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 "ActivationTestImpl.hpp" |
| 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> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 10 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 11 | #include <backendsCommon/test/ActivationFixture.hpp> |
Sadik Armagan | a097d2a | 2021-11-24 15:47:28 +0000 | [diff] [blame] | 12 | #include <armnnTestUtils/TensorCopyUtils.hpp> |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 13 | #include <armnnTestUtils/WorkloadTestUtils.hpp> |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 14 | #include <reference/test/RefWorkloadFactoryHelper.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 15 | |
Matthew Sloyan | 171214c | 2020-09-09 09:07:37 +0100 | [diff] [blame] | 16 | #include <armnn/utility/NumericCast.hpp> |
| 17 | |
Colm Donelan | c42a987 | 2022-02-02 16:35:09 +0000 | [diff] [blame] | 18 | #include <armnnTestUtils/TensorHelpers.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 19 | |
| 20 | #include <algorithm> |
| 21 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 22 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 23 | LayerTestResult<T, 4> BoundedReLuTestCommon( |
| 24 | armnn::IWorkloadFactory& workloadFactory, |
| 25 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 26 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 27 | float upperBound, |
| 28 | float lowerBound, |
| 29 | float inputScale, |
| 30 | int32_t inputOffset, |
| 31 | float outputScale, |
| 32 | int32_t outputOffset, |
| 33 | const std::vector<T>& inputData, |
| 34 | const std::vector<T>& outputExpectedData, |
| 35 | unsigned int inputWidth, |
| 36 | unsigned int inputHeight, |
| 37 | unsigned int inputChannels, |
| 38 | unsigned int inputBatchSize) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 39 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 40 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 41 | unsigned int outputWidth = inputWidth; |
| 42 | unsigned int outputHeight = inputHeight; |
| 43 | unsigned int outputChannels = inputChannels; |
| 44 | unsigned int outputBatchSize = inputBatchSize; |
| 45 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 46 | armnn::TensorInfo inputTensorInfo({ inputBatchSize, inputChannels, inputHeight, inputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 47 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 48 | armnn::TensorInfo outputTensorInfo({ outputBatchSize, outputChannels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 49 | |
| 50 | if(armnn::IsQuantizedType<T>()) |
| 51 | { |
| 52 | inputTensorInfo.SetQuantizationScale(inputScale); |
| 53 | inputTensorInfo.SetQuantizationOffset(inputOffset); |
| 54 | |
| 55 | outputTensorInfo.SetQuantizationScale(outputScale); |
| 56 | outputTensorInfo.SetQuantizationOffset(outputOffset); |
| 57 | } |
| 58 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 59 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 60 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 61 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 62 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 63 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 64 | // Setup bounded ReLu. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 65 | armnn::ActivationQueueDescriptor descriptor; |
| 66 | armnn::WorkloadInfo workloadInfo; |
| 67 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 68 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 69 | |
| 70 | descriptor.m_Parameters.m_Function = armnn::ActivationFunction::BoundedReLu; |
| 71 | descriptor.m_Parameters.m_A = upperBound; |
| 72 | descriptor.m_Parameters.m_B = lowerBound; |
| 73 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 74 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Activation, |
| 75 | descriptor, workloadInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 76 | |
| 77 | inputHandle->Allocate(); |
| 78 | outputHandle->Allocate(); |
| 79 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 80 | CopyDataToITensorHandle(inputHandle.get(), inputData.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 81 | |
| 82 | workload->Execute(); |
| 83 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 84 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 85 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 86 | return LayerTestResult<T, 4>(actualOutput, |
| 87 | outputExpectedData, |
| 88 | outputHandle->GetShape(), |
| 89 | outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 90 | } |
| 91 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 92 | LayerTestResult<float, 4> BoundedReLuUpperAndLowerBoundTest( |
| 93 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 94 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 95 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 96 | { |
| 97 | unsigned int inputWidth = 4u; |
| 98 | unsigned int inputHeight = 5u; |
| 99 | unsigned int inputChannels = 1u; |
| 100 | unsigned int inputBatchSize = 1; |
| 101 | |
| 102 | std::vector<float> input = std::vector<float>{ |
| 103 | -2.0f, 0.1f, 0.5f, 1.25f, |
| 104 | 0.786f, 0.9875f, -1.5f, 0.384f, |
| 105 | 1.0001f, 3.5f, 7.5f, 0.896f, |
| 106 | 2.126f, 2.0f, 0.3f, 0.15f, |
| 107 | 0.999f, 1.2f, 0.89f, 6.1f, |
| 108 | }; |
| 109 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 110 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 111 | std::vector<float> output = std::vector<float>{ |
| 112 | -1.0f, 0.1f, 0.5f, 1.0f, |
| 113 | 0.786f, 0.9875f, -1.0f, 0.384f, |
| 114 | 1.0f, 1.0f, 1.0f, 0.896f, |
| 115 | 1.0f, 1.0f, 0.3f, 0.15f, |
| 116 | 0.999f, 1.0f, 0.89f, 1.0f, |
| 117 | }; |
| 118 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 119 | return BoundedReLuTestCommon<armnn::DataType::Float32>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 120 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -1.0f, 1.0f, 0, 1.0f, 0, input, output, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 121 | inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 122 | } |
| 123 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 124 | LayerTestResult<float, 4> BoundedReLuUpperBoundOnlyTest( |
| 125 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 126 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 127 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 128 | { |
| 129 | unsigned int inputWidth = 4u; |
| 130 | unsigned int inputHeight = 5u; |
| 131 | unsigned int inputChannels = 1u; |
| 132 | unsigned int inputBatchSize = 1; |
| 133 | |
| 134 | std::vector<float> input = std::vector<float>{ |
| 135 | -1.0f, 0.1f, 0.5f, 6.25f, |
| 136 | 0.786f, 5.9875f, -0.5f, 0.384f, |
| 137 | 6.0001f, 3.5f, 7.5f, 0.896f, |
| 138 | 2.126f, 12.0f, 0.3f, 0.15f, |
| 139 | 0.999f, 1.2f, 0.89f, 6.1f, |
| 140 | }; |
| 141 | |
David Beck | ac42efd | 2018-09-26 17:41:13 +0100 | [diff] [blame] | 142 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 143 | std::vector<float> output = std::vector<float>{ |
| 144 | 0.0f, 0.1f, 0.5f, 6.0f, |
| 145 | 0.786f, 5.9875f, 0.0f, 0.384f, |
| 146 | 6.0f, 3.5f, 6.0f, 0.896f, |
| 147 | 2.126f, 6.0f, 0.3f, 0.15f, |
| 148 | 0.999f, 1.2f, 0.89f, 6.0f, |
| 149 | }; |
| 150 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 151 | return BoundedReLuTestCommon<armnn::DataType::Float32>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 152 | workloadFactory, memoryManager, tensorHandleFactory, 6.0f, 0.0f, 1.0f, 0, 1.0f, 0, input, output, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 153 | inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 154 | } |
| 155 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 156 | LayerTestResult<uint8_t, 4> BoundedReLuUint8UpperBoundOnlyTest( |
| 157 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 158 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 159 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 160 | { |
| 161 | unsigned int inputWidth = 3u; |
| 162 | unsigned int inputHeight = 2u; |
| 163 | unsigned int inputChannels = 1u; |
| 164 | unsigned int inputBatchSize = 1; |
| 165 | |
| 166 | std::vector<uint8_t> input = std::vector<uint8_t>{ |
| 167 | 51, 124, 28, |
| 168 | 251, 8, 92 |
| 169 | }; |
| 170 | |
