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 | |
Colm Donelan | c42a987 | 2022-02-02 16:35:09 +0000 | [diff] [blame] | 8 | #include <armnnUtils/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 | |
Matteo Martincigh | e011d20 | 2019-11-28 11:35:47 +0000 | [diff] [blame] | 11 | #include <armnnUtils/TensorUtils.hpp> |
| 12 | #include <armnnUtils/DataLayoutIndexed.hpp> |
| 13 | #include <armnnUtils/Permute.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 14 | |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 15 | #include <armnn/utility/IgnoreUnused.hpp> |
Matthew Sloyan | 171214c | 2020-09-09 09:07:37 +0100 | [diff] [blame] | 16 | #include <armnn/utility/NumericCast.hpp> |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 17 | |
Francis Murtagh | b28e525 | 2022-02-09 14:36:04 +0000 | [diff] [blame] | 18 | #include <armnn/BackendHelper.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 19 | #include <backendsCommon/WorkloadInfo.hpp> |
| 20 | |
Sadik Armagan | a097d2a | 2021-11-24 15:47:28 +0000 | [diff] [blame] | 21 | #include <armnnTestUtils/TensorCopyUtils.hpp> |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 22 | #include <armnnTestUtils/WorkloadTestUtils.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 23 | |
Colm Donelan | c42a987 | 2022-02-02 16:35:09 +0000 | [diff] [blame] | 24 | #include <armnnTestUtils/TensorHelpers.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 25 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 26 | namespace |
| 27 | { |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 28 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 29 | using namespace armnnUtils; |
| 30 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 31 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 32 | LayerTestResult<T, 4> SimplePooling2dTestImpl( |
| 33 | armnn::IWorkloadFactory& workloadFactory, |
| 34 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 35 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 36 | armnn::Pooling2dDescriptor descriptor, |
| 37 | float qScale, |
| 38 | int32_t qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 39 | const std::vector<T>& input, |
| 40 | const std::vector<T>& outputExpected, |
| 41 | const armnn::TensorShape& inputShape, |
| 42 | const armnn::TensorShape& outputShape) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 43 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 44 | IgnoreUnused(memoryManager); |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 45 | const armnn::DataLayout dataLayout = descriptor.m_DataLayout; |
Matteo Martincigh | 2135015 | 2018-11-28 16:22:22 +0000 | [diff] [blame] | 46 | const armnnUtils::DataLayoutIndexed dimensionIndices = dataLayout; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 47 | auto heightIndex = dimensionIndices.GetHeightIndex(); |
| 48 | auto widthIndex = dimensionIndices.GetWidthIndex(); |
| 49 | auto channelsIndex = dimensionIndices.GetChannelsIndex(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 50 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 51 | unsigned int inputHeight = armnn::numeric_cast<unsigned int>(inputShape[heightIndex]); |
| 52 | unsigned int inputWidth = armnn::numeric_cast<unsigned int>(inputShape[widthIndex]); |
| 53 | unsigned int inputChannels = armnn::numeric_cast<unsigned int>(inputShape[channelsIndex]); |
| 54 | unsigned int inputBatchSize = armnn::numeric_cast<unsigned int>(inputShape[0]); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 55 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 56 | unsigned int outputHeight = armnn::numeric_cast<unsigned int>(outputShape[heightIndex]); |
| 57 | unsigned int outputWidth = armnn::numeric_cast<unsigned int>(outputShape[widthIndex]); |
| 58 | unsigned int outputChannels = armnn::numeric_cast<unsigned int>(outputShape[channelsIndex]); |
| 59 | unsigned int outputBatchSize = armnn::numeric_cast<unsigned int>(outputShape[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 60 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 61 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo( |
| 62 | inputBatchSize, inputChannels, inputHeight, inputWidth, dataLayout, ArmnnType); |
| 63 | |
| 64 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo( |
| 65 | outputBatchSize, outputChannels, outputHeight, outputWidth, dataLayout, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 66 | |
| 67 | // Set quantization parameters if the requested type is a quantized type. |
| 68 | if(armnn::IsQuantizedType<T>()) |
| 69 | { |
| 70 | inputTensorInfo.SetQuantizationScale(qScale); |
| 71 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 72 | outputTensorInfo.SetQuantizationScale(qScale); |
| 73 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 74 | } |
| 75 | |
| 76 | LayerTestResult<T, 4> result(outputTensorInfo); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 77 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 78 | |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 79 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 80 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 81 | |
| 82 | armnn::Pooling2dQueueDescriptor queueDescriptor; |
| 83 | queueDescriptor.m_Parameters = descriptor; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 84 | queueDescriptor.m_Parameters.m_DataLayout = dataLayout; |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 85 | |
| 86 | armnn::WorkloadInfo workloadInfo; |
| 87 | AddInputToWorkload(queueDescriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 88 | AddOutputToWorkload(queueDescriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 89 | |
| 90 | // 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] | 91 | armnn::BackendId backend = workloadFactory.GetBackendId(); |
Francis Murtagh | b28e525 | 2022-02-09 14:36:04 +0000 | [diff] [blame] | 92 | |
| 93 | auto handle = armnn::GetILayerSupportByBackendId(backend); |
| 94 | result.m_Supported = handle.IsPooling2dSupported(inputTensorInfo, |
| 95 | outputTensorInfo, |
| 96 | queueDescriptor.m_Parameters); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 97 | if (!result.m_Supported) |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 98 | { |
| 99 | return result; |
| 100 | } |
| 101 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 102 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Pooling2d, |
| 103 | queueDescriptor, |
| 104 | workloadInfo); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 105 | |
| 106 | inputHandle->Allocate(); |
| 107 | outputHandle->Allocate(); |
| 108 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 109 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 110 | |
| 111 | workload->Execute(); |
| 112 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 113 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 114 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 115 | result.m_ActualData = actualOutput; |
| 116 | result.m_ExpectedData = outputExpected; |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 117 | |
| 118 | return result; |
| 119 | } |
| 120 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 121 | // |
| 122 | // Tests max pooling with the following parameters: |
| 123 | // |
| 124 | // Pooling size: 3x3 |
| 125 | // Stride: (2,4) |
| 126 | // input size: 8x13 |
| 127 | // channels: 2 |
| 128 | // batch size: 2 |
| 129 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 130 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 131 | LayerTestResult<T, 4> SimpleMaxPooling2dSize3x3Stride2x4TestCommon( |
| 132 | armnn::IWorkloadFactory& workloadFactory, |
| 133 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 134 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 135 | bool forceNoPadding, |
| 136 | float qScale = 1.0f, |
| 137 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 138 | { |
| 139 | armnn::Pooling2dDescriptor descriptor; |
| 140 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 141 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 142 | descriptor.m_StrideX = 2; |
| 143 | descriptor.m_StrideY = 4; |
| 144 | // forceNoPadding is mainly used for compatibility with ARM Compute. |
| 145 | // As of 16/05/2017, it errors if padX or padY are equal to or greater than the pool size. |
| 146 | descriptor.m_PadLeft = descriptor.m_PadRight = forceNoPadding ? 0 : 3; |
| 147 | descriptor.m_PadTop = descriptor.m_PadBottom = 0; |
| 148 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 149 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 150 | |
| 151 | unsigned int inputWidth = 8; |
| 152 | unsigned int inputHeight = 13; |
| 153 | unsigned int outputWidth = |
| 154 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 155 | descriptor.m_StrideX; |
| 156 | unsigned int outputHeight = |
| 157 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 158 | descriptor.m_StrideY; |
| 159 | unsigned int channels = 2; |
| 160 | unsigned int batchSize = 2; |
| 161 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 162 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
| 163 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 164 | |
| 165 | // Set quantization parameters if the requested type is a quantized type. |
| 166 | if(armnn::IsQuantizedType<T>()) |
| 167 | { |
| 168 | inputTensorInfo.SetQuantizationScale(qScale); |
| 169 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 170 | outputTensorInfo.SetQuantizationScale(qScale); |
| 171 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 172 | } |
| 173 | |
| 174 | std::vector<float> singleChannelData({ |
| 175 | 0.0f, 4.0f, 8.0f, 1.0f, 6.0f, 4.0f, 5.0f, 8.0f, |
| 176 | 1.0f, 1.0f, 6.0f, 0.0f, 3.0f, 7.0f, 4.0f, 7.0f, |
| 177 | 8.0f, 5.0f, 0.0f, 0.0f, 8.0f, 3.0f, 4.0f, 3.0f, |
| 178 | 8.0f, 2.0f, 5.0f, 4.0f, 1.0f, 9.0f, 2.0f, 0.0f, |
| 179 | 5.0f, 4.0f, 5.0f, 0.0f, 0.0f, 0.0f, 7.0f, 2.0f, |
| 180 | 1.0f, 2.0f, 6.0f, 2.0f, 7.0f, 9.0f, 5.0f, 2.0f, |
| 181 | 9.0f, 7.0f, 3.0f, 1.0f, 3.0f, 4.0f, 8.0f, 3.0f, |
| 182 | 1.0f, 0.0f, 0.0f, 5.0f, 5.0f, 4.0f, 2.0f, 0.0f, |
| 183 | 6.0f, 4.0f, 3.0f, 6.0f, 9.0f, 5.0f, 5.0f, 6.0f, |
| 184 | 8.0f, 7.0f, 9.0f, 6.0f, 1.0f, 4.0f, 1.0f, 9.0f, |
| 185 | 7.0f, 1.0f, 9.0f, 2.0f, 9.0f, 9.0f, 8.0f, 1.0f, |
| 186 | 4.0f, 4.0f, 5.0f, 9.0f, 2.0f, 6.0f, 6.0f, 4.0f, |
| 187 | 3.0f, 5.0f, 4.0f, 0.0f, 1.0f, 5.0f, 9.0f, 7.0f, |
| 188 | }); |
| 189 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 190 | // Constructs input data. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 191 | std::vector<float> inputData; |
| 192 | auto negator = [](float f) { return -f; }; |
| 193 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 194 | // 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] | 195 | inputData.insert(inputData.end(), singleChannelData.begin(), singleChannelData.end()); |
| 196 | std::transform(singleChannelData.begin(), singleChannelData.end(), std::back_inserter(inputData), negator); |
| 197 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 198 | // Second image (same as first image). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 199 | inputData.insert(inputData.end(), singleChannelData.begin(), singleChannelData.end()); |
| 200 | std::transform(singleChannelData.begin(), singleChannelData.end(), std::back_inserter(inputData), negator); |
| 201 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 202 | auto input = QuantizedVector<T>(inputData, qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 203 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 204 | // These were calculated manually. |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 205 | std::vector<T> outputExpected; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 206 | if (forceNoPadding) |
| 207 | { |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 208 | outputExpected = QuantizedVector<T>( |
| 209 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 210 | 8.0f, 8.0f, 8.0f, |
| 211 | 9.0f, 7.0f, 9.0f, |
| 212 | 9.0f, 9.0f, 9.0f, |
| 213 | |
| 214 | 0.0f, 0.0f, -3.0f, |
| 215 | -1.0f, 0.0f, 0.0f, |
| 216 | -1.0f, -1.0f, -1.0f, |
| 217 | |
| 218 | 8.0f, 8.0f, 8.0f, |
| 219 | 9.0f, 7.0f, 9.0f, |
| 220 | 9.0f, 9.0f, 9.0f, |
| 221 | |
| 222 | 0.0f, 0.0f, -3.0f, |
| 223 | -1.0f, 0.0f, 0.0f, |
| 224 | -1.0f, -1.0f, -1.0f |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 225 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 226 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 227 | } |
| 228 | else |
| 229 | { |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 230 | outputExpected = QuantizedVector<T>( |
| 231 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 232 | 0.0f, 8.0f, 8.0f, 8.0f, 8.0f, 8.0f, |
| 233 | 0.0f, 9.0f, 7.0f, 9.0f, 9.0f, 3.0f, |
| 234 | 0.0f, 8.0f, 9.0f, 9.0f, 9.0f, 9.0f, |
| 235 | |
Finn Williams | 70f609b | 2019-11-06 16:54:53 +0000 | [diff] [blame] | 236 | 0.0f, 0.0f, 0.0f, 0.0f,-3.0f,-3.0f, |
