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 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 8 | #include <QuantizeHelper.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 9 | #include <ResolveType.hpp> |
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> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 12 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 13 | #include <backendsCommon/test/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 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 18 | #include <test/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 | |
| 74 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(descriptor, workloadInfo); |
| 75 | |
| 76 | inputHandle->Allocate(); |
| 77 | outputHandle->Allocate(); |
| 78 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 79 | CopyDataToITensorHandle(inputHandle.get(), inputData.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 80 | |
| 81 | workload->Execute(); |
| 82 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 83 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 84 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 85 | return LayerTestResult<T, 4>(actualOutput, |
| 86 | outputExpectedData, |
| 87 | outputHandle->GetShape(), |
| 88 | outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 89 | } |
| 90 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 91 | LayerTestResult<float, 4> BoundedReLuUpperAndLowerBoundTest( |
| 92 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 93 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 94 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 95 | { |
| 96 | unsigned int inputWidth = 4u; |
| 97 | unsigned int inputHeight = 5u; |
| 98 | unsigned int inputChannels = 1u; |
| 99 | unsigned int inputBatchSize = 1; |
| 100 | |
| 101 | std::vector<float> input = std::vector<float>{ |
| 102 | -2.0f, 0.1f, 0.5f, 1.25f, |
| 103 | 0.786f, 0.9875f, -1.5f, 0.384f, |
| 104 | 1.0001f, 3.5f, 7.5f, 0.896f, |
| 105 | 2.126f, 2.0f, 0.3f, 0.15f, |
| 106 | 0.999f, 1.2f, 0.89f, 6.1f, |
| 107 | }; |
| 108 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 109 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 110 | std::vector<float> output = std::vector<float>{ |
| 111 | -1.0f, 0.1f, 0.5f, 1.0f, |
| 112 | 0.786f, 0.9875f, -1.0f, 0.384f, |
| 113 | 1.0f, 1.0f, 1.0f, 0.896f, |
| 114 | 1.0f, 1.0f, 0.3f, 0.15f, |
| 115 | 0.999f, 1.0f, 0.89f, 1.0f, |
| 116 | }; |
| 117 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 118 | return BoundedReLuTestCommon<armnn::DataType::Float32>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 119 | 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] | 120 | inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 121 | } |
| 122 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 123 | LayerTestResult<float, 4> BoundedReLuUpperBoundOnlyTest( |
| 124 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 125 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 126 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 127 | { |
| 128 | unsigned int inputWidth = 4u; |
| 129 | unsigned int inputHeight = 5u; |
| 130 | unsigned int inputChannels = 1u; |
| 131 | unsigned int inputBatchSize = 1; |
| 132 | |
| 133 | std::vector<float> input = std::vector<float>{ |
| 134 | -1.0f, 0.1f, 0.5f, 6.25f, |
| 135 | 0.786f, 5.9875f, -0.5f, 0.384f, |
| 136 | 6.0001f, 3.5f, 7.5f, 0.896f, |
| 137 | 2.126f, 12.0f, 0.3f, 0.15f, |
| 138 | 0.999f, 1.2f, 0.89f, 6.1f, |
| 139 | }; |
| 140 | |
David Beck | ac42efd | 2018-09-26 17:41:13 +0100 | [diff] [blame] | 141 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 142 | std::vector<float> output = std::vector<float>{ |
| 143 | 0.0f, 0.1f, 0.5f, 6.0f, |
| 144 | 0.786f, 5.9875f, 0.0f, 0.384f, |
| 145 | 6.0f, 3.5f, 6.0f, 0.896f, |
| 146 | 2.126f, 6.0f, 0.3f, 0.15f, |
| 147 | 0.999f, 1.2f, 0.89f, 6.0f, |
| 148 | }; |
| 149 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 150 | return BoundedReLuTestCommon<armnn::DataType::Float32>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 151 | 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] | 152 | inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 153 | } |
| 154 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 155 | LayerTestResult<uint8_t, 4> BoundedReLuUint8UpperBoundOnlyTest( |
| 156 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 157 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 158 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 159 | { |
| 160 | unsigned int inputWidth = 3u; |
| 161 | unsigned int inputHeight = 2u; |
| 162 | unsigned int inputChannels = 1u; |
| 163 | unsigned int inputBatchSize = 1; |
| 164 | |
| 165 | std::vector<uint8_t> input = std::vector<uint8_t>{ |
| 166 | 51, 124, 28, |
| 167 | 251, 8, 92 |
| 168 | }; |
| 169 | |
David Beck | ac42efd | 2018-09-26 17:41:13 +0100 | [diff] [blame] | 170 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 171 | std::vector<uint8_t> output = std::vector<uint8_t>{ |
| 172 | 0, 122, 0, |
| 173 | 255, 0, 58 |
| 174 | }; |
| 175 | |
| 176 | float inputScale = 12.0f / 255.0f; |
| 177 | int32_t inputOffset = 63; |
| 178 | float outputScale = 6.0f / 255.0f; |
| 179 | int32_t outputOffset = 0; |
| 180 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 181 | return BoundedReLuTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 182 | workloadFactory, memoryManager, tensorHandleFactory, 6.0f, 0.0f, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 183 | inputScale, inputOffset, outputScale, outputOffset, |
| 184 | input, output, inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 185 | } |
| 186 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 187 | LayerTestResult<uint8_t, 4> BoundedReLuUint8UpperAndLowerBoundTest( |
| 188 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 189 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 190 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 191 | { |
| 192 | unsigned int inputWidth = 3u; |
| 193 | unsigned int inputHeight = 2u; |
| 194 | unsigned int inputChannels = 1u; |
| 195 | unsigned int inputBatchSize = 1; |
| 196 | |