David Beck | ac42efd | 2018-09-26 17:41:13 +0100 | [diff] [blame] | 171 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 172 | std::vector<uint8_t> output = std::vector<uint8_t>{ |
| 173 | 0, 122, 0, |
| 174 | 255, 0, 58 |
| 175 | }; |
| 176 | |
| 177 | float inputScale = 12.0f / 255.0f; |
| 178 | int32_t inputOffset = 63; |
| 179 | float outputScale = 6.0f / 255.0f; |
| 180 | int32_t outputOffset = 0; |
| 181 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 182 | return BoundedReLuTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 183 | workloadFactory, memoryManager, tensorHandleFactory, 6.0f, 0.0f, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 184 | inputScale, inputOffset, outputScale, outputOffset, |
| 185 | input, output, inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 186 | } |
| 187 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 188 | LayerTestResult<uint8_t, 4> BoundedReLuUint8UpperAndLowerBoundTest( |
| 189 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 190 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 191 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 192 | { |
| 193 | unsigned int inputWidth = 3u; |
| 194 | unsigned int inputHeight = 2u; |
| 195 | unsigned int inputChannels = 1u; |
| 196 | unsigned int inputBatchSize = 1; |
| 197 | |
| 198 | std::vector<uint8_t> input = std::vector<uint8_t>{ |
| 199 | 51, 230, 28, |
| 200 | 251, 8, 92 |
| 201 | }; |
| 202 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 203 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 204 | std::vector<uint8_t> output = std::vector<uint8_t>{ |
| 205 | 51, 192, 32, |
| 206 | 192, 32, 92 |
| 207 | }; |
| 208 | |
| 209 | int32_t inputOffset = 112; |
| 210 | float inputScale = 0.0125f; |
| 211 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 212 | return BoundedReLuTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 213 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -1.0f, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 214 | inputScale, inputOffset, inputScale, inputOffset, // Input/output scale & offset same. |
| 215 | input, output, inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 216 | } |
| 217 | |
| 218 | namespace |
| 219 | { |
| 220 | |
| 221 | struct BoundedReLuRandomInputTestTraits |
| 222 | { |
| 223 | constexpr static unsigned int inputHeight = 31u; |
| 224 | constexpr static unsigned int inputWidth = 19u; |
| 225 | constexpr static unsigned int inputChannels = 4u; |
| 226 | constexpr static unsigned int inputBatchSize = 2; |
| 227 | |
| 228 | constexpr static unsigned int outputHeight = inputHeight; |
| 229 | constexpr static unsigned int outputWidth = inputWidth; |
| 230 | constexpr static unsigned int outputChannels = inputChannels; |
| 231 | constexpr static unsigned int outputBatchSize = inputBatchSize; |
| 232 | |
| 233 | static armnn::TensorInfo GetInputTensorInfo() |
| 234 | { |
| 235 | return armnn::TensorInfo({ inputBatchSize, inputChannels, inputHeight, inputWidth }, |
| 236 | armnn::DataType::Float32); |
| 237 | } |
| 238 | |
| 239 | static armnn::TensorInfo GetOutputTensorInfo() |
| 240 | { |
| 241 | return armnn::TensorInfo({ outputBatchSize, outputChannels, outputHeight, outputWidth }, |
| 242 | armnn::DataType::Float32); |
| 243 | } |
| 244 | }; |
| 245 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 246 | std::vector<float> BoundedReLuRandomInputTest( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 247 | armnn::IWorkloadFactory& workloadFactory, |
| 248 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 249 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 250 | float lowerBound, |
| 251 | float upperBound, |
| 252 | const armnn::ActivationDescriptor& activationDescriptor) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 253 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 254 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 255 | const armnn::TensorInfo inputTensorInfo = BoundedReLuRandomInputTestTraits::GetInputTensorInfo(); |
| 256 | const armnn::TensorInfo outputTensorInfo = BoundedReLuRandomInputTestTraits::GetOutputTensorInfo(); |
| 257 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 258 | // Min/max random values passed to MakeRandomTensor are purposely outside of the ReLu |
| 259 | // range [lowerBound, upperBound]. |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 260 | std::vector<float> input = MakeRandomTensor<float>(inputTensorInfo, 4605828, lowerBound - 5.0f, upperBound * 2.0f); |
| 261 | std::vector<float> actualOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 262 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 263 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 264 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 265 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 266 | // Set up bounded ReLu. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 267 | armnn::ActivationQueueDescriptor descriptor; |
| 268 | armnn::WorkloadInfo workloadInfo; |
| 269 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 270 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 271 | descriptor.m_Parameters = activationDescriptor; |
| 272 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 273 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Activation, |
| 274 | descriptor, workloadInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 275 | |
| 276 | inputHandle->Allocate(); |
| 277 | outputHandle->Allocate(); |
| 278 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 279 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 280 | |
| 281 | workload->Execute(); |
| 282 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 283 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 284 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 285 | return actualOutput; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 286 | } |
| 287 | |
| 288 | } // namespace |
| 289 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 290 | LayerTestResult<float, 4> CompareBoundedReLuTest( |
| 291 | armnn::IWorkloadFactory& workloadFactory, |
| 292 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 293 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 294 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 295 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 296 | float upperBound, |
| 297 | float lowerBound) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 298 | { |
| 299 | LayerTestResult<float, 4> result(BoundedReLuRandomInputTestTraits::GetOutputTensorInfo()); |
| 300 | |
| 301 | armnn::ActivationDescriptor activationDescriptor; |
| 302 | activationDescriptor.m_Function = armnn::ActivationFunction::BoundedReLu; |
| 303 | activationDescriptor.m_A = upperBound; |
| 304 | activationDescriptor.m_B = lowerBound; |
| 305 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 306 | result.m_ActualData = BoundedReLuRandomInputTest( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 307 | workloadFactory, memoryManager, tensorHandleFactory, 0.0f, upperBound, activationDescriptor); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 308 | result.m_ExpectedData = BoundedReLuRandomInputTest( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 309 | refWorkloadFactory, nullptr, refTensorHandleFactory, 0.0f, upperBound, activationDescriptor); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 310 | |
| 311 | return result; |
| 312 | } |
| 313 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 314 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 315 | LayerTestResult<T, 4> ConstantLinearActivationTestCommon( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 316 | armnn::IWorkloadFactory& workloadFactory, |
| 317 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 318 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 319 | float qScale = 0.0f, |
| 320 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 321 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 322 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 323 | unsigned int inputHeight = 20; |
| 324 | unsigned int inputWidth = 17; |
| 325 | unsigned int inputChannels = 3; |
| 326 | unsigned int batchSize = 5; |
| 327 | |
| 328 | armnn::TensorInfo inputTensorInfo; |