| 237 | 0.0f,-1.0f, 0.0f, 0.0f, 0.0f,-2.0f, |
| 238 | 0.0f,-1.0f,-1.0f,-1.0f,-1.0f,-1.0f, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 239 | |
| 240 | 0.0f, 8.0f, 8.0f, 8.0f, 8.0f, 8.0f, |
| 241 | 0.0f, 9.0f, 7.0f, 9.0f, 9.0f, 3.0f, |
| 242 | 0.0f, 8.0f, 9.0f, 9.0f, 9.0f, 9.0f, |
| 243 | |
Finn Williams | 70f609b | 2019-11-06 16:54:53 +0000 | [diff] [blame] | 244 | 0.0f, 0.0f, 0.0f, 0.0f,-3.0f,-3.0f, |
| 245 | 0.0f,-1.0f, 0.0f, 0.0f, 0.0f,-2.0f, |
| 246 | 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] | 247 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 248 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 249 | } |
| 250 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 251 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 252 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 253 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 254 | } |
| 255 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 256 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 257 | LayerTestResult<T, 4> SimpleMaxPooling2dTestCommon( |
| 258 | armnn::IWorkloadFactory& workloadFactory, |
| 259 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 260 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 261 | const armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 262 | float qScale = 1.0f, |
| 263 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 264 | { |
| 265 | armnn::Pooling2dDescriptor descriptor; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 266 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 267 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 268 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 269 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 270 | descriptor.m_DataLayout = dataLayout; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 271 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 272 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 273 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 274 | |
| 275 | // Set quantization parameters if the requested type is a quantized type. |
| 276 | if(armnn::IsQuantizedType<T>()) |
| 277 | { |
| 278 | inputTensorInfo.SetQuantizationScale(qScale); |
| 279 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 280 | outputTensorInfo.SetQuantizationScale(qScale); |
| 281 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 282 | } |
| 283 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 284 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 285 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 286 | 1.0f, 2.0f, 5.0f, 6.0f, |
| 287 | 3.0f, 4.0f, 7.0f, 8.0f, |
| 288 | 9.0f, 10.0f, 13.0f, 14.0f, |
| 289 | 11.0f, 12.0f, 15.0f, 16.0f, |
| 290 | |
| 291 | 17.0f, 18.0f, 21.0f, 22.0f, |
| 292 | 19.0f, 20.0f, 23.0f, 24.0f, |
| 293 | 25.0f, 26.0f, 29.0f, 30.0f, |
| 294 | 27.0f, 28.0f, 31.0f, 32.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 295 | }, |
| 296 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 297 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 298 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 299 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 300 | 4.0f, 8.0f, |
| 301 | 12.0f, 16.0f, |
| 302 | |
| 303 | 20.0f, 24.0f, |
| 304 | 28.0f, 32.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 305 | }, |
| 306 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 307 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 308 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 309 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 310 | { |
| 311 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 312 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 313 | inputData = tmp; |
| 314 | |
| 315 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 316 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 317 | outputData = tmp1; |
| 318 | } |
| 319 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 320 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 321 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 322 | inputData, outputData, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 323 | } |
| 324 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 325 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 326 | LayerTestResult<T, 4> SimpleAveragePooling2dTestCommon( |
| 327 | armnn::IWorkloadFactory& workloadFactory, |
| 328 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 329 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 330 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 331 | float qScale = 1.0f, |
| 332 | int32_t qOffset = 0) |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 333 | { |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 334 | armnn::Pooling2dDescriptor descriptor; |
| 335 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 336 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 337 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 338 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 339 | descriptor.m_DataLayout = dataLayout; |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 340 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 341 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 342 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 343 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 344 | // Set quantization parameters if the requested type is a quantized type. |
| 345 | if(armnn::IsQuantizedType<T>()) |
| 346 | { |
| 347 | inputTensorInfo.SetQuantizationScale(qScale); |
| 348 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 349 | outputTensorInfo.SetQuantizationScale(qScale); |
| 350 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 351 | } |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 352 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 353 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 354 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 355 | 2.0f, 2.0f, 6.0f, 6.0f, |
| 356 | 4.0f, 4.0f, 8.0f, 8.0f, |
| 357 | 10.0f, 12.0f, 14.0f, 16.0f, |
| 358 | 10.0f, 12.0f, 16.0f, 14.0f, |
| 359 | |
| 360 | 18.0f, 20.0f, 24.0f, 22.0f, |
| 361 | 20.0f, 18.0f, 22.0f, 24.0f, |
| 362 | 26.0f, 28.0f, 0.0f, 0.0f, |
| 363 | 26.0f, 28.0f, 0.0f, 0.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 364 | }, |
| 365 | qScale, qOffset)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 366 | |
| 367 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 368 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 369 | 3.0f, 7.0f, |
| 370 | 11.0f, 15.0f, |
| 371 | |
| 372 | 19.0f, 23.0f, |
| 373 | 27.0f, 0.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 374 | }, |
| 375 | qScale, qOffset)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 376 | |
| 377 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 378 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 379 | { |
| 380 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 381 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 382 | inputData = tmp; |
| 383 | |
| 384 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 385 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 386 | outputData = tmp1; |
| 387 | } |
| 388 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 389 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 390 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 391 | inputData, outputData, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
Francis Murtagh | 043d0d0 | 2018-10-05 14:08:48 +0100 | [diff] [blame] | 392 | } |
| 393 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 394 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 395 | LayerTestResult<T, 4> LargeTensorsAveragePooling2dTestCommon( |
| 396 | armnn::IWorkloadFactory& workloadFactory, |
| 397 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 398 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 399 | float qScale = 1.0f, |
| 400 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 401 | { |
| 402 | armnn::Pooling2dDescriptor descriptor; |
| 403 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 404 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 100; |
| 405 | descriptor.m_StrideX = descriptor.m_StrideY = 5; |
| 406 | descriptor.m_PadLeft = 50; |
| 407 | descriptor.m_PadRight = 50; |
| 408 | descriptor.m_PadTop = 50; |
| 409 | descriptor.m_PadBottom = 50; |
| 410 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 411 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 412 | armnn::TensorInfo inputTensorInfo({ 5, 3, 52, 60 }, ArmnnType); |
| 413 | armnn::TensorInfo outputTensorInfo({ 5, 3, 11, 13 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 414 | |
| 415 | // Set quantization parameters if the requested type is a quantized type. |
| 416 | if(armnn::IsQuantizedType<T>()) |
| 417 | { |
| 418 | inputTensorInfo.SetQuantizationScale(qScale); |
| 419 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 420 | outputTensorInfo.SetQuantizationScale(qScale); |
| 421 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 422 | } |
| 423 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 424 | std::vector<T> input; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 425 | |
| 426 | for (unsigned int i = 0 ; i < inputTensorInfo.GetShape().GetNumElements(); ++i) |
| 427 | { |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 428 | input.push_back(1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 429 | } |
| 430 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 431 | std::vector<T> outputExpected; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 432 | |
| 433 | for (unsigned int i = 0 ; i < outputTensorInfo.GetShape().GetNumElements(); ++i) |
| 434 | { |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 435 | outputExpected.push_back(1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 436 | } |
| 437 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 438 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 439 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 440 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 441 | } |
| 442 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 443 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 444 | LayerTestResult<T, 4> SimpleL2Pooling2dTestCommon( |
| 445 | armnn::IWorkloadFactory& workloadFactory, |
| 446 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 447 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 448 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 449 | float qScale = 1.0f, |
| 450 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 451 | { |
| 452 | armnn::Pooling2dDescriptor descriptor; |
| 453 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 454 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 455 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 456 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 457 | descriptor.m_DataLayout = dataLayout; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 458 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 459 | armnn::TensorInfo inputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 4, 4, dataLayout, ArmnnType); |
| 460 | armnn::TensorInfo outputTensorInfo = armnnUtils::GetTensorInfo(1, 2, 2, 2, dataLayout, ArmnnType); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 461 | |
| 462 | std::vector<T> inputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 463 | QuantizedVector<T>({ |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 464 | 1.0f, 7.0f, 5.0f, 5.0f, |
| 465 | 1.0f, 7.0f, 5.0f, 5.0f, |
| 466 | 3.0f, 3.0f, 1.0f, 1.0f, |
| 467 | 3.0f, 3.0f, 1.0f, 1.0f, |
| 468 | |
| 469 | 1.0f, 7.0f, 0.0f, 0.0f, |
| 470 | 1.0f, 7.0f, 2.0f, 0.0f, |
| 471 | 0.0f, 2.0f, 1.0f, 1.0f, |
| 472 | 0.0f, 0.0f, 1.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 473 | }, |
| 474 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 475 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 476 | std::vector<T> outputData( |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 477 | QuantizedVector<T>({ |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 478 | 5.0f, 5.0f, |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 479 | 3.0f, 1.0f, |
| 480 | |
| 481 | 5.0f, 1.0f, |
| 482 | 1.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 483 | }, |
| 484 | qScale, qOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 485 | |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 486 | const armnn::PermutationVector NCHWToNHWC = { 0, 3, 1, 2 }; |
Matthew Bentham | 8800c00 | 2018-11-19 13:19:28 +0000 | [diff] [blame] | 487 | if (dataLayout == armnn::DataLayout::NHWC) |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 488 | { |
| 489 | std::vector<T> tmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 490 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, inputData.data(), tmp.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 491 | inputData = tmp; |
