763 | const unsigned int strideX = 2; |
| 764 | const unsigned int strideY = 4; |
| 765 | const unsigned int padX = 0; |
| 766 | const unsigned int padY = 0; |
| 767 | |
| 768 | const unsigned int outputWidth = (inputWidth + 2 * padX + strideX - poolSize) / strideX; |
| 769 | const unsigned int outputHeight = (inputHeight + 2 * padY + strideY - poolSize) / strideY; |
| 770 | |
| 771 | armnn::TensorInfo inputTensorInfo; |
| 772 | armnn::TensorInfo outputTensorInfo; |
| 773 | |
| 774 | unsigned int inputShape[] = { batchSize, channelCount, inputHeight, inputWidth }; |
| 775 | unsigned int outputShape[] = { batchSize, channelCount, outputHeight, outputWidth }; |
| 776 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 777 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 778 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 779 | |
| 780 | // Set quantization parameters if the requested type is a quantized type. |
| 781 | if(armnn::IsQuantizedType<T>()) |
| 782 | { |
| 783 | inputTensorInfo.SetQuantizationScale(qScale); |
| 784 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 785 | outputTensorInfo.SetQuantizationScale(qScale); |
| 786 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 787 | } |
| 788 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 789 | std::vector<T> input = MakeRandomTensor<T>(inputTensorInfo, 81715); |
| 790 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 791 | std::vector<T> expectedOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 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]; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 820 | comparisonResult.m_Supported = armnn::IsPooling2dSupported(backend, inputTensorInfo, outputTensorInfo, |
| 821 | data.m_Parameters, |
| 822 | reasonIfUnsupported, reasonIfUnsupportedMaxLen); |
| 823 | if (!comparisonResult.m_Supported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 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 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 841 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
| 842 | CopyDataToITensorHandle(inputHandleRef.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 843 | |
| 844 | workload->Execute(); |
| 845 | workloadRef->Execute(); |
| 846 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 847 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
| 848 | CopyDataFromITensorHandle(expectedOutput.data(), outputHandleRef.get()); |
| 849 | |
| 850 | comparisonResult.m_ActualData = actualOutput; |
| 851 | comparisonResult.m_ExpectedData = expectedOutput; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 852 | |
| 853 | return comparisonResult; |
| 854 | } |
| 855 | |
| 856 | // |
| 857 | // Tests max pooling with the following parameters: |
| 858 | // |
| 859 | // Pooling size: 2x2 |
| 860 | // Stride: (2,2) |
| 861 | // input size: 4x4 |
| 862 | // channels: 1 |
| 863 | // batch size: 1 |
| 864 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 865 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 866 | LayerTestResult<T, 4> SimpleMaxPooling2dSize2x2Stride2x2TestCommon( |
| 867 | armnn::IWorkloadFactory& workloadFactory, |
| 868 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 869 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 870 | bool forceNoPadding, |
| 871 | float qScale = 1.0f, |
| 872 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 873 | { |
| 874 | armnn::Pooling2dDescriptor descriptor; |
| 875 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 876 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 877 | descriptor.m_StrideX = 2; |
| 878 | descriptor.m_StrideY = 2; |
| 879 | descriptor.m_PadLeft = descriptor.m_PadRight = forceNoPadding ? 0 : 3; |
| 880 | descriptor.m_PadTop = descriptor.m_PadBottom = 0; |
| 881 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 882 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 883 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 884 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 885 | unsigned int inputWidth = 4; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 886 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 887 | unsigned int inputHeight = 4; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 888 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 889 | unsigned int outputWidth = |
| 890 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 891 | descriptor.m_StrideX; |
| 892 | unsigned int outputHeight = |
| 893 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 894 | descriptor.m_StrideY; |
| 895 | unsigned int channels = 1; |
| 896 | unsigned int batchSize = 1; |
| 897 | |
| 898 | std::vector<float> inputData = { |
| 899 | 510.0f, 222.0f, 780.0f, 654.0f, |
| 900 | 141.0f, 276.0f, 15.0f, 546.0f, |
| 901 | 303.0f, 618.0f, 582.0f, 339.0f, |
| 902 | 438.0f, 564.0f, 573.0f, 402.0f |
| 903 | }; |
| 904 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 905 | // 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] | 906 | std::vector<float> expectedOutputDataWithPadding = { |
| 907 | 0.0f, 510.0f, 780.0f, 654.0f, 0.0f, |
| 908 | 0.0f, 438.0f, 618.0f, 402.0f, 0.0f |
| 909 | }; |
| 910 | |
| 911 | std::vector<float> expectedOutputDataNoPadding = { |
| 912 | 510.0f, 780.0f, |
| 913 | 618.0f, 582.0f |
| 914 | }; |
| 915 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 916 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 917 | |
| 918 | // Scale and offset should match input - we're just calculating maximum values. |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 919 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 920 | |
| 921 | // Set quantization parameters if the requested type is a quantized type. |
| 922 | if(armnn::IsQuantizedType<T>()) |
| 923 | { |
| 924 | inputTensorInfo.SetQuantizationScale(qScale); |
| 925 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 926 | outputTensorInfo.SetQuantizationScale(qScale); |
| 927 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 928 | } |
| 929 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 930 | auto input = QuantizedVector<T>(inputData, qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 931 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 932 | auto outputExpected = |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 933 | forceNoPadding ? QuantizedVector<T>(expectedOutputDataNoPadding, qScale, qOffset) : |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 934 | QuantizedVector<T>(expectedOutputDataWithPadding, qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 935 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 936 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 937 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 938 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 939 | } |
| 940 | |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 941 | // |
| 942 | // Tests max pooling with the following parameters: |
| 943 | // |
| 944 | // Pooling size: 3x2 |
| 945 | // Stride: (2,2) |
| 946 | // input size: 3x2 |
| 947 | // channels: 1 |
| 948 | // batch size: 1 |
| 949 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 950 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 951 | LayerTestResult<T, 4> IgnorePaddingAveragePooling2dSize3x2Stride2x2TestCommon( |