| 329 | armnn::TensorInfo outputTensorInfo; |
| 330 | |
| 331 | unsigned int shape[] = {batchSize, inputChannels, inputHeight, inputWidth}; |
| 332 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 333 | inputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
| 334 | outputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 335 | |
| 336 | // Set quantization parameters if the requested type is a quantized type. |
| 337 | if(armnn::IsQuantizedType<T>()) |
| 338 | { |
| 339 | inputTensorInfo.SetQuantizationScale(qScale); |
| 340 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 341 | outputTensorInfo.SetQuantizationScale(qScale); |
| 342 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 343 | } |
| 344 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 345 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 346 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 347 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 348 | // Do linear activation that should leave the tensor unchanged. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 349 | armnn::ActivationQueueDescriptor data; |
| 350 | armnn::WorkloadInfo info; |
| 351 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 352 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 353 | data.m_Parameters.m_A = 1.0f; |
| 354 | data.m_Parameters.m_B = 0.0f; |
| 355 | data.m_Parameters.m_Function = armnn::ActivationFunction::Linear; |
| 356 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 357 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Activation, |
| 358 | data, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 359 | |
| 360 | inputHandle->Allocate(); |
| 361 | outputHandle->Allocate(); |
| 362 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 363 | std::vector<T> input = MakeRandomTensor<T>(inputTensorInfo, 7123561); |
| 364 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 365 | |
| 366 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 367 | |
| 368 | workload->Execute(); |
| 369 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 370 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 371 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 372 | // Use input as ExpectedData as tensor doesn't change. |
| 373 | return LayerTestResult<T, 4>(actualOutput, |
| 374 | input, |
| 375 | outputHandle->GetShape(), |
| 376 | outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 377 | } |
| 378 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 379 | LayerTestResult<float, 4> ConstantLinearActivationTest( |
| 380 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 381 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 382 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 383 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 384 | return ConstantLinearActivationTestCommon<armnn::DataType::Float32>(workloadFactory, |
| 385 | memoryManager, |
| 386 | tensorHandleFactory); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 387 | } |
| 388 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 389 | LayerTestResult<uint8_t, 4> ConstantLinearActivationUint8Test( |
| 390 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 391 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 392 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 393 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 394 | return ConstantLinearActivationTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 395 | workloadFactory, memoryManager, tensorHandleFactory, 4.0f, 3); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 396 | } |
| 397 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 398 | LayerTestResult<int16_t, 4> ConstantLinearActivationInt16Test( |
| 399 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 400 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 401 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 402 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 403 | return ConstantLinearActivationTestCommon<armnn::DataType::QSymmS16>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 404 | workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 405 | } |
| 406 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 407 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 408 | LayerTestResult<T, 4> SimpleActivationTest( |
| 409 | armnn::IWorkloadFactory& workloadFactory, |
| 410 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 411 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 412 | armnn::ActivationFunction activationFunction, |
| 413 | float activationParameterA, |
| 414 | float activationParameterB, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 415 | float scale, |
| 416 | int32_t offset, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 417 | const std::vector<float>& inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 418 | float outScale, |
| 419 | int32_t outOffset, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 420 | const std::vector<float>& outputExpectedData) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 421 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 422 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 423 | constexpr static unsigned int inputWidth = 16u; |
| 424 | constexpr static unsigned int inputHeight = 1u; |
| 425 | constexpr static unsigned int inputChannels = 1u; |
| 426 | constexpr static unsigned int inputBatchSize = 1u; |
| 427 | |
| 428 | constexpr static unsigned int outputWidth = inputWidth; |
| 429 | constexpr static unsigned int outputHeight = inputHeight; |
| 430 | constexpr static unsigned int outputChannels = inputChannels; |
| 431 | constexpr static unsigned int outputBatchSize = inputBatchSize; |
| 432 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 433 | armnn::TensorInfo inputTensorInfo({ inputBatchSize, inputChannels, inputHeight, inputWidth }, ArmnnType); |
| 434 | armnn::TensorInfo outputTensorInfo({ outputBatchSize, outputChannels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 435 | |
| 436 | // Set quantization parameters if the requested type is a quantized type. |
| 437 | if(armnn::IsQuantizedType<T>()) |
| 438 | { |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 439 | inputTensorInfo.SetQuantizationScale(scale); |
| 440 | inputTensorInfo.SetQuantizationOffset(offset); |
| 441 | outputTensorInfo.SetQuantizationScale(outScale); |
| 442 | outputTensorInfo.SetQuantizationOffset(outOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 443 | } |
| 444 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 445 | std::vector<T> input = armnnUtils::QuantizedVector<T>(inputData, scale, offset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 446 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 447 | // Calculated outputExpected manually. |
| 448 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 449 | std::vector<T> outputExpected = armnnUtils::QuantizedVector<T>(outputExpectedData, outScale, outOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 450 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 451 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 452 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 453 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 454 | // Setup bounded ReLu. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 455 | armnn::ActivationQueueDescriptor descriptor; |
| 456 | armnn::WorkloadInfo workloadInfo; |
| 457 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 458 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 459 | |
| 460 | descriptor.m_Parameters.m_Function = activationFunction; |
| 461 | descriptor.m_Parameters.m_A = activationParameterA; |
| 462 | descriptor.m_Parameters.m_B = activationParameterB; |
| 463 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 464 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Activation, |
| 465 | descriptor, workloadInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 466 | |
| 467 | inputHandle->Allocate(); |
| 468 | outputHandle->Allocate(); |
| 469 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 470 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 471 | |
| 472 | workload->Execute(); |