| 492 | |
| 493 | std::vector<T> tmp1(outputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 494 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, outputData.data(), tmp1.data(), sizeof(T)); |
James Conroy | 45a9b77 | 2018-10-31 11:47:53 +0000 | [diff] [blame] | 495 | outputData = tmp1; |
| 496 | } |
| 497 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 498 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 499 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 500 | inputData, outputData, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 501 | } |
| 502 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 503 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 504 | LayerTestResult<T, 4> L2Pooling2dSize3Stride1TestCommon( |
| 505 | armnn::IWorkloadFactory& workloadFactory, |
| 506 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 507 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 508 | float qScale = 1.0f, |
| 509 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 510 | { |
| 511 | armnn::Pooling2dDescriptor descriptor; |
| 512 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 513 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 514 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 515 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 516 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 517 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 518 | auto input = QuantizedVector<T>( |
| 519 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 520 | 2.0f, 1.0f, 5.0f, 2.0f, |
| 521 | 1.0f, 2.0f, 2.0f, 1.0f, |
| 522 | 5.0f, 4.0f, 1.0f, 5.0f, |
| 523 | 2.0f, 1.0f, 5.0f, 2.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 524 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 525 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 526 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 527 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 528 | auto outputExpected = QuantizedVector<T>( |
| 529 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 530 | 3.0f, 3.0f, |
| 531 | 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 532 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 533 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 534 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 535 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 536 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 537 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 538 | } |
| 539 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 540 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 541 | LayerTestResult<T, 4> L2Pooling2dSize3Stride3TestCommon( |
| 542 | armnn::IWorkloadFactory& workloadFactory, |
| 543 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 544 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 545 | float qScale = 1.0f, |
| 546 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 547 | { |
| 548 | armnn::Pooling2dDescriptor descriptor; |
| 549 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 550 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 551 | descriptor.m_StrideX = descriptor.m_StrideY = 3; |
| 552 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 553 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 554 | armnn::TensorInfo inputTensorInfo({ 1, 1, 9, 9 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 555 | auto input = QuantizedVector<T>( |
| 556 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 557 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 558 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 559 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 560 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 561 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 562 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 563 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 564 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 565 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 566 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 567 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 568 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 569 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 570 | auto outputExpected = QuantizedVector<T>( |
| 571 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 572 | 3.0f, 3.0f, 3.0f, |
| 573 | 3.0f, 3.0f, 3.0f, |
| 574 | 3.0f, 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 575 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 576 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 577 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 578 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 579 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 580 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 581 | } |
| 582 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 583 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 584 | LayerTestResult<T, 4> L2Pooling2dSize3Stride4TestCommon( |
| 585 | armnn::IWorkloadFactory& workloadFactory, |
| 586 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 587 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 588 | float qScale = 1.0f, |
| 589 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 590 | { |
| 591 | armnn::Pooling2dDescriptor descriptor; |
| 592 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 593 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 594 | descriptor.m_StrideX = descriptor.m_StrideY = 4; |
| 595 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 596 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 597 | armnn::TensorInfo inputTensorInfo({ 1, 1, 7, 7 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 598 | auto input = QuantizedVector<T>( |
| 599 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 600 | 2.0f, 1.0f, 5.0f, 0.0f, 2.0f, 1.0f, 5.0f, |
| 601 | 1.0f, 2.0f, 2.0f, 0.0f, 1.0f, 2.0f, 2.0f, |
| 602 | 5.0f, 4.0f, 1.0f, 0.0f, 5.0f, 4.0f, 1.0f, |
| 603 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 604 | 2.0f, 1.0f, 5.0f, 0.0f, 2.0f, 1.0f, 5.0f, |
| 605 | 1.0f, 2.0f, 2.0f, 0.0f, 1.0f, 2.0f, 2.0f, |
| 606 | 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] | 607 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 608 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 609 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 610 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 611 | auto outputExpected = QuantizedVector<T>( |
| 612 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 613 | 3.0f, 3.0f, |
| 614 | 3.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 615 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 616 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 617 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 618 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 619 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 620 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 621 | } |
| 622 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 623 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 624 | LayerTestResult<T, 4> L2Pooling2dSize7TestCommon( |
| 625 | armnn::IWorkloadFactory& workloadFactory, |
| 626 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 627 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 628 | float qScale = 1.0f, |
| 629 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 630 | { |
| 631 | armnn::Pooling2dDescriptor descriptor; |
| 632 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 633 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 7; |
| 634 | descriptor.m_StrideX = descriptor.m_StrideY = 7; |
| 635 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 636 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 637 | armnn::TensorInfo inputTensorInfo({ 1, 1, 7, 7 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 638 | auto input = QuantizedVector<T>( |
| 639 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 640 | 1.0f, 0.0f, 2.0f, 0.0f, 3.0f, 0.0f, 4.0f, |
| 641 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 642 | 0.0f, 5.0f, 0.0f, 6.0f, 0.0f, 7.0f, 0.0f, |
| 643 | 8.0f, 0.0f, 9.0f, 0.0f, 10.0f, 0.0f, 5.0f, |
| 644 | 0.0f, 5.0f, 0.0f, 2.0f, 0.0f, 1.0f, 1.0f, |
| 645 | 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, |
| 646 | 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] | 647 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 648 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 649 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 650 | armnn::TensorInfo outputTensorInfo({ 1, 1, 1, 1 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 651 | auto outputExpected = QuantizedVector<T>( |
| 652 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 653 | 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 654 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 655 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 656 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 657 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 658 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 659 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 660 | } |
| 661 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 662 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 663 | LayerTestResult<T, 4> L2Pooling2dSize9TestCommon( |
| 664 | armnn::IWorkloadFactory& workloadFactory, |
| 665 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 666 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 667 | float qScale = 1.0f, |
| 668 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 669 | { |
| 670 | armnn::Pooling2dDescriptor descriptor; |
| 671 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 672 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 9; |
| 673 | descriptor.m_StrideX = descriptor.m_StrideY = 9; |
| 674 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 675 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 676 | armnn::TensorInfo inputTensorInfo({ 1, 1, 9, 9 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 677 | auto input = QuantizedVector<T>( |
| 678 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 679 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 680 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 681 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 682 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 683 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 684 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
| 685 | 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, 2.0f, 1.0f, 5.0f, |
| 686 | 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, 1.0f, 2.0f, 2.0f, |
| 687 | 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, 5.0f, 4.0f, 1.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 688 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 689 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 690 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 691 | armnn::TensorInfo outputTensorInfo({ 1, 1, 1, 1 }, ArmnnType); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 692 | auto outputExpected = QuantizedVector<T>( |
| 693 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 694 | 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 695 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 696 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 697 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 698 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 699 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 700 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 701 | } |
| 702 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 703 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 704 | LayerTestResult<T, 4> AsymmetricNonSquarePooling2dTestCommon( |
| 705 | armnn::IWorkloadFactory& workloadFactory, |
| 706 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 707 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 708 | float qScale = 1.0f, |
| 709 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 710 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 711 | armnn::TensorInfo inputTensorInfo({ 1, 1, 1, 3 }, ArmnnType); |
| 712 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 713 | |
| 714 | armnn::Pooling2dDescriptor descriptor; |
| 715 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 716 | descriptor.m_PoolWidth = 2; |
| 717 | descriptor.m_PoolHeight = 3; |
| 718 | descriptor.m_StrideX = 2; |
| 719 | descriptor.m_StrideY = 1; |
| 720 | descriptor.m_PadLeft = 2; |
| 721 | descriptor.m_PadRight = 0; |
| 722 | descriptor.m_PadTop = 1; |
| 723 | descriptor.m_PadBottom = 2; |