| 952 | armnn::IWorkloadFactory& workloadFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 953 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 954 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 955 | bool forceNoPadding, |
| 956 | float qScale = 1.0f, |
| 957 | int32_t qOffset = 0) |
| 958 | { |
| 959 | armnn::Pooling2dDescriptor descriptor; |
| 960 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 961 | descriptor.m_PoolWidth = 3; |
| 962 | descriptor.m_PoolHeight = 2; |
| 963 | descriptor.m_StrideX = 2; |
| 964 | descriptor.m_StrideY = 2; |
| 965 | descriptor.m_PadLeft = (forceNoPadding) ? 0 : 1; |
| 966 | descriptor.m_PadRight = descriptor.m_PadLeft; |
| 967 | descriptor.m_PadTop = 0; |
| 968 | descriptor.m_PadBottom = 0; |
| 969 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 970 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 971 | |
| 972 | unsigned int inputWidth = 3; |
| 973 | unsigned int inputHeight = 2; |
| 974 | unsigned int outputWidth = |
| 975 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 976 | descriptor.m_StrideX; |
| 977 | unsigned int outputHeight = |
| 978 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 979 | descriptor.m_StrideY; |
| 980 | unsigned int channels = 1; |
| 981 | unsigned int batchSize = 1; |
| 982 | |
| 983 | std::vector<float> inputData = { |
| 984 | 3.0f, 6.0f, 9.0f, |
| 985 | 12.0f, 15.0f, 18.0f, |
| 986 | }; |
| 987 | |
| 988 | std::vector<float> expectedOutputDataWithPadding = { |
| 989 | 6.0f, 8.0f, |
| 990 | }; |
| 991 | |
| 992 | std::vector<float> expectedOutputDataNoPadding = { |
| 993 | 10.5f, |
| 994 | }; |
| 995 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 996 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 997 | |
| 998 | // Scale and offset should match input - we're just calculating average values. |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 999 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1000 | |
| 1001 | // Set quantization parameters if the requested type is a quantized type. |
| 1002 | if(armnn::IsQuantizedType<T>()) |
| 1003 | { |
| 1004 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1005 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1006 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1007 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1008 | } |
| 1009 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1010 | auto input = QuantizedVector<T>(inputData, qScale, qOffset); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1011 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1012 | auto outputExpected = |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1013 | forceNoPadding ? QuantizedVector<T>(expectedOutputDataNoPadding, qScale, qOffset) : |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1014 | QuantizedVector<T>(expectedOutputDataWithPadding, qScale, qOffset); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1015 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1016 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1017 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1018 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1019 | } |
| 1020 | |
| 1021 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1022 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1023 | LayerTestResult<T, 4> IgnorePaddingSimpleMaxPooling2dTestCommon( |
| 1024 | armnn::IWorkloadFactory& workloadFactory, |
| 1025 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1026 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1027 | float qScale = 1.0f, |
| 1028 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1029 | { |
| 1030 | armnn::Pooling2dDescriptor descriptor; |
| 1031 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 1032 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1033 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1034 | descriptor.m_PadLeft = 1; |
| 1035 | descriptor.m_PadRight = 1; |
| 1036 | descriptor.m_PadTop = 1; |
| 1037 | descriptor.m_PadBottom = 1; |
| 1038 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1039 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1040 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1041 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1042 | |
| 1043 | // Set quantization parameters if the requested type is a quantized type. |
| 1044 | if(armnn::IsQuantizedType<T>()) |
| 1045 | { |
| 1046 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1047 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1048 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1049 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1050 | } |
| 1051 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1052 | auto input = QuantizedVector<T>( |
| 1053 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1054 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1055 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1056 | 1.0f, 2.0f, -3.0f, -4.0f, |
| 1057 | 1.0f, 2.0f, -3.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1058 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1059 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1060 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1061 | auto outputExpected = QuantizedVector<T>( |
| 1062 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1063 | -1.0f, 3.0f, 4.0f, |
| 1064 | 1.0f, 3.0f, 4.0f, |
| 1065 | 1.0f, 2.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1066 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1067 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1068 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1069 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1070 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1071 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1072 | } |
| 1073 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1074 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1075 | LayerTestResult<T, 4> IgnorePaddingMaxPooling2dSize3TestCommon( |
| 1076 | armnn::IWorkloadFactory& workloadFactory, |
| 1077 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1078 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1079 | float qScale = 1.0f, |
| 1080 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1081 | { |
| 1082 | armnn::Pooling2dDescriptor descriptor; |
| 1083 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 1084 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1085 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1086 | descriptor.m_PadLeft = 1; |
| 1087 | descriptor.m_PadRight = 1; |
| 1088 | descriptor.m_PadTop = 1; |
| 1089 | descriptor.m_PadBottom = 1; |
| 1090 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1091 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1092 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1093 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1094 | |
| 1095 | // Set quantization parameters if the requested type is a quantized type. |
| 1096 | if(armnn::IsQuantizedType<T>()) |
| 1097 | { |
| 1098 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1099 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1100 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1101 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1102 | } |