| 473 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 474 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 475 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 476 | return LayerTestResult<T, 4>(actualOutput, |
| 477 | outputExpected, |
| 478 | outputHandle->GetShape(), |
| 479 | outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 480 | } |
| 481 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 482 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 483 | LayerTestResult<T, 4> SimpleSigmoidTestCommon( |
| 484 | armnn::IWorkloadFactory& workloadFactory, |
| 485 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 486 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 487 | float qScale, |
| 488 | int32_t qOffset) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 489 | { |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 490 | std::vector<float> inputData = |
| 491 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 492 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 493 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 494 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 495 | 1.0f, 2.0f, 3.0f, 4.0f |
| 496 | }; |
| 497 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 498 | // Calculate output values for input. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 499 | auto f = [](float value) |
| 500 | { |
| 501 | return 1.0f / (1.0f + std::exp(-value)); |
| 502 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 503 | std::vector<float> m_OutputExpected(inputData.size()); |
| 504 | std::transform(inputData.begin(), inputData.end(), m_OutputExpected.begin(), f); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 505 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 506 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 507 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 508 | tensorHandleFactory, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 509 | armnn::ActivationFunction::Sigmoid, |
| 510 | 0.f, |
| 511 | 0.f, |
| 512 | qScale, |
| 513 | qOffset, |
| 514 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 515 | 1.f / 256.f, |
| 516 | 0, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 517 | m_OutputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 518 | } |
| 519 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 520 | LayerTestResult<float, 4> SimpleSigmoidTest( |
| 521 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 522 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 523 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 524 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 525 | return SimpleSigmoidTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, |
| 526 | tensorHandleFactory, 0.0f, 0); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 527 | } |
| 528 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 529 | LayerTestResult<uint8_t, 4> SimpleSigmoidUint8Test( |
| 530 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 531 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 532 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 533 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 534 | return SimpleSigmoidTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 535 | tensorHandleFactory, 0.1f, 50); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 536 | } |
| 537 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 538 | LayerTestResult<int16_t, 4> SimpleSigmoidInt16Test( |
| 539 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 540 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 541 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 542 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 543 | return SimpleSigmoidTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, |
| 544 | tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 545 | } |
| 546 | |
| 547 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 548 | LayerTestResult<T, 4> ReLuTestCommon( |
| 549 | armnn::IWorkloadFactory& workloadFactory, |
| 550 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 551 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 552 | float qScale, |
| 553 | int32_t qOffset) |
| 554 | { |
| 555 | std::vector<float> inputData = { |
| 556 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 557 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 558 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 559 | 1.0f, 2.0f, 3.0f, 4.0f |
| 560 | }; |
| 561 | |
| 562 | // Calculate output values for input. |
| 563 | auto f = [](float value) |
| 564 | { |
| 565 | return std::fmax(0.0f, value); |
| 566 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 567 | std::vector<float> outputExpected(inputData.size()); |
| 568 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 569 | |
| 570 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 571 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 572 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 573 | armnn::ActivationFunction::ReLu, |
| 574 | 0.f, |
| 575 | 0.f, |
| 576 | qScale, |
| 577 | qOffset, |
| 578 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 579 | qScale, |
| 580 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 581 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 582 | } |
| 583 | |
| 584 | LayerTestResult<int16_t, 4> ReLuInt16Test( |
| 585 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 586 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 587 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 588 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 589 | return ReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 590 | } |
| 591 | |
| 592 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 593 | LayerTestResult<uint8_t, 4> ReLuUint8Test( |
| 594 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 595 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 596 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 597 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 598 | return ReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 599 | } |
| 600 | |
| 601 | LayerTestResult<float, 4> ReLuTest( |
| 602 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 603 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 604 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 605 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 606 | return ReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 607 | } |
| 608 | |
| 609 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 610 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 611 | LayerTestResult<T, 4> BoundedReLuTestCommon( |
| 612 | armnn::IWorkloadFactory& workloadFactory, |
| 613 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 614 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 615 | float qScale, |
| 616 | int32_t qOffset) |
| 617 | { |
| 618 | std::vector<float> inputData = { |
| 619 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 620 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 621 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 622 | 1.0f, 2.0f, 3.0f, 4.0f |
| 623 | }; |
| 624 | const float a = 1.0f; |
| 625 | const float b = -1.0f; |
| 626 | // Calculate output values for input. |
| 627 | auto f = [a, b](float value) |
| 628 | { |
| 629 | return std::min(a, std::max(b, value)); |
| 630 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 631 | std::vector<float> outputExpected(inputData.size()); |
| 632 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 633 | |
| 634 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 635 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 636 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 637 | armnn::ActivationFunction::BoundedReLu, |
| 638 | a, |
| 639 | b, |
| 640 | qScale, |
| 641 | qOffset, |
| 642 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 643 | qScale, |
| 644 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 645 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 646 | } |
| 647 | |
| 648 | LayerTestResult<int16_t, 4> BoundedReLuInt16Test( |