| 724 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 725 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 726 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 727 | // Construct input data. |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 728 | auto input = QuantizedVector<T>( |
| 729 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 730 | 1.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 731 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 732 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 733 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 734 | // These were calculated manually. |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 735 | auto outputExpected = QuantizedVector<T>( |
| 736 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 737 | 0.0f, 3.0f, 0.0f, 3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 738 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 739 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 740 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 741 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 742 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 743 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 744 | } |
| 745 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 746 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 747 | LayerTestResult<T, 4> ComparePooling2dTestCommon( |
| 748 | armnn::IWorkloadFactory& workloadFactory, |
| 749 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 750 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 751 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 752 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 753 | armnn::PoolingAlgorithm poolingType, |
| 754 | float qScale = 1.0f, |
| 755 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 756 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 757 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 758 | const unsigned int inputWidth = 16; |
| 759 | const unsigned int inputHeight = 32; |
| 760 | const unsigned int channelCount = 2; |
| 761 | const unsigned int batchSize = 5; |
| 762 | |
| 763 | const unsigned int poolSize = 3; |
| 764 | const unsigned int strideX = 2; |
| 765 | const unsigned int strideY = 4; |
| 766 | const unsigned int padX = 0; |
| 767 | const unsigned int padY = 0; |
| 768 | |
| 769 | const unsigned int outputWidth = (inputWidth + 2 * padX + strideX - poolSize) / strideX; |
| 770 | const unsigned int outputHeight = (inputHeight + 2 * padY + strideY - poolSize) / strideY; |
| 771 | |
| 772 | armnn::TensorInfo inputTensorInfo; |
| 773 | armnn::TensorInfo outputTensorInfo; |
| 774 | |
| 775 | unsigned int inputShape[] = { batchSize, channelCount, inputHeight, inputWidth }; |
| 776 | unsigned int outputShape[] = { batchSize, channelCount, outputHeight, outputWidth }; |
| 777 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 778 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 779 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 780 | |
| 781 | // Set quantization parameters if the requested type is a quantized type. |
| 782 | if(armnn::IsQuantizedType<T>()) |
| 783 | { |
| 784 | inputTensorInfo.SetQuantizationScale(qScale); |
| 785 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 786 | outputTensorInfo.SetQuantizationScale(qScale); |
| 787 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 788 | } |
| 789 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 790 | std::vector<T> input = MakeRandomTensor<T>(inputTensorInfo, 81715); |
| 791 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 792 | std::vector<T> expectedOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 793 | |
| 794 | LayerTestResult<T, 4> comparisonResult(outputTensorInfo); |
| 795 | |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 796 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 797 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 798 | |
| 799 | armnn::Pooling2dQueueDescriptor data; |
| 800 | armnn::WorkloadInfo info; |
| 801 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 802 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 803 | data.m_Parameters.m_PoolType = poolingType; |
| 804 | data.m_Parameters.m_PoolWidth = poolSize; |
| 805 | data.m_Parameters.m_PoolHeight = poolSize; |
| 806 | data.m_Parameters.m_StrideX = strideX; |
| 807 | data.m_Parameters.m_StrideY = strideY; |
| 808 | data.m_Parameters.m_PadLeft = padX; |
| 809 | data.m_Parameters.m_PadRight = padX; |
| 810 | data.m_Parameters.m_PadTop = padY; |
| 811 | data.m_Parameters.m_PadBottom = padY; |
| 812 | data.m_Parameters.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 813 | |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 814 | std::unique_ptr<armnn::ITensorHandle> outputHandleRef = refTensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
| 815 | std::unique_ptr<armnn::ITensorHandle> inputHandleRef = refTensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 816 | |
| 817 | // 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] | 818 | armnn::BackendId backend = workloadFactory.GetBackendId(); |
Francis Murtagh | b28e525 | 2022-02-09 14:36:04 +0000 | [diff] [blame] | 819 | |
| 820 | auto handle = armnn::GetILayerSupportByBackendId(backend); |
| 821 | comparisonResult.m_Supported = handle.IsPooling2dSupported(inputTensorInfo, |
| 822 | outputTensorInfo, |
| 823 | data.m_Parameters); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 824 | if (!comparisonResult.m_Supported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 825 | { |
| 826 | return comparisonResult; |
| 827 | } |
| 828 | |
| 829 | armnn::Pooling2dQueueDescriptor refData = data; |
| 830 | armnn::WorkloadInfo refInfo = info; |
| 831 | SetWorkloadInput(refData, refInfo, 0, inputTensorInfo, inputHandleRef.get()); |
| 832 | SetWorkloadOutput(refData, refInfo, 0, outputTensorInfo, outputHandleRef.get()); |
| 833 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 834 | std::unique_ptr<armnn::IWorkload> workload |
| 835 | = workloadFactory.CreateWorkload(armnn::LayerType::Pooling2d, data, info); |
| 836 | std::unique_ptr<armnn::IWorkload> workloadRef |
| 837 | = refWorkloadFactory.CreateWorkload(armnn::LayerType::Pooling2d, refData, refInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 838 | |
| 839 | outputHandleRef->Allocate(); |
| 840 | inputHandleRef->Allocate(); |
| 841 | inputHandle->Allocate(); |
| 842 | outputHandle->Allocate(); |
| 843 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 844 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
| 845 | CopyDataToITensorHandle(inputHandleRef.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 846 | |
| 847 | workload->Execute(); |
| 848 | workloadRef->Execute(); |
| 849 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 850 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
| 851 | CopyDataFromITensorHandle(expectedOutput.data(), outputHandleRef.get()); |
| 852 | |
| 853 | comparisonResult.m_ActualData = actualOutput; |
| 854 | comparisonResult.m_ExpectedData = expectedOutput; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 855 | |
| 856 | return comparisonResult; |
| 857 | } |
| 858 | |
| 859 | // |
| 860 | // Tests max pooling with the following parameters: |
| 861 | // |
| 862 | // Pooling size: 2x2 |
| 863 | // Stride: (2,2) |
| 864 | // input size: 4x4 |
| 865 | // channels: 1 |
| 866 | // batch size: 1 |
| 867 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 868 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 869 | LayerTestResult<T, 4> SimpleMaxPooling2dSize2x2Stride2x2TestCommon( |
| 870 | armnn::IWorkloadFactory& workloadFactory, |
| 871 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 872 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 873 | bool forceNoPadding, |
| 874 | float qScale = 1.0f, |
| 875 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 876 | { |
| 877 | armnn::Pooling2dDescriptor descriptor; |
| 878 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 879 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 880 | descriptor.m_StrideX = 2; |
| 881 | descriptor.m_StrideY = 2; |
| 882 | descriptor.m_PadLeft = descriptor.m_PadRight = forceNoPadding ? 0 : 3; |
| 883 | descriptor.m_PadTop = descriptor.m_PadBottom = 0; |
| 884 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 885 | descriptor.m_PaddingMethod = armnn::PaddingMethod::Exclude; |
| 886 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 887 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 888 | unsigned int inputWidth = 4; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 889 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 890 | unsigned int inputHeight = 4; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 891 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 892 | unsigned int outputWidth = |
| 893 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 894 | descriptor.m_StrideX; |
| 895 | unsigned int outputHeight = |
| 896 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 897 | descriptor.m_StrideY; |
| 898 | unsigned int channels = 1; |
| 899 | unsigned int batchSize = 1; |
| 900 | |
| 901 | std::vector<float> inputData = { |
| 902 | 510.0f, 222.0f, 780.0f, 654.0f, |
| 903 | 141.0f, 276.0f, 15.0f, 546.0f, |
| 904 | 303.0f, 618.0f, 582.0f, 339.0f, |
| 905 | 438.0f, 564.0f, 573.0f, 402.0f |
| 906 | }; |
| 907 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 908 | // 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] | 909 | std::vector<float> expectedOutputDataWithPadding = { |
| 910 | 0.0f, 510.0f, 780.0f, 654.0f, 0.0f, |
| 911 | 0.0f, 438.0f, 618.0f, 402.0f, 0.0f |
| 912 | }; |
| 913 | |
| 914 | std::vector<float> expectedOutputDataNoPadding = { |
| 915 | 510.0f, 780.0f, |
| 916 | 618.0f, 582.0f |
| 917 | }; |
| 918 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 919 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 920 | |
| 921 | // Scale and offset should match input - we're just calculating maximum values. |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 922 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 923 | |
| 924 | // Set quantization parameters if the requested type is a quantized type. |
| 925 | if(armnn::IsQuantizedType<T>()) |
| 926 | { |
| 927 | inputTensorInfo.SetQuantizationScale(qScale); |
| 928 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 929 | outputTensorInfo.SetQuantizationScale(qScale); |
| 930 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 931 | } |
| 932 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 933 | auto input = QuantizedVector<T>(inputData, qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 934 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 935 | auto outputExpected = |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 936 | forceNoPadding ? QuantizedVector<T>(expectedOutputDataNoPadding, qScale, qOffset) : |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 937 | QuantizedVector<T>(expectedOutputDataWithPadding, qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 938 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 939 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 940 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 941 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 942 | } |
| 943 | |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 944 | // |
| 945 | // Tests max pooling with the following parameters: |
| 946 | // |
| 947 | // Pooling size: 3x2 |
| 948 | // Stride: (2,2) |
| 949 | // input size: 3x2 |
| 950 | // channels: 1 |
| 951 | // batch size: 1 |
| 952 | // |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 953 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 954 | LayerTestResult<T, 4> IgnorePaddingAveragePooling2dSize3x2Stride2x2TestCommon( |
| 955 | armnn::IWorkloadFactory& workloadFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 956 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 957 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 958 | bool forceNoPadding, |
| 959 | float qScale = 1.0f, |
| 960 | int32_t qOffset = 0) |
| 961 | { |
| 962 | armnn::Pooling2dDescriptor descriptor; |
| 963 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 964 | descriptor.m_PoolWidth = 3; |
| 965 | descriptor.m_PoolHeight = 2; |
| 966 | descriptor.m_StrideX = 2; |
| 967 | descriptor.m_StrideY = 2; |
| 968 | descriptor.m_PadLeft = (forceNoPadding) ? 0 : 1; |
| 969 | descriptor.m_PadRight = descriptor.m_PadLeft; |
| 970 | descriptor.m_PadTop = 0; |
| 971 | descriptor.m_PadBottom = 0; |
| 972 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Floor; |
| 973 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 974 | |
| 975 | unsigned int inputWidth = 3; |
| 976 | unsigned int inputHeight = 2; |
| 977 | unsigned int outputWidth = |
| 978 | (inputWidth + descriptor.m_PadLeft + descriptor.m_PadRight + descriptor.m_StrideX - descriptor.m_PoolWidth) / |