| 1103 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1104 | auto input = QuantizedVector<T>( |
| 1105 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1106 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1107 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1108 | 1.0f, 2.0f, -3.0f, -4.0f, |
| 1109 | 1.0f, 2.0f, -3.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1110 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1111 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1112 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1113 | auto outputExpected = QuantizedVector<T>( |
| 1114 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1115 | -1.0f, 3.0f, 4.0f, 4.0f, |
| 1116 | 2.0f, 3.0f, 4.0f, 4.0f, |
| 1117 | 2.0f, 3.0f, 4.0f, 4.0f, |
| 1118 | 2.0f, 2.0f, 2.0f, -3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1119 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1120 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1121 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1122 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1123 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1124 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1125 | } |
| 1126 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1127 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1128 | LayerTestResult<T, 4> IgnorePaddingSimpleAveragePooling2dTestCommon( |
| 1129 | armnn::IWorkloadFactory& workloadFactory, |
| 1130 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1131 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1132 | float qScale = 1.0f, |
| 1133 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1134 | { |
| 1135 | armnn::Pooling2dDescriptor descriptor; |
| 1136 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1137 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1138 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1139 | descriptor.m_PadLeft = 1; |
| 1140 | descriptor.m_PadRight = 1; |
| 1141 | descriptor.m_PadTop = 1; |
| 1142 | descriptor.m_PadBottom = 1; |
| 1143 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1144 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1145 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1146 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1147 | |
| 1148 | // Set quantization parameters if the requested type is a quantized type. |
| 1149 | if(armnn::IsQuantizedType<T>()) |
| 1150 | { |
| 1151 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1152 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1153 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1154 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1155 | } |
| 1156 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1157 | auto input = QuantizedVector<T>( |
| 1158 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1159 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1160 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1161 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1162 | 12.0f, 20.0f, 32.0f, 40.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1163 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1164 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1165 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1166 | auto outputExpected = QuantizedVector<T>( |
| 1167 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1168 | 3.0f, 13.0f, 10.0f, |
| 1169 | 6.0f, 26.0f, 20.0f, |
| 1170 | 3.0f, 13.0f, 10.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1171 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1172 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1173 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1174 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1175 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1176 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1177 | } |
| 1178 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1179 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1180 | LayerTestResult<T, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon( |
| 1181 | armnn::IWorkloadFactory& workloadFactory, |
| 1182 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1183 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1184 | float qScale = 1.0f, |
| 1185 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1186 | { |
| 1187 | armnn::Pooling2dDescriptor descriptor; |
| 1188 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1189 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1190 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1191 | descriptor.m_PadLeft = 0; |
| 1192 | descriptor.m_PadRight = 0; |
| 1193 | descriptor.m_PadTop = 0; |
| 1194 | descriptor.m_PadBottom = 0; |
| 1195 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1196 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Ceiling; |
| 1197 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1198 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4}, ArmnnType); |
| 1199 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1200 | |
| 1201 | // Set quantization parameters if the requested type is a quantized type. |
| 1202 | if(armnn::IsQuantizedType<T>()) |
| 1203 | { |
| 1204 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1205 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1206 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1207 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1208 | } |
| 1209 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1210 | auto input = QuantizedVector<T>( |
| 1211 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1212 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1213 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1214 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1215 | 1.0f, 2.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1216 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1217 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1218 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1219 | auto outputExpected = QuantizedVector<T>( |
| 1220 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1221 | 2.0f, 3.5f, |
| 1222 | 2.0f, 3.5f |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1223 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1224 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1225 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1226 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1227 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1228 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1229 | } |
| 1230 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1231 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1232 | LayerTestResult<T, 4> IgnorePaddingAveragePooling2dSize3TestCommon( |
| 1233 | armnn::IWorkloadFactory& workloadFactory, |
| 1234 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1235 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1236 | float qScale = 1.0f, |
| 1237 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1238 | { |
| 1239 | armnn::Pooling2dDescriptor descriptor; |