| 649 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 650 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 651 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 652 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 653 | return ReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 654 | } |
| 655 | |
| 656 | |
| 657 | |
| 658 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 659 | LayerTestResult<T, 4> SoftReLuTestCommon( |
| 660 | armnn::IWorkloadFactory& workloadFactory, |
| 661 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 662 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 663 | float qScale, |
| 664 | int32_t qOffset) |
| 665 | { |
| 666 | std::vector<float> inputData = { |
| 667 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 668 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 669 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 670 | 1.0f, 2.0f, 3.0f, 4.0f |
| 671 | }; |
| 672 | |
| 673 | // Calculate output values for input. |
| 674 | auto f = [](float value) |
| 675 | { |
| 676 | return std::log(1.0f + std::exp(value)); |
| 677 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 678 | std::vector<float> outputExpected(inputData.size()); |
| 679 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 680 | |
| 681 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 682 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 683 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 684 | armnn::ActivationFunction::SoftReLu, |
| 685 | 0.f, |
| 686 | 0.f, |
| 687 | qScale, |
| 688 | qOffset, |
| 689 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 690 | qScale, |
| 691 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 692 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 693 | } |
| 694 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 695 | LayerTestResult<float, 4> SoftReLuTest( |
| 696 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 697 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 698 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 699 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 700 | return SoftReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 701 | } |
| 702 | |
| 703 | LayerTestResult<uint8_t, 4> SoftReLuUint8Test( |
| 704 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 705 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 706 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 707 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 708 | return SoftReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 709 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 710 | } |
| 711 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 712 | LayerTestResult<int16_t, 4> SoftReLuInt16Test( |
| 713 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 714 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 715 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 716 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 717 | return SoftReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 718 | } |
| 719 | |
| 720 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 721 | LayerTestResult<T, 4> LeakyReLuTestCommon( |
| 722 | armnn::IWorkloadFactory& workloadFactory, |
| 723 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 724 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 725 | float qScale, |
| 726 | int32_t qOffset) |
| 727 | { |
| 728 | std::vector<float> inputData = { |
| 729 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 730 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 731 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 732 | 1.0f, 2.0f, 3.0f, 4.0f |
| 733 | }; |
| 734 | |
| 735 | const float a = 0.01f; |
| 736 | // Calculate output values for input. |
| 737 | auto f = [a](float value) |
| 738 | { |
| 739 | return value > 0.0f ? value : (value * a); |
| 740 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 741 | std::vector<float> outputExpected(inputData.size()); |
| 742 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 743 | |
| 744 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 745 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 746 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 747 | armnn::ActivationFunction::LeakyReLu, |
| 748 | a, |
| 749 | 0.f, |
| 750 | qScale, |
| 751 | qOffset, |
| 752 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 753 | qScale, |
| 754 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 755 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 756 | } |
| 757 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 758 | LayerTestResult<float, 4> LeakyReLuTest( |
| 759 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 760 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 761 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 762 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 763 | return LeakyReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 764 | } |
| 765 | |
| 766 | LayerTestResult<uint8_t, 4> LeakyReLuUint8Test( |
| 767 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 768 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 769 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 770 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 771 | return LeakyReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 772 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 773 | } |
| 774 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 775 | LayerTestResult<int16_t, 4> LeakyReLuInt16Test( |
| 776 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 777 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 778 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 779 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 780 | return LeakyReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 781 | } |
| 782 | |
| 783 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 784 | LayerTestResult<T, 4> AbsTestCommon( |
| 785 | armnn::IWorkloadFactory& workloadFactory, |
| 786 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 787 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 788 | float qScale, |
| 789 | int32_t qOffset) |
| 790 | { |
| 791 | std::vector<float> inputData = { |
| 792 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 793 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 794 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 795 | 1.0f, 2.0f, 3.0f, 4.0f |
| 796 | }; |
| 797 | |
| 798 | // Calculate output values for input. |
| 799 | auto f = [](float value) |
| 800 | { |
| 801 | return std::abs(value); |
| 802 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 803 | std::vector<float> outputExpected(inputData.size()); |
| 804 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 805 | |
| 806 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 807 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 808 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 809 | armnn::ActivationFunction::Abs, |
| 810 | 0.f, |
| 811 | 0.f, |
| 812 | qScale, |
| 813 | qOffset, |
| 814 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 815 | qScale, |
| 816 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 817 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 818 | } |
| 819 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 820 | LayerTestResult<float, 4> AbsTest( |
| 821 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 822 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 823 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 824 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 825 | return AbsTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 826 | } |
| 827 | |
| 828 | LayerTestResult<uint8_t, 4> AbsUint8Test( |
| 829 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 830 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 831 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 832 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 833 | return AbsTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 834 | } |
| 835 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 836 | LayerTestResult<int16_t, 4> AbsInt16Test( |
| 837 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 838 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 839 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 840 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 841 | return AbsTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 842 | } |