| 979 | descriptor.m_StrideX; |
| 980 | unsigned int outputHeight = |
| 981 | (inputHeight + descriptor.m_PadTop + descriptor.m_PadBottom + descriptor.m_StrideY - descriptor.m_PoolHeight) / |
| 982 | descriptor.m_StrideY; |
| 983 | unsigned int channels = 1; |
| 984 | unsigned int batchSize = 1; |
| 985 | |
| 986 | std::vector<float> inputData = { |
| 987 | 3.0f, 6.0f, 9.0f, |
| 988 | 12.0f, 15.0f, 18.0f, |
| 989 | }; |
| 990 | |
| 991 | std::vector<float> expectedOutputDataWithPadding = { |
| 992 | 6.0f, 8.0f, |
| 993 | }; |
| 994 | |
| 995 | std::vector<float> expectedOutputDataNoPadding = { |
| 996 | 10.5f, |
| 997 | }; |
| 998 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 999 | armnn::TensorInfo inputTensorInfo({ batchSize, channels, inputHeight, inputWidth }, ArmnnType); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1000 | |
| 1001 | // Scale and offset should match input - we're just calculating average values. |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1002 | armnn::TensorInfo outputTensorInfo({ batchSize, channels, outputHeight, outputWidth }, ArmnnType); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1003 | |
| 1004 | // Set quantization parameters if the requested type is a quantized type. |
| 1005 | if(armnn::IsQuantizedType<T>()) |
| 1006 | { |
| 1007 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1008 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1009 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1010 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1011 | } |
| 1012 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1013 | auto input = QuantizedVector<T>(inputData, qScale, qOffset); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1014 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1015 | auto outputExpected = |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1016 | forceNoPadding ? QuantizedVector<T>(expectedOutputDataNoPadding, qScale, qOffset) : |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1017 | QuantizedVector<T>(expectedOutputDataWithPadding, qScale, qOffset); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1018 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1019 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1020 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1021 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1022 | } |
| 1023 | |
| 1024 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1025 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1026 | LayerTestResult<T, 4> IgnorePaddingSimpleMaxPooling2dTestCommon( |
| 1027 | armnn::IWorkloadFactory& workloadFactory, |
| 1028 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1029 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1030 | float qScale = 1.0f, |
| 1031 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1032 | { |
| 1033 | armnn::Pooling2dDescriptor descriptor; |
| 1034 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 1035 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1036 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1037 | descriptor.m_PadLeft = 1; |
| 1038 | descriptor.m_PadRight = 1; |
| 1039 | descriptor.m_PadTop = 1; |
| 1040 | descriptor.m_PadBottom = 1; |
| 1041 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1042 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1043 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1044 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1045 | |
| 1046 | // Set quantization parameters if the requested type is a quantized type. |
| 1047 | if(armnn::IsQuantizedType<T>()) |
| 1048 | { |
| 1049 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1050 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1051 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1052 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1053 | } |
| 1054 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1055 | auto input = QuantizedVector<T>( |
| 1056 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1057 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1058 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1059 | 1.0f, 2.0f, -3.0f, -4.0f, |
| 1060 | 1.0f, 2.0f, -3.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1061 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1062 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1063 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1064 | auto outputExpected = QuantizedVector<T>( |
| 1065 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1066 | -1.0f, 3.0f, 4.0f, |
| 1067 | 1.0f, 3.0f, 4.0f, |
| 1068 | 1.0f, 2.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1069 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1070 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1071 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1072 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1073 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1074 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1075 | } |
| 1076 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1077 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1078 | LayerTestResult<T, 4> IgnorePaddingMaxPooling2dSize3TestCommon( |
| 1079 | armnn::IWorkloadFactory& workloadFactory, |
| 1080 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1081 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1082 | float qScale = 1.0f, |
| 1083 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1084 | { |
| 1085 | armnn::Pooling2dDescriptor descriptor; |
| 1086 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Max; |
| 1087 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1088 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1089 | descriptor.m_PadLeft = 1; |
| 1090 | descriptor.m_PadRight = 1; |
| 1091 | descriptor.m_PadTop = 1; |
| 1092 | descriptor.m_PadBottom = 1; |
| 1093 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1094 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1095 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1096 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1097 | |
| 1098 | // Set quantization parameters if the requested type is a quantized type. |
| 1099 | if(armnn::IsQuantizedType<T>()) |
| 1100 | { |
| 1101 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1102 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1103 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1104 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1105 | } |
| 1106 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1107 | auto input = QuantizedVector<T>( |
| 1108 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1109 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1110 | -1.0f, -2.0f, 3.0f, 4.0f, |
| 1111 | 1.0f, 2.0f, -3.0f, -4.0f, |
| 1112 | 1.0f, 2.0f, -3.0f, -4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1113 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1114 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1115 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1116 | auto outputExpected = QuantizedVector<T>( |
| 1117 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1118 | -1.0f, 3.0f, 4.0f, 4.0f, |
| 1119 | 2.0f, 3.0f, 4.0f, 4.0f, |
| 1120 | 2.0f, 3.0f, 4.0f, 4.0f, |
| 1121 | 2.0f, 2.0f, 2.0f, -3.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1122 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1123 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1124 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1125 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1126 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1127 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1128 | } |
| 1129 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1130 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1131 | LayerTestResult<T, 4> IgnorePaddingSimpleAveragePooling2dTestCommon( |
| 1132 | armnn::IWorkloadFactory& workloadFactory, |
| 1133 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1134 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1135 | float qScale = 1.0f, |
| 1136 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1137 | { |
| 1138 | armnn::Pooling2dDescriptor descriptor; |
| 1139 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1140 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1141 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1142 | descriptor.m_PadLeft = 1; |
| 1143 | descriptor.m_PadRight = 1; |
| 1144 | descriptor.m_PadTop = 1; |
| 1145 | descriptor.m_PadBottom = 1; |
| 1146 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1147 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1148 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1149 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1150 | |
| 1151 | // Set quantization parameters if the requested type is a quantized type. |
| 1152 | if(armnn::IsQuantizedType<T>()) |
| 1153 | { |
| 1154 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1155 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1156 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1157 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1158 | } |
| 1159 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1160 | auto input = QuantizedVector<T>( |
| 1161 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1162 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1163 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1164 | 12.0f, 20.0f, 32.0f, 40.0f, |
| 1165 | 12.0f, 20.0f, 32.0f, 40.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1166 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1167 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1168 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1169 | auto outputExpected = QuantizedVector<T>( |
| 1170 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1171 | 3.0f, 13.0f, 10.0f, |
| 1172 | 6.0f, 26.0f, 20.0f, |
| 1173 | 3.0f, 13.0f, 10.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1174 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1175 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1176 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1177 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1178 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1179 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1180 | } |
| 1181 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1182 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1183 | LayerTestResult<T, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon( |
| 1184 | armnn::IWorkloadFactory& workloadFactory, |
| 1185 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1186 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1187 | float qScale = 1.0f, |
| 1188 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1189 | { |
| 1190 | armnn::Pooling2dDescriptor descriptor; |
| 1191 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1192 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1193 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1194 | descriptor.m_PadLeft = 0; |
| 1195 | descriptor.m_PadRight = 0; |
| 1196 | descriptor.m_PadTop = 0; |
| 1197 | descriptor.m_PadBottom = 0; |
| 1198 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1199 | descriptor.m_OutputShapeRounding = armnn::OutputShapeRounding::Ceiling; |
| 1200 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1201 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4}, ArmnnType); |
| 1202 | armnn::TensorInfo outputTensorInfo({ 1, 1, 2, 2 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1203 | |
| 1204 | // Set quantization parameters if the requested type is a quantized type. |
| 1205 | if(armnn::IsQuantizedType<T>()) |
| 1206 | { |
| 1207 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1208 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1209 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1210 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1211 | } |
| 1212 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1213 | auto input = QuantizedVector<T>( |
| 1214 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1215 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1216 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1217 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1218 | 1.0f, 2.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1219 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1220 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1221 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1222 | auto outputExpected = QuantizedVector<T>( |
| 1223 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1224 | 2.0f, 3.5f, |