| 1240 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1241 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1242 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1243 | descriptor.m_PadLeft = 1; |
| 1244 | descriptor.m_PadRight = 1; |
| 1245 | descriptor.m_PadTop = 1; |
| 1246 | descriptor.m_PadBottom = 1; |
| 1247 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1248 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1249 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1250 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1251 | |
| 1252 | // Set quantization parameters if the requested type is a quantized type. |
| 1253 | if(armnn::IsQuantizedType<T>()) |
| 1254 | { |
| 1255 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1256 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1257 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1258 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1259 | } |
| 1260 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1261 | auto input = QuantizedVector<T>( |
| 1262 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1263 | 9.0f, 27.0f, 18.0f, 36.0f, |
| 1264 | 18.0f, 9.0f, 18.0f, 9.0f, |
| 1265 | 27.0f, 18.0f, 9.0f, 27.0f, |
| 1266 | 9.0f, 27.0f, 9.0f, 18.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1267 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1268 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1269 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1270 | auto outputExpected = QuantizedVector<T>( |
| 1271 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1272 | 7.0f, 11.0f, 13.0f, 9.0f, |
| 1273 | 12.0f, 17.0f, 19.0f, 13.0f, |
| 1274 | 12.0f, 16.0f, 16.0f, 10.0f, |
| 1275 | 9.0f, 11.0f, 12.0f, 7.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1276 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1277 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1278 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1279 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1280 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1281 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1282 | } |
| 1283 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1284 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1285 | LayerTestResult<T, 4> IgnorePaddingSimpleL2Pooling2dTestCommon( |
| 1286 | armnn::IWorkloadFactory& workloadFactory, |
| 1287 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1288 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1289 | float qScale = 1.0f, |
| 1290 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1291 | { |
| 1292 | armnn::Pooling2dDescriptor descriptor; |
| 1293 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 1294 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1295 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1296 | descriptor.m_PadLeft = 1; |
| 1297 | descriptor.m_PadRight = 1; |
| 1298 | descriptor.m_PadTop = 1; |
| 1299 | descriptor.m_PadBottom = 1; |
| 1300 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1301 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1302 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1303 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1304 | |
| 1305 | // Set quantization parameters if the requested type is a quantized type. |
| 1306 | if(armnn::IsQuantizedType<T>()) |
| 1307 | { |
| 1308 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1309 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1310 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1311 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1312 | } |
| 1313 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1314 | auto input = QuantizedVector<T>( |
| 1315 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1316 | 2.0f, 4.0f, 8.0f, 16.0f, |
| 1317 | 4.0f, 2.0f, 2.0f, 4.0f, |
| 1318 | 8.0f, 2.0f, 4.0f, 2.0f, |
| 1319 | 16.0f, 2.0f, 2.0f, 8.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1320 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1321 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1322 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1323 | auto outputExpected = QuantizedVector<T>( |
| 1324 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1325 | 1.0f, 4.4721f, 8.0f, |
| 1326 | 4.4721f, 2.6457f, 2.236f, |
| 1327 | 8.0f, 1.4142f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1328 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1329 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1330 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1331 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1332 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1333 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1334 | } |
| 1335 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1336 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1337 | LayerTestResult<T, 4> IgnorePaddingL2Pooling2dSize3TestCommon( |
| 1338 | armnn::IWorkloadFactory& workloadFactory, |
| 1339 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1340 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1341 | float qScale = 1.0f, |
| 1342 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1343 | { |
| 1344 | armnn::Pooling2dDescriptor descriptor; |
| 1345 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 1346 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1347 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1348 | descriptor.m_PadLeft = 1; |
| 1349 | descriptor.m_PadRight = 1; |
| 1350 | descriptor.m_PadTop = 1; |
| 1351 | descriptor.m_PadBottom = 1; |
| 1352 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1353 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1354 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1355 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1356 | |
| 1357 | // Set quantization parameters if the requested type is a quantized type. |
| 1358 | if(armnn::IsQuantizedType<T>()) |
| 1359 | { |
| 1360 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1361 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1362 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1363 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1364 | } |
| 1365 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1366 | auto input = QuantizedVector<T>( |
| 1367 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1368 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1369 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1370 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1371 | 1.0f, 2.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1372 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1373 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1374 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1375 | auto outputExpected = QuantizedVector<T>( |
| 1376 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1377 | 1.0540f, 1.7638f, 2.5385f, 2.3570f, |
| 1378 | 1.2909f, 2.1602f, 3.1091f, 2.8867f, |
| 1379 | 1.2909f, 2.1602f, 3.1091f, 2.8867f, |
| 1380 | 1.0540f, 1.7638f, 2.5385f, 2.3570f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1381 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1382 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1383 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1384 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1385 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1386 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1387 | } |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1388 | |