| 843 | |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 844 | LayerTestResult<float, 5> SqrtNNTest( |
| 845 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 846 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 847 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 848 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 849 | IgnoreUnused(memoryManager); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 850 | const int inputDataSize = 120; |
| 851 | std::vector<float> inputData(inputDataSize); |
| 852 | |
| 853 | for (unsigned int i = 0u; i < inputDataSize; ++i) |
| 854 | { |
| 855 | inputData[i] = static_cast<float>(i) / 10; |
| 856 | } |
| 857 | |
| 858 | auto f = [](float value) |
| 859 | { |
| 860 | return std::sqrt(value); |
| 861 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 862 | std::vector<float> expectedOutput(inputDataSize); |
| 863 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 864 | |
| 865 | armnn::TensorInfo inputTensorInfo( |
| 866 | { 1u, 2u, 3u, 4u, 5u }, armnn::DataType::Float32); |
| 867 | armnn::TensorInfo outputTensorInfo( |
| 868 | { 1u, 2u, 3u, 4u, 5u }, armnn::DataType::Float32); |
| 869 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 870 | std::vector<float> actualOutput(outputTensorInfo.GetNumElements()); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 871 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 872 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 873 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 874 | |
| 875 | armnn::ActivationQueueDescriptor descriptor; |
| 876 | armnn::WorkloadInfo workloadInfo; |
| 877 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 878 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 879 | |
| 880 | descriptor.m_Parameters.m_Function = armnn::ActivationFunction::Sqrt; |
| 881 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 882 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Activation, |
| 883 | descriptor, workloadInfo); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 884 | |
| 885 | inputHandle->Allocate(); |
| 886 | outputHandle->Allocate(); |
| 887 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 888 | CopyDataToITensorHandle(inputHandle.get(), inputData.data()); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 889 | |
| 890 | workload->Execute(); |
| 891 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 892 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 893 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 894 | return LayerTestResult<float, 5>(actualOutput, |
| 895 | expectedOutput, |
| 896 | outputHandle->GetShape(), |
| 897 | outputTensorInfo.GetShape()); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 898 | }; |
| 899 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 900 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 901 | LayerTestResult<T, 4> SqrtTestCommon( |
| 902 | armnn::IWorkloadFactory& workloadFactory, |
| 903 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 904 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 905 | float qScale, |
| 906 | int32_t qOffset) |
| 907 | { |
| 908 | std::vector<float> inputData = { |
| 909 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 910 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 911 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 912 | 1.0f, 2.0f, 3.0f, 4.0f |
| 913 | }; |
| 914 | |
| 915 | // Calculate output values for input. |
| 916 | auto f = [](float value) |
| 917 | { |
| 918 | return std::sqrt(value); |
| 919 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 920 | std::vector<float> expectedOutput(inputData.size()); |
| 921 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 922 | |
| 923 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 924 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 925 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 926 | armnn::ActivationFunction::Sqrt, |
| 927 | 0.f, |
| 928 | 0.f, |
| 929 | qScale, |
| 930 | qOffset, |
| 931 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 932 | qScale, |
| 933 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 934 | expectedOutput); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 935 | } |
| 936 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 937 | LayerTestResult<float, 4> SqrtTest( |
| 938 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 939 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 940 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 941 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 942 | return SqrtTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 943 | } |
| 944 | |
| 945 | LayerTestResult<uint8_t, 4> SqrtUint8Test( |
| 946 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 947 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 948 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 949 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 950 | return SqrtTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 951 | } |
| 952 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 953 | LayerTestResult<int16_t, 4> SqrtInt16Test( |
| 954 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 955 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 956 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 957 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 958 | return SqrtTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 959 | } |
| 960 | |
| 961 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 962 | LayerTestResult<T, 4> SquareTestCommon( |
| 963 | armnn::IWorkloadFactory& workloadFactory, |
| 964 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 965 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 966 | float qScale, |
| 967 | int32_t qOffset) |
| 968 | { |
| 969 | std::vector<float> inputData = { |
| 970 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 971 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 972 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 973 | 1.0f, 2.0f, 3.0f, 4.0f |
| 974 | }; |
| 975 | |
| 976 | // Calculate output values for input. |
| 977 | auto f = [](float value) |
| 978 | { |
| 979 | return std::pow(value,2); |
| 980 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 981 | std::vector<float> expectedOutput(inputData.size()); |
| 982 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 983 | |
| 984 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 985 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 986 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 987 | armnn::ActivationFunction::Square, |
| 988 | 0.f, |
| 989 | 0.f, |
| 990 | qScale, |
| 991 | qOffset, |
| 992 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 993 | qScale, |
| 994 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 995 | expectedOutput); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 996 | } |
| 997 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 998 | LayerTestResult<float, 4> SquareTest( |
| 999 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1000 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1001 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1002 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1003 | return SquareTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1004 | } |
| 1005 | |
| 1006 | LayerTestResult<uint8_t, 4> SquareUint8Test( |
| 1007 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1008 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1009 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1010 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1011 | return SquareTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 1012 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1013 | } |
| 1014 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1015 | LayerTestResult<int16_t, 4> SquareInt16Test( |
| 1016 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1017 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1018 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1019 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1020 | return SquareTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1021 | } |