| 1225 | 2.0f, 3.5f |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1226 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1227 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1228 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1229 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1230 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1231 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1232 | } |
| 1233 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1234 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1235 | LayerTestResult<T, 4> IgnorePaddingAveragePooling2dSize3TestCommon( |
| 1236 | armnn::IWorkloadFactory& workloadFactory, |
| 1237 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1238 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1239 | float qScale = 1.0f, |
| 1240 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1241 | { |
| 1242 | armnn::Pooling2dDescriptor descriptor; |
| 1243 | descriptor.m_PoolType = armnn::PoolingAlgorithm::Average; |
| 1244 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1245 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1246 | descriptor.m_PadLeft = 1; |
| 1247 | descriptor.m_PadRight = 1; |
| 1248 | descriptor.m_PadTop = 1; |
| 1249 | descriptor.m_PadBottom = 1; |
| 1250 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1251 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1252 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1253 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1254 | |
| 1255 | // Set quantization parameters if the requested type is a quantized type. |
| 1256 | if(armnn::IsQuantizedType<T>()) |
| 1257 | { |
| 1258 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1259 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1260 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1261 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1262 | } |
| 1263 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1264 | auto input = QuantizedVector<T>( |
| 1265 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1266 | 9.0f, 27.0f, 18.0f, 36.0f, |
| 1267 | 18.0f, 9.0f, 18.0f, 9.0f, |
| 1268 | 27.0f, 18.0f, 9.0f, 27.0f, |
| 1269 | 9.0f, 27.0f, 9.0f, 18.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1270 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1271 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1272 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1273 | auto outputExpected = QuantizedVector<T>( |
| 1274 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1275 | 7.0f, 11.0f, 13.0f, 9.0f, |
| 1276 | 12.0f, 17.0f, 19.0f, 13.0f, |
| 1277 | 12.0f, 16.0f, 16.0f, 10.0f, |
| 1278 | 9.0f, 11.0f, 12.0f, 7.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1279 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1280 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1281 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1282 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1283 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1284 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1285 | } |
| 1286 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1287 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1288 | LayerTestResult<T, 4> IgnorePaddingSimpleL2Pooling2dTestCommon( |
| 1289 | armnn::IWorkloadFactory& workloadFactory, |
| 1290 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1291 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1292 | float qScale = 1.0f, |
| 1293 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1294 | { |
| 1295 | armnn::Pooling2dDescriptor descriptor; |
| 1296 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 1297 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 2; |
| 1298 | descriptor.m_StrideX = descriptor.m_StrideY = 2; |
| 1299 | descriptor.m_PadLeft = 1; |
| 1300 | descriptor.m_PadRight = 1; |
| 1301 | descriptor.m_PadTop = 1; |
| 1302 | descriptor.m_PadBottom = 1; |
| 1303 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1304 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1305 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1306 | armnn::TensorInfo outputTensorInfo({ 1, 1, 3, 3 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1307 | |
| 1308 | // Set quantization parameters if the requested type is a quantized type. |
| 1309 | if(armnn::IsQuantizedType<T>()) |
| 1310 | { |
| 1311 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1312 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1313 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1314 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1315 | } |
| 1316 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1317 | auto input = QuantizedVector<T>( |
| 1318 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1319 | 2.0f, 4.0f, 8.0f, 16.0f, |
| 1320 | 4.0f, 2.0f, 2.0f, 4.0f, |
| 1321 | 8.0f, 2.0f, 4.0f, 2.0f, |
| 1322 | 16.0f, 2.0f, 2.0f, 8.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1323 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1324 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1325 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1326 | auto outputExpected = QuantizedVector<T>( |
| 1327 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1328 | 1.0f, 4.4721f, 8.0f, |
| 1329 | 4.4721f, 2.6457f, 2.236f, |
| 1330 | 8.0f, 1.4142f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1331 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1332 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1333 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1334 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1335 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1336 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1337 | } |
| 1338 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1339 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1340 | LayerTestResult<T, 4> IgnorePaddingL2Pooling2dSize3TestCommon( |
| 1341 | armnn::IWorkloadFactory& workloadFactory, |
| 1342 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1343 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1344 | float qScale = 1.0f, |
| 1345 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1346 | { |
| 1347 | armnn::Pooling2dDescriptor descriptor; |
| 1348 | descriptor.m_PoolType = armnn::PoolingAlgorithm::L2; |
| 1349 | descriptor.m_PoolWidth = descriptor.m_PoolHeight = 3; |
| 1350 | descriptor.m_StrideX = descriptor.m_StrideY = 1; |
| 1351 | descriptor.m_PadLeft = 1; |
| 1352 | descriptor.m_PadRight = 1; |
| 1353 | descriptor.m_PadTop = 1; |
| 1354 | descriptor.m_PadBottom = 1; |
| 1355 | descriptor.m_PaddingMethod = armnn::PaddingMethod::IgnoreValue; |
| 1356 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1357 | armnn::TensorInfo inputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
| 1358 | armnn::TensorInfo outputTensorInfo({ 1, 1, 4, 4 }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1359 | |
| 1360 | // Set quantization parameters if the requested type is a quantized type. |
| 1361 | if(armnn::IsQuantizedType<T>()) |
| 1362 | { |
| 1363 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1364 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1365 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1366 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1367 | } |
| 1368 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1369 | auto input = QuantizedVector<T>( |
| 1370 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1371 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1372 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1373 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 1374 | 1.0f, 2.0f, 3.0f, 4.0f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1375 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1376 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1377 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1378 | auto outputExpected = QuantizedVector<T>( |
| 1379 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1380 | 1.0540f, 1.7638f, 2.5385f, 2.3570f, |
| 1381 | 1.2909f, 2.1602f, 3.1091f, 2.8867f, |
| 1382 | 1.2909f, 2.1602f, 3.1091f, 2.8867f, |
| 1383 | 1.0540f, 1.7638f, 2.5385f, 2.3570f, |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 1384 | }, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1385 | qScale, qOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1386 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1387 | return SimplePooling2dTestImpl<ArmnnType>( |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1388 | workloadFactory, memoryManager, tensorHandleFactory, descriptor, qScale, qOffset, |
| 1389 | input, outputExpected, inputTensorInfo.GetShape(), outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1390 | } |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1391 | |
| 1392 | } // anonymous namespace |
| 1393 | |
| 1394 | LayerTestResult<float, 4> SimpleMaxPooling2dSize2x2Stride2x2Test( |
| 1395 | armnn::IWorkloadFactory& workloadFactory, |
| 1396 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1397 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1398 | bool forceNoPadding) |
| 1399 | { |
| 1400 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1401 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1402 | } |
| 1403 | |
| 1404 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dSize2x2Stride2x2Uint8Test( |
| 1405 | armnn::IWorkloadFactory& workloadFactory, |
| 1406 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1407 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1408 | bool forceNoPadding) |
| 1409 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1410 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1411 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding, 3.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1412 | } |
| 1413 | |
| 1414 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dSize2x2Stride2x2Int16Test( |
| 1415 | armnn::IWorkloadFactory& workloadFactory, |
| 1416 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1417 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1418 | bool forceNoPadding) |
| 1419 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1420 | return SimpleMaxPooling2dSize2x2Stride2x2TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1421 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1422 | } |
| 1423 | |
| 1424 | LayerTestResult<float, 4> SimpleMaxPooling2dSize3x3Stride2x4Test( |
| 1425 | armnn::IWorkloadFactory& workloadFactory, |
| 1426 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1427 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1428 | bool forceNoPadding) |
| 1429 | { |
| 1430 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1431 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1432 | } |
| 1433 | |
| 1434 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dSize3x3Stride2x4Uint8Test( |
| 1435 | armnn::IWorkloadFactory& workloadFactory, |
| 1436 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1437 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1438 | bool forceNoPadding) |
| 1439 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1440 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1441 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding, 0.1f, 128); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1442 | } |
| 1443 | |
| 1444 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dSize3x3Stride2x4Int16Test( |
| 1445 | armnn::IWorkloadFactory& workloadFactory, |
| 1446 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1447 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1448 | bool forceNoPadding) |
| 1449 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1450 | return SimpleMaxPooling2dSize3x3Stride2x4TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1451 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1452 | } |
| 1453 | |
| 1454 | LayerTestResult<float, 4> SimpleMaxPooling2dTest( |
| 1455 | armnn::IWorkloadFactory& workloadFactory, |
| 1456 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1457 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1458 | const armnn::DataLayout dataLayout) |
| 1459 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1460 | return SimpleMaxPooling2dTestCommon<armnn::DataType::Float32>( |
| 1461 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1462 | } |
| 1463 | |
| 1464 | LayerTestResult<uint8_t, 4> SimpleMaxPooling2dUint8Test( |
| 1465 | armnn::IWorkloadFactory& workloadFactory, |
| 1466 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1467 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1468 | const armnn::DataLayout dataLayout) |
| 1469 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1470 | return SimpleMaxPooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1471 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1472 | } |
| 1473 | |
| 1474 | LayerTestResult<int16_t, 4> SimpleMaxPooling2dInt16Test( |
| 1475 | armnn::IWorkloadFactory& workloadFactory, |