| 1389 | } // anonymous namespace |
| 1390 | |
| 1391 | LayerTestResult<float, 4> SimpleMaxPooling2dSize2x2Stride2x2Test( |
| 1392 | armnn::IWorkloadFactory& workloadFactory, |
| 1393 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1394 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1395 | bool forceNoPadding) |
| 1396 | { |
| 1397 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1398 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1399 | } |
| 1400 | |
| 1401 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dSize2x2Stride2x2Uint8Test( |
| 1402 | armnn::IWorkloadFactory& workloadFactory, |
| 1403 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1404 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1405 | bool forceNoPadding) |
| 1406 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1407 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1408 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding, 3.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1409 | } |
| 1410 | |
| 1411 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dSize2x2Stride2x2Int16Test( |
| 1412 | armnn::IWorkloadFactory& workloadFactory, |
| 1413 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1414 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1415 | bool forceNoPadding) |
| 1416 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1417 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1418 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1419 | } |
| 1420 | |
| 1421 | LayerTestResult<float, 4> SimpleMaxPooling2dSize3x3Stride2x4Test( |
| 1422 | armnn::IWorkloadFactory& workloadFactory, |
| 1423 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1424 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1425 | bool forceNoPadding) |
| 1426 | { |
| 1427 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1428 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1429 | } |
| 1430 | |
| 1431 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dSize3x3Stride2x4Uint8Test( |
| 1432 | armnn::IWorkloadFactory& workloadFactory, |
| 1433 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1434 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1435 | bool forceNoPadding) |
| 1436 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1437 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1438 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding, 0.1f, 128); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1439 | } |
| 1440 | |
| 1441 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dSize3x3Stride2x4Int16Test( |
| 1442 | armnn::IWorkloadFactory& workloadFactory, |
| 1443 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1444 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1445 | bool forceNoPadding) |
| 1446 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1447 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1448 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1449 | } |
| 1450 | |
| 1451 | LayerTestResult<float, 4> SimpleMaxPooling2dTest( |
| 1452 | armnn::IWorkloadFactory& workloadFactory, |
| 1453 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1454 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1455 | const armnn::DataLayout dataLayout) |
| 1456 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1457 | return SimpleMaxPooling2dTestCommon<armnn::DataType::Float32>( |
| 1458 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1459 | } |
| 1460 | |
| 1461 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dUint8Test( |
| 1462 | armnn::IWorkloadFactory& workloadFactory, |
| 1463 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1464 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1465 | const armnn::DataLayout dataLayout) |
| 1466 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1467 | return SimpleMaxPooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1468 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1469 | } |
| 1470 | |
| 1471 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dInt16Test( |
| 1472 | armnn::IWorkloadFactory& workloadFactory, |
| 1473 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1474 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1475 | const armnn::DataLayout dataLayout) |
| 1476 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1477 | return SimpleMaxPooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1478 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1479 | } |
| 1480 | LayerTestResult<float, 4> IgnorePaddingSimpleMaxPooling2dTest( |
| 1481 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1482 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1483 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1484 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1485 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::Float32>( |
| 1486 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1487 | } |
| 1488 | |
| 1489 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleMaxPooling2dUint8Test( |
| 1490 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1491 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1492 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1493 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1494 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1495 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1496 | } |
| 1497 | |
| 1498 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleMaxPooling2dInt16Test( |
| 1499 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1500 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1501 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1502 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1503 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1504 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1505 | } |
| 1506 | |
| 1507 | LayerTestResult<float, 4> IgnorePaddingMaxPooling2dSize3Test( |
| 1508 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1509 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1510 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1511 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1512 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1513 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1514 | } |
| 1515 | |
| 1516 | LayerTestResult<uint8_t, 4> IgnorePaddingMaxPooling2dSize3Uint8Test( |
| 1517 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1518 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1519 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1520 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1521 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1522 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1523 | } |
| 1524 | |
| 1525 | LayerTestResult<int16_t, 4> IgnorePaddingMaxPooling2dSize3Int16Test( |
| 1526 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1527 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1528 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1529 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1530 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1531 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1532 | } |