| 1022 | |
| 1023 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 1024 | LayerTestResult<T, 4> TanhTestCommon( |
| 1025 | armnn::IWorkloadFactory& workloadFactory, |
| 1026 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1027 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1028 | float qScale, |
| 1029 | int32_t qOffset) |
| 1030 | { |
| 1031 | std::vector<float> inputData = { |
| 1032 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1033 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1034 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1035 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1036 | }; |
| 1037 | |
| 1038 | const float a = 2.0f; |
| 1039 | const float b = 3.0f; |
| 1040 | // Calculate output values for input. |
| 1041 | auto f = [a, b](float value) |
| 1042 | { |
| 1043 | return a * tanhf(b * value); |
| 1044 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1045 | std::vector<float> expectedOutput(inputData.size()); |
| 1046 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1047 | |
| 1048 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1049 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1050 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1051 | armnn::ActivationFunction::TanH, |
| 1052 | a, |
| 1053 | b, |
| 1054 | qScale, |
| 1055 | qOffset, |
| 1056 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 1057 | qScale, |
| 1058 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1059 | expectedOutput); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1060 | } |
| 1061 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1062 | LayerTestResult<float, 4> TanhTest( |
| 1063 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1064 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1065 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1066 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1067 | return TanhTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1068 | } |
| 1069 | |
| 1070 | LayerTestResult<uint8_t, 4> TanhUint8Test( |
| 1071 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1072 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1073 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1074 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1075 | return TanhTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1076 | } |
| 1077 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1078 | LayerTestResult<int16_t, 4> TanhInt16Test( |
| 1079 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1080 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1081 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1082 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1083 | return TanhTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1084 | } |
| 1085 | |
| 1086 | |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1087 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 1088 | LayerTestResult<T, 4> EluTestCommon( |
| 1089 | armnn::IWorkloadFactory& workloadFactory, |
| 1090 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1091 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1092 | float qScale, |
| 1093 | int32_t qOffset) |
| 1094 | { |
| 1095 | std::vector<float> inputData = { |
| 1096 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1097 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1098 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1099 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1100 | }; |
| 1101 | |
| 1102 | |
| 1103 | const float a = 0.01f; |
| 1104 | // Calculate output values for input. |
| 1105 | auto f = [a](float value) |
| 1106 | { |
| 1107 | return (value >= 0) ? value : a * (expf(value) - 1); |
| 1108 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1109 | std::vector<float> expectedOutput(inputData.size()); |
| 1110 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1111 | |
| 1112 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1113 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1114 | tensorHandleFactory, |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1115 | armnn::ActivationFunction::Elu, |
| 1116 | a, |
| 1117 | 0.0f, |
| 1118 | qScale, |
| 1119 | qOffset, |
| 1120 | inputData, |
| 1121 | qScale, |
| 1122 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1123 | expectedOutput); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1124 | } |
| 1125 | |
| 1126 | LayerTestResult<float, 4> EluTest( |
| 1127 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1128 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1129 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1130 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1131 | return EluTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1132 | } |
| 1133 | |
| 1134 | LayerTestResult<uint8_t, 4> EluUint8Test( |
| 1135 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1136 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1137 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1138 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1139 | return EluTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 64); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1140 | } |
| 1141 | |
| 1142 | LayerTestResult<int16_t, 4> EluInt16Test( |
| 1143 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1144 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1145 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1146 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1147 | return EluTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1148 | } |
| 1149 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1150 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1151 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1152 | LayerTestResult<T, 4> HardSwishTestCommon( |
| 1153 | armnn::IWorkloadFactory& workloadFactory, |
| 1154 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1155 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1156 | float qScale, |
| 1157 | int32_t qOffset) |
| 1158 | { |
| 1159 | std::vector<float> inputData = { |
| 1160 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1161 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1162 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1163 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1164 | }; |
| 1165 | // Calculate output values for input. |
| 1166 | auto f = [](float x) |
| 1167 | { |
| 1168 | // Break down the calculation to help with verification. |
| 1169 | // hard_swish(x) = x * relu6(x+3) / 6 |
| 1170 | // relu6(x) = min(max(x,0),6) |
| 1171 | float reLu6_step1 = std::max((x + 3),0.0f); |
| 1172 | float reLu6Complete = std::min(reLu6_step1, 6.0f); |
| 1173 | float hardSwish_step1 = x * reLu6Complete; |
| 1174 | float result = hardSwish_step1 / 6; |
| 1175 | return result; |
| 1176 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1177 | std::vector<float> expectedOutput(inputData.size()); |
| 1178 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1179 | |
| 1180 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1181 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1182 | tensorHandleFactory, |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1183 | armnn::ActivationFunction::HardSwish, |
| 1184 | 0.f, |
| 1185 | 0.f, |
| 1186 | qScale, |
| 1187 | qOffset, |
| 1188 | inputData, |
| 1189 | qScale, |
| 1190 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1191 | expectedOutput); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1192 | } |
| 1193 | |
| 1194 | LayerTestResult<float, 4> HardSwishTest( |
| 1195 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1196 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1197 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1198 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1199 | return HardSwishTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1200 | } |
| 1201 | |
| 1202 | LayerTestResult<uint8_t, 4> HardSwishUint8Test( |