| 1476 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1477 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1478 | const armnn::DataLayout dataLayout) |
| 1479 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1480 | return SimpleMaxPooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1481 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1482 | } |
| 1483 | LayerTestResult<float, 4> IgnorePaddingSimpleMaxPooling2dTest( |
| 1484 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1485 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1486 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1487 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1488 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::Float32>( |
| 1489 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1490 | } |
| 1491 | |
| 1492 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleMaxPooling2dUint8Test( |
| 1493 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1494 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1495 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1496 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1497 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1498 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1499 | } |
| 1500 | |
| 1501 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleMaxPooling2dInt16Test( |
| 1502 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1503 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1504 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1505 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1506 | return IgnorePaddingSimpleMaxPooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1507 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1508 | } |
| 1509 | |
| 1510 | LayerTestResult<float, 4> IgnorePaddingMaxPooling2dSize3Test( |
| 1511 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1512 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1513 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1514 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1515 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1516 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1517 | } |
| 1518 | |
| 1519 | LayerTestResult<uint8_t, 4> IgnorePaddingMaxPooling2dSize3Uint8Test( |
| 1520 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1521 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1522 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1523 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1524 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1525 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -5); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1526 | } |
| 1527 | |
| 1528 | LayerTestResult<int16_t, 4> IgnorePaddingMaxPooling2dSize3Int16Test( |
| 1529 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1530 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1531 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1532 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1533 | return IgnorePaddingMaxPooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1534 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1535 | } |
| 1536 | |
| 1537 | LayerTestResult<float, 4> SimpleAveragePooling2dTest( |
| 1538 | armnn::IWorkloadFactory& workloadFactory, |
| 1539 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1540 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1541 | const armnn::DataLayout dataLayout) |
| 1542 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1543 | return SimpleAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1544 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1545 | } |
| 1546 | |
| 1547 | LayerTestResult<uint8_t, 4> SimpleAveragePooling2dUint8Test( |
| 1548 | armnn::IWorkloadFactory& workloadFactory, |
| 1549 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1550 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1551 | const armnn::DataLayout dataLayout) |
| 1552 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1553 | return SimpleAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1554 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout, 0.5, -1); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1555 | } |
| 1556 | |
| 1557 | LayerTestResult<int16_t, 4> SimpleAveragePooling2dInt16Test( |
| 1558 | armnn::IWorkloadFactory& workloadFactory, |
| 1559 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1560 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1561 | const armnn::DataLayout dataLayout) |
| 1562 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1563 | return SimpleAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1564 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1565 | } |
| 1566 | |
| 1567 | LayerTestResult<float, 4> IgnorePaddingAveragePooling2dSize3x2Stride2x2Test( |
| 1568 | armnn::IWorkloadFactory& workloadFactory, |
| 1569 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1570 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1571 | bool forceNoPadding) |
| 1572 | { |
| 1573 | return IgnorePaddingAveragePooling2dSize3x2Stride2x2TestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1574 | workloadFactory, memoryManager, tensorHandleFactory, forceNoPadding); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1575 | } |
| 1576 | |
| 1577 | LayerTestResult<float, 4> LargeTensorsAveragePooling2dTest( |
| 1578 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1579 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1580 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1581 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1582 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1583 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1584 | } |
| 1585 | |
| 1586 | LayerTestResult<uint8_t, 4> LargeTensorsAveragePooling2dUint8Test( |
| 1587 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1588 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1589 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1590 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1591 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1592 | workloadFactory, memoryManager, tensorHandleFactory, 0.5, -1); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1593 | } |
| 1594 | |
| 1595 | LayerTestResult<int16_t, 4> LargeTensorsAveragePooling2dInt16Test( |
| 1596 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1597 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1598 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1599 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1600 | return LargeTensorsAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1601 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1602 | } |
| 1603 | LayerTestResult<float, 4> IgnorePaddingSimpleAveragePooling2dTest( |
| 1604 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1605 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1606 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1607 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1608 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::Float32>( |
| 1609 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1610 | } |
| 1611 | |
| 1612 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleAveragePooling2dUint8Test( |
| 1613 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1614 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1615 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1616 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1617 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1618 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1619 | } |
| 1620 | |
| 1621 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleAveragePooling2dInt16Test( |
| 1622 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1623 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1624 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1625 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1626 | return IgnorePaddingSimpleAveragePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1627 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1628 | } |
| 1629 | |
| 1630 | LayerTestResult<float, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingTest( |
| 1631 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1632 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1633 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1634 | { |
| 1635 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1636 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1637 | } |
| 1638 | |
| 1639 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test( |
| 1640 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1641 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1642 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1643 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1644 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1645 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1646 | } |
| 1647 | |
| 1648 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingInt16Test( |
| 1649 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1650 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1651 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1652 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1653 | return IgnorePaddingSimpleAveragePooling2dNoPaddingTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1654 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1655 | } |
| 1656 | |
| 1657 | LayerTestResult<float, 4> IgnorePaddingAveragePooling2dSize3Test( |
| 1658 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1659 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1660 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1661 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1662 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1663 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1664 | } |
| 1665 | |
| 1666 | LayerTestResult<uint8_t, 4> IgnorePaddingAveragePooling2dSize3Uint8Test( |
| 1667 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1668 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1669 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1670 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1671 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1672 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1673 | } |
| 1674 | |
| 1675 | LayerTestResult<int16_t, 4> IgnorePaddingAveragePooling2dSize3Int16Test( |
| 1676 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1677 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1678 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1679 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1680 | return IgnorePaddingAveragePooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1681 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1682 | } |
| 1683 | |
| 1684 | LayerTestResult<float, 4> SimpleL2Pooling2dTest( |
| 1685 | armnn::IWorkloadFactory& workloadFactory, |
| 1686 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1687 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1688 | const armnn::DataLayout dataLayout) |
| 1689 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1690 | return SimpleL2Pooling2dTestCommon<armnn::DataType::Float32>( |
| 1691 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1692 | } |
| 1693 | |
| 1694 | LayerTestResult<uint8_t, 4> SimpleL2Pooling2dUint8Test( |
| 1695 | armnn::IWorkloadFactory& workloadFactory, |
| 1696 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1697 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1698 | const armnn::DataLayout dataLayout) |
| 1699 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1700 | return SimpleL2Pooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1701 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1702 | } |
| 1703 | |
| 1704 | LayerTestResult<int16_t, 4> SimpleL2Pooling2dInt16Test( |
| 1705 | armnn::IWorkloadFactory& workloadFactory, |
| 1706 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1707 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1708 | const armnn::DataLayout dataLayout) |
| 1709 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1710 | return SimpleL2Pooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1711 | workloadFactory, memoryManager, tensorHandleFactory, dataLayout); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1712 | } |
| 1713 | |
| 1714 | LayerTestResult<float, 4> L2Pooling2dSize3Stride1Test( |
| 1715 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1716 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1717 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1718 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1719 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::Float32>( |
| 1720 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1721 | } |