| 1533 | |
| 1534 | LayerTestResult<float, 4> SimpleAveragePooling2dTest( |
| 1535 | armnn::IWorkloadFactory& workloadFactory, |
| 1536 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1537 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1538 | const armnn::DataLayout dataLayout) |
| 1539 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1540 | return SimpleAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1541 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1542 | } |
| 1543 | |
| 1544 | LayerTestResult<uint8_t, 4> SimpleAveragePooling2dUint8Test( |
| 1545 | armnn::IWorkloadFactory& workloadFactory, |
| 1546 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1547 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1548 | const armnn::DataLayout dataLayout) |
| 1549 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1550 | return SimpleAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1551 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout, 0.5, -1); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1552 | } |
| 1553 | |
| 1554 | LayerTestResult<int16_t, 4> SimpleAveragePooling2dInt16Test( |
| 1555 | armnn::IWorkloadFactory& workloadFactory, |
| 1556 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1557 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1558 | const armnn::DataLayout dataLayout) |
| 1559 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1560 | return SimpleAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1561 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1562 | } |
| 1563 | |
| 1564 | LayerTestResult<float, 4> IgnorePaddingAveragePooling2dSize3x2Stride2x2Test( |
| 1565 | armnn::IWorkloadFactory& workloadFactory, |
| 1566 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1567 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1568 | bool forceNoPadding) |
| 1569 | { |
| 1570 | return IgnorePaddingAveragePooling2dSize3x2Stride2x2TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1571 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1572 | } |
| 1573 | |
| 1574 | LayerTestResult<float, 4> LargeTensorsAveragePooling2dTest( |
| 1575 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1576 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1577 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1578 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1579 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1580 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1581 | } |
| 1582 | |
| 1583 | LayerTestResult<uint8_t, 4> LargeTensorsAveragePooling2dUint8Test( |
| 1584 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1585 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1586 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1587 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1588 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1589 | workloadFactory, memoryManager, tensorHandleFactory, 0.5, -1); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1590 | } |
| 1591 | |
| 1592 | LayerTestResult<int16_t, 4> LargeTensorsAveragePooling2dInt16Test( |
| 1593 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1594 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1595 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1596 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1597 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1598 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1599 | } |
| 1600 | LayerTestResult<float, 4> IgnorePaddingSimpleAveragePooling2dTest( |
| 1601 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1602 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1603 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1604 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1605 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1606 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1607 | } |
| 1608 | |
| 1609 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleAveragePooling2dUint8Test( |
| 1610 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1611 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1612 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1613 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1614 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1615 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1616 | } |
| 1617 | |
| 1618 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleAveragePooling2dInt16Test( |
| 1619 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1620 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1621 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1622 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1623 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1624 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1625 | } |
| 1626 | |
| 1627 | LayerTestResult<float, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingTest( |
| 1628 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1629 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1630 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1631 | { |
| 1632 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1633 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1634 | } |
| 1635 | |
| 1636 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test( |
| 1637 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1638 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1639 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1640 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1641 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1642 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1643 | } |
| 1644 | |
| 1645 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingInt16Test( |
| 1646 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1647 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1648 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1649 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1650 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1651 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1652 | } |
| 1653 | |
| 1654 | LayerTestResult<float, 4> IgnorePaddingAveragePooling2dSize3Test( |
| 1655 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1656 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1657 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1658 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1659 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1660 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1661 | } |
| 1662 | |
| 1663 | LayerTestResult<uint8_t, 4> IgnorePaddingAveragePooling2dSize3Uint8Test( |
| 1664 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1665 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1666 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1667 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1668 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1669 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1670 | } |
| 1671 | |
| 1672 | LayerTestResult<int16_t, 4> IgnorePaddingAveragePooling2dSize3Int16Test( |