| 1203 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1204 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1205 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1206 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1207 | return HardSwishTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 1208 | tensorHandleFactory, 0.1f, 64); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1209 | } |
| 1210 | |
| 1211 | LayerTestResult<int16_t, 4> HardSwishInt16Test( |
| 1212 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1213 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1214 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1215 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1216 | return HardSwishTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1217 | } |
| 1218 | |
| 1219 | |
| 1220 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1221 | LayerTestResult<T, 4> CompareActivationTestImpl( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1222 | armnn::IWorkloadFactory& workloadFactory, |
| 1223 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1224 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1225 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1226 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1227 | armnn::ActivationFunction f, |
| 1228 | unsigned int batchSize = 5, |
| 1229 | float qScale = 0.0f, |
| 1230 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1231 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1232 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1233 | unsigned int width = 17; |
| 1234 | unsigned int height = 29; |
| 1235 | unsigned int channels = 2; |
| 1236 | |
| 1237 | float a = 0.234f; |
| 1238 | float b = -12.345f; |
| 1239 | |
| 1240 | armnn::TensorInfo inputTensorInfo; |
| 1241 | armnn::TensorInfo outputTensorInfo; |
| 1242 | |
| 1243 | unsigned int shape[] = {batchSize, channels, height, width}; |
| 1244 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1245 | inputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
| 1246 | outputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1247 | |
| 1248 | // Set quantization parameters if the requested type is a quantized type. |
| 1249 | if(armnn::IsQuantizedType<T>()) |
| 1250 | { |
| 1251 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1252 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1253 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1254 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1255 | } |
| 1256 | |
| 1257 | float minVal = -10.f; |
| 1258 | if (f == armnn::ActivationFunction::Sqrt) |
| 1259 | { |
| 1260 | minVal = 0.f; |
| 1261 | } |
| 1262 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1263 | std::vector<T> input = MakeRandomTensor<T>(inputTensorInfo, 21453, minVal, 10.f); |
| 1264 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 1265 | std::vector<T> expectedOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1266 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1267 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 1268 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1269 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1270 | std::unique_ptr<armnn::ITensorHandle> inputHandleRef = refTensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 1271 | std::unique_ptr<armnn::ITensorHandle> outputHandleRef = refTensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1272 | |
| 1273 | armnn::ActivationQueueDescriptor data; |
| 1274 | armnn::WorkloadInfo info; |
| 1275 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 1276 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 1277 | data.m_Parameters.m_A = a; |
| 1278 | data.m_Parameters.m_B = b; |
| 1279 | data.m_Parameters.m_Function = f; |
| 1280 | |
| 1281 | armnn::ActivationQueueDescriptor refData = data; |
| 1282 | armnn::WorkloadInfo refInfo = info; |
| 1283 | SetWorkloadInput(refData, refInfo, 0, inputTensorInfo, inputHandleRef.get()); |
| 1284 | SetWorkloadOutput(refData, refInfo, 0, outputTensorInfo, outputHandleRef.get()); |
| 1285 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 1286 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Activation, |
| 1287 | data, info); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1288 | ARMNN_ASSERT(workload != nullptr); |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 1289 | std::unique_ptr<armnn::IWorkload> workloadRef = refWorkloadFactory.CreateWorkload(armnn::LayerType::Activation, |
| 1290 | refData, refInfo); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1291 | ARMNN_ASSERT(workloadRef != nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1292 | |
| 1293 | inputHandle->Allocate(); |
| 1294 | outputHandle->Allocate(); |
| 1295 | inputHandleRef->Allocate(); |
| 1296 | outputHandleRef->Allocate(); |
| 1297 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1298 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
| 1299 | CopyDataToITensorHandle(inputHandleRef.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1300 | |
| 1301 | workload->Execute(); |
| 1302 | workloadRef->Execute(); |
| 1303 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1304 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
| 1305 | CopyDataFromITensorHandle(expectedOutput.data(), outputHandleRef.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1306 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1307 | return LayerTestResult<T, 4>(actualOutput, |
| 1308 | expectedOutput, |
| 1309 | outputHandle->GetShape(), |
| 1310 | outputTensorInfo.GetShape()); |
| 1311 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1312 | } |
| 1313 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1314 | LayerTestResult<float, 4> CompareActivationTest( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1315 | armnn::IWorkloadFactory& workloadFactory, |
| 1316 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1317 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1318 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1319 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1320 | armnn::ActivationFunction f, |
| 1321 | unsigned int batchSize) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1322 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1323 | return CompareActivationTestImpl<armnn::DataType::Float32>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1324 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, |
| 1325 | refTensorHandleFactory, f, batchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1326 | } |
| 1327 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1328 | LayerTestResult<uint8_t, 4> CompareActivationUint8Test( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1329 | armnn::IWorkloadFactory& workloadFactory, |
| 1330 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1331 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1332 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1333 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1334 | armnn::ActivationFunction f) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1335 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1336 | return CompareActivationTestImpl<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1337 | workloadFactory, memoryManager, refWorkloadFactory, |
| 1338 | tensorHandleFactory, refTensorHandleFactory, f, 5, 0.1f, 50); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1339 | } |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1340 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1341 | LayerTestResult<int16_t, 4> CompareActivationInt16Test( |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1342 | armnn::IWorkloadFactory& workloadFactory, |
| 1343 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1344 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1345 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1346 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1347 | armnn::ActivationFunction f) |
| 1348 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1349 | return CompareActivationTestImpl<armnn::DataType::QSymmS16>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1350 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, |
| 1351 | refTensorHandleFactory, f, 5, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1352 | } |