| 1722 | |
| 1723 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride1Uint8Test( |
| 1724 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1725 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1726 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1727 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1728 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::QAsymmU8>( |
| 1729 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1730 | } |
| 1731 | |
| 1732 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride1Int16Test( |
| 1733 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1734 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1735 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1736 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1737 | return L2Pooling2dSize3Stride1TestCommon<armnn::DataType::QSymmS16>( |
| 1738 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1739 | } |
| 1740 | |
| 1741 | LayerTestResult<float, 4> L2Pooling2dSize3Stride3Test( |
| 1742 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1743 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1744 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1745 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1746 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::Float32>( |
| 1747 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1748 | } |
| 1749 | |
| 1750 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride3Uint8Test( |
| 1751 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1752 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1753 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1754 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1755 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::QAsymmU8>( |
| 1756 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1757 | } |
| 1758 | |
| 1759 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride3Int16Test( |
| 1760 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1761 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1762 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1763 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1764 | return L2Pooling2dSize3Stride3TestCommon<armnn::DataType::QSymmS16>( |
| 1765 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1766 | } |
| 1767 | LayerTestResult<float, 4> L2Pooling2dSize3Stride4Test( |
| 1768 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1769 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1770 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1771 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1772 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::Float32>( |
| 1773 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1774 | } |
| 1775 | |
| 1776 | LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride4Uint8Test( |
| 1777 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1778 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1779 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1780 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1781 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::QAsymmU8>( |
| 1782 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1783 | } |
| 1784 | |
| 1785 | LayerTestResult<int16_t, 4> L2Pooling2dSize3Stride4Int16Test( |
| 1786 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1787 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1788 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1789 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1790 | return L2Pooling2dSize3Stride4TestCommon<armnn::DataType::QSymmS16>( |
| 1791 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1792 | } |
| 1793 | |
| 1794 | LayerTestResult<float, 4> L2Pooling2dSize7Test( |
| 1795 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1796 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1797 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1798 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1799 | return L2Pooling2dSize7TestCommon<armnn::DataType::Float32>( |
| 1800 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1801 | } |
| 1802 | |
| 1803 | LayerTestResult<uint8_t, 4> L2Pooling2dSize7Uint8Test( |
| 1804 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1805 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1806 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1807 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1808 | return L2Pooling2dSize7TestCommon<armnn::DataType::QAsymmU8>( |
| 1809 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1810 | } |
| 1811 | |
| 1812 | LayerTestResult<int16_t, 4> L2Pooling2dSize7Int16Test( |
| 1813 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1814 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1815 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1816 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1817 | return L2Pooling2dSize7TestCommon<armnn::DataType::QSymmS16>( |
| 1818 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1819 | } |
| 1820 | |
| 1821 | LayerTestResult<float, 4> L2Pooling2dSize9Test( |
| 1822 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1823 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1824 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1825 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1826 | return L2Pooling2dSize9TestCommon<armnn::DataType::Float32>( |
| 1827 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1828 | } |
| 1829 | |
| 1830 | LayerTestResult<uint8_t, 4> L2Pooling2dSize9Uint8Test( |
| 1831 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1832 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1833 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1834 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1835 | return L2Pooling2dSize9TestCommon<armnn::DataType::QAsymmU8>( |
| 1836 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1837 | } |
| 1838 | |
| 1839 | LayerTestResult<int16_t, 4> L2Pooling2dSize9Int16Test( |
| 1840 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1841 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1842 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1843 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1844 | return L2Pooling2dSize9TestCommon<armnn::DataType::QSymmS16>( |
| 1845 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1846 | } |
| 1847 | LayerTestResult<float, 4> IgnorePaddingSimpleL2Pooling2dTest( |
| 1848 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1849 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1850 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1851 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1852 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::Float32>( |
| 1853 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1854 | } |
| 1855 | |
| 1856 | LayerTestResult<uint8_t, 4> IgnorePaddingSimpleL2Pooling2dUint8Test( |
| 1857 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1858 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1859 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1860 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1861 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1862 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1863 | } |
| 1864 | |
| 1865 | LayerTestResult<int16_t, 4> IgnorePaddingSimpleL2Pooling2dInt16Test( |
| 1866 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1867 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1868 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1869 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1870 | return IgnorePaddingSimpleL2Pooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1871 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1872 | } |
| 1873 | |
| 1874 | LayerTestResult<float, 4> IgnorePaddingL2Pooling2dSize3Test( |
| 1875 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1876 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1877 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1878 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1879 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::Float32>( |
| 1880 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1881 | } |
| 1882 | |
| 1883 | LayerTestResult<uint8_t, 4> IgnorePaddingL2Pooling2dSize3Uint8Test( |
| 1884 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1885 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1886 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1887 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1888 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::QAsymmU8>( |
| 1889 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1890 | } |
| 1891 | |
| 1892 | LayerTestResult<int16_t, 4> IgnorePaddingL2Pooling2dSize3Int16Test( |
| 1893 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1894 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1895 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1896 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1897 | return IgnorePaddingL2Pooling2dSize3TestCommon<armnn::DataType::QSymmS16>( |
| 1898 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1899 | } |
| 1900 | |
| 1901 | LayerTestResult<float, 4> AsymmetricNonSquarePooling2dTest( |
| 1902 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1903 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1904 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1905 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1906 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::Float32>( |
| 1907 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1908 | } |
| 1909 | |
| 1910 | LayerTestResult<uint8_t, 4> AsymmetricNonSquarePooling2dUint8Test( |
| 1911 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1912 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1913 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1914 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1915 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
| 1916 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1917 | } |
| 1918 | |
| 1919 | LayerTestResult<int16_t, 4> AsymmetricNonSquarePooling2dInt16Test( |
| 1920 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1921 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1922 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1923 | { |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1924 | return AsymmetricNonSquarePooling2dTestCommon<armnn::DataType::QSymmS16>( |
| 1925 | workloadFactory, memoryManager, tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1926 | } |
| 1927 | |
| 1928 | LayerTestResult<float, 4> ComparePooling2dTest( |
| 1929 | armnn::IWorkloadFactory& workloadFactory, |
| 1930 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1931 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1932 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1933 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1934 | armnn::PoolingAlgorithm poolingType) |
| 1935 | { |
| 1936 | return ComparePooling2dTestCommon<armnn::DataType::Float32>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1937 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, poolingType); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1938 | } |
| 1939 | |
| 1940 | LayerTestResult<uint8_t, 4> ComparePooling2dUint8Test( |
| 1941 | armnn::IWorkloadFactory& workloadFactory, |
| 1942 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1943 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1944 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1945 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1946 | armnn::PoolingAlgorithm poolingType) |
| 1947 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1948 | return ComparePooling2dTestCommon<armnn::DataType::QAsymmU8>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1949 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, |
| 1950 | poolingType, 0.1f, 128); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1951 | } |
| 1952 | |
| 1953 | LayerTestResult<int16_t, 4> ComparePooling2dInt16Test( |
| 1954 | armnn::IWorkloadFactory& workloadFactory, |
| 1955 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1956 | armnn::IWorkloadFactory& refWorkloadFactory, |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1957 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1958 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1959 | armnn::PoolingAlgorithm poolingType) |
| 1960 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1961 | return ComparePooling2dTestCommon<armnn::DataType::QSymmS16>( |
Finn Williams | 826a543 | 2020-08-27 16:15:20 +0100 | [diff] [blame] | 1962 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, refTensorHandleFactory, poolingType); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1963 | } |