| 1673 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1674 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1675 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1676 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1677 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1678 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1679 | } |
| 1680 | |
| 1681 | LayerTestResult<float, 4> SimpleL2Pooling2dTest( |
| 1682 | armnn::IWorkloadFactory& workloadFactory, |
| 1683 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1684 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1685 | const armnn::DataLayout dataLayout) |
| 1686 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1687 | return SimpleL2Pooling2dTestCommon<armnn::DataType::Float32>( |
| 1688 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1689 | } |
| 1690 | |
| 1691 | LayerTestResult<uint8_t, 4> SimpleL2Pooling2dUint8Test( |
| 1692 | armnn::IWorkloadFactory& workloadFactory, |
| 1693 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1694 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1695 | const armnn::DataLayout dataLayout) |
| 1696 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1697 | return SimpleL2Pooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1698 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1699 | } |
| 1700 | |
| 1701 | LayerTestResult<int16_t, 4> SimpleL2Pooling2dInt16Test( |
| 1702 | armnn::IWorkloadFactory& workloadFactory, |
| 1703 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1704 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1705 | const armnn::DataLayout dataLayout) |
| 1706 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1707 | return SimpleL2Pooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1708 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1709 | } |
| 1710 | |
| 1711 | LayerTestResult<float, 4> L2Pooling2dSize3Stride1Test( |
| 1712 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1713 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1714 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1715 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1716 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::Float32>( |
| 1717 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1718 | } |
| 1719 | |
| 1720 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride1Uint8Test( |
| 1721 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1722 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1723 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1724 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1725 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::QAsymmU8>( |
| 1726 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1727 | } |
| 1728 | |
| 1729 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride1Int16Test( |
| 1730 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1731 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1732 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1733 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1734 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::QSymmS16>( |
| 1735 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1736 | } |
| 1737 | |
| 1738 | LayerTestResult<float, 4> L2Pooling2dSize3Stride3Test( |
| 1739 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1740 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1741 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1742 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1743 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::Float32>( |
| 1744 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1745 | } |
| 1746 | |
| 1747 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride3Uint8Test( |
| 1748 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1749 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1750 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1751 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1752 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::QAsymmU8>( |
| 1753 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1754 | } |
| 1755 | |
| 1756 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride3Int16Test( |
| 1757 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1758 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1759 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1760 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1761 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::QSymmS16>( |
| 1762 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1763 | } |
| 1764 | LayerTestResult<float, 4> L2Pooling2dSize3Stride4Test( |
| 1765 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1766 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1767 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1768 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1769 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::Float32>( |
| 1770 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1771 | } |
| 1772 | |
| 1773 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride4Uint8Test( |
| 1774 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1775 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1776 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1777 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1778 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::QAsymmU8>( |
| 1779 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1780 | } |
| 1781 | |
| 1782 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride4Int16Test( |
| 1783 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1784 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1785 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1786 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1787 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::QSymmS16>( |
| 1788 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1789 | } |
| 1790 | |
| 1791 | LayerTestResult<float, 4> L2Pooling2dSize7Test( |
| 1792 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1793 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1794 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1795 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1796 | return L2Pooling2dSize7TestCommon<armnn::DataType::Float32>( |
| 1797 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1798 | } |
| 1799 | |
| 1800 | LayerTestResult<uint8_t, 4> L2Pooling2dSize7Uint8Test( |
| 1801 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1802 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1803 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1804 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1805 | return L2Pooling2dSize7TestCommon<armnn::DataType::QAsymmU8>( |
| 1806 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1807 | } |
| 1808 | |
| 1809 | LayerTestResult<int16_t, 4> L2Pooling2dSize7Int16Test( |
| 1810 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1811 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1812 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1813 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1814 | return L2Pooling2dSize7TestCommon<armnn::DataType::QSymmS16>( |
| 1815 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1816 | } |
| 1817 | |
| 1818 | LayerTestResult<float, 4> L2Pooling2dSize9Test( |
| 1819 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1820 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1821 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1822 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1823 | return L2Pooling2dSize9TestCommon<armnn::DataType::Float32>( |
| 1824 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1825 | } |
| 1826 | |
| 1827 | LayerTestResult<uint8_t, 4> L2Pooling2dSize9Uint8Test( |
| 1828 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1829 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1830 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1831 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1832 | return L2Pooling2dSize9TestCommon<armnn::DataType::QAsymmU8>( |
| 1833 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1834 | } |
| 1835 | |
| 1836 | LayerTestResult<int16_t, 4> L2Pooling2dSize9Int16Test( |
| 1837 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1838 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1839 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1840 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1841 | return L2Pooling2dSize9TestCommon<armnn::DataType::QSymmS16>( |
| 1842 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1843 | } |
| 1844 | LayerTestResult<float, 4> IgnorePaddingSimpleL2Pooling2dTest( |
| 1845 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1846 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1847 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1848 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1849 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::Float32>( |
| 1850 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1851 | } |
| 1852 | |
| 1853 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleL2Pooling2dUint8Test( |
| 1854 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1855 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1856 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1857 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1858 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1859 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1860 | } |
| 1861 | |
| 1862 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleL2Pooling2dInt16Test( |
| 1863 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1864 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1865 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1866 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1867 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1868 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1869 | } |
| 1870 | |
| 1871 | LayerTestResult<float, 4> IgnorePaddingL2Pooling2dSize3Test( |
| 1872 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1873 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1874 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1875 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1876 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1877 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1878 | } |
| 1879 | |
| 1880 | LayerTestResult<uint8_t, 4> IgnorePaddingL2Pooling2dSize3Uint8Test( |
| 1881 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1882 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1883 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1884 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1885 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
| 1886 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1887 | } |
| 1888 | |
| 1889 | LayerTestResult<int16_t, 4> IgnorePaddingL2Pooling2dSize3Int16Test( |
| 1890 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1891 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1892 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1893 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1894 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
| 1895 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1896 | } |
| 1897 | |
| 1898 | LayerTestResult<float, 4> AsymmetricNonSquarePooling2dTest( |
| 1899 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1900 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1901 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1902 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1903 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::Float32>( |
| 1904 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1905 | } |
| 1906 | |
| 1907 | LayerTestResult<uint8_t, 4> AsymmetricNonSquarePooling2dUint8Test( |
| 1908 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1909 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1910 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1911 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1912 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1913 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1914 | } |
| 1915 | |
| 1916 | LayerTestResult<int16_t, 4> AsymmetricNonSquarePooling2dInt16Test( |
| 1917 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1918 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1919 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1920 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1921 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1922 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1923 | } |
| 1924 | |
| 1925 | LayerTestResult<float, 4> ComparePooling2dTest( |
| 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 | { |
| 1933 | return ComparePooling2dTestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1934 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, poolingType); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1935 | } |
| 1936 | |
| 1937 | LayerTestResult<uint8_t, 4> ComparePooling2dUint8Test( |
| 1938 | armnn::IWorkloadFactory& workloadFactory, |
| 1939 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1940 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1941 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1942 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1943 | armnn::PoolingAlgorithm poolingType) |
| 1944 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1945 | return ComparePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1946 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, |
| 1947 | poolingType, 0.1f, 128); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1948 | } |
| 1949 | |
| 1950 | LayerTestResult<int16_t, 4> ComparePooling2dInt16Test( |
| 1951 | armnn::IWorkloadFactory& workloadFactory, |
| 1952 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1953 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1954 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1955 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1956 | armnn::PoolingAlgorithm poolingType) |
| 1957 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1958 | return ComparePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1959 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, poolingType); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1960 | } |