| 197 | std::vector<uint8_t> input = std::vector<uint8_t>{ |
| 198 | 51, 230, 28, |
| 199 | 251, 8, 92 |
| 200 | }; |
| 201 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 202 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 203 | std::vector<uint8_t> output = std::vector<uint8_t>{ |
| 204 | 51, 192, 32, |
| 205 | 192, 32, 92 |
| 206 | }; |
| 207 | |
| 208 | int32_t inputOffset = 112; |
| 209 | float inputScale = 0.0125f; |
| 210 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 211 | return BoundedReLuTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 212 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -1.0f, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 213 | inputScale, inputOffset, inputScale, inputOffset, // Input/output scale & offset same. |
| 214 | input, output, inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 215 | } |
| 216 | |
| 217 | namespace |
| 218 | { |
| 219 | |
| 220 | struct BoundedReLuRandomInputTestTraits |
| 221 | { |
| 222 | constexpr static unsigned int inputHeight = 31u; |
| 223 | constexpr static unsigned int inputWidth = 19u; |
| 224 | constexpr static unsigned int inputChannels = 4u; |
| 225 | constexpr static unsigned int inputBatchSize = 2; |
| 226 | |
| 227 | constexpr static unsigned int outputHeight = inputHeight; |
| 228 | constexpr static unsigned int outputWidth = inputWidth; |
| 229 | constexpr static unsigned int outputChannels = inputChannels; |
| 230 | constexpr static unsigned int outputBatchSize = inputBatchSize; |
| 231 | |
| 232 | static armnn::TensorInfo GetInputTensorInfo() |
| 233 | { |
| 234 | return armnn::TensorInfo({ inputBatchSize, inputChannels, inputHeight, inputWidth }, |
| 235 | armnn::DataType::Float32); |
| 236 | } |
| 237 | |
| 238 | static armnn::TensorInfo GetOutputTensorInfo() |
| 239 | { |
| 240 | return armnn::TensorInfo({ outputBatchSize, outputChannels, outputHeight, outputWidth }, |
| 241 | armnn::DataType::Float32); |
| 242 | } |
| 243 | }; |
| 244 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 245 | std::vector<float> BoundedReLuRandomInputTest( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 246 | armnn::IWorkloadFactory& workloadFactory, |
| 247 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 248 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 249 | float lowerBound, |
| 250 | float upperBound, |
| 251 | const armnn::ActivationDescriptor& activationDescriptor) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 252 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 253 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 254 | const armnn::TensorInfo inputTensorInfo = BoundedReLuRandomInputTestTraits::GetInputTensorInfo(); |
| 255 | const armnn::TensorInfo outputTensorInfo = BoundedReLuRandomInputTestTraits::GetOutputTensorInfo(); |
| 256 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 257 | // Min/max random values passed to MakeRandomTensor are purposely outside of the ReLu |
| 258 | // range [lowerBound, upperBound]. |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 259 | std::vector<float> input = MakeRandomTensor<float>(inputTensorInfo, 4605828, lowerBound - 5.0f, upperBound * 2.0f); |
| 260 | std::vector<float> actualOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 261 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 262 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 263 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 264 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 265 | // Set up bounded ReLu. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 266 | armnn::ActivationQueueDescriptor descriptor; |
| 267 | armnn::WorkloadInfo workloadInfo; |
| 268 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 269 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 270 | descriptor.m_Parameters = activationDescriptor; |
| 271 | |
| 272 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(descriptor, workloadInfo); |
| 273 | |
| 274 | inputHandle->Allocate(); |
| 275 | outputHandle->Allocate(); |
| 276 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 277 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 278 | |
| 279 | workload->Execute(); |
| 280 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 281 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 282 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 283 | return actualOutput; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 284 | } |
| 285 | |
| 286 | } // namespace |
| 287 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 288 | LayerTestResult<float, 4> CompareBoundedReLuTest( |
| 289 | armnn::IWorkloadFactory& workloadFactory, |
| 290 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 291 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 292 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 293 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 294 | float upperBound, |
| 295 | float lowerBound) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 296 | { |
| 297 | LayerTestResult<float, 4> result(BoundedReLuRandomInputTestTraits::GetOutputTensorInfo()); |
| 298 | |
| 299 | armnn::ActivationDescriptor activationDescriptor; |
| 300 | activationDescriptor.m_Function = armnn::ActivationFunction::BoundedReLu; |
| 301 | activationDescriptor.m_A = upperBound; |
| 302 | activationDescriptor.m_B = lowerBound; |
| 303 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 304 | result.m_ActualData = BoundedReLuRandomInputTest( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 305 | workloadFactory, memoryManager, tensorHandleFactory, 0.0f, upperBound, activationDescriptor); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 306 | result.m_ExpectedData = BoundedReLuRandomInputTest( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 307 | refWorkloadFactory, nullptr, refTensorHandleFactory, 0.0f, upperBound, activationDescriptor); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 308 | |
| 309 | return result; |
| 310 | } |
| 311 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 312 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 313 | LayerTestResult<T, 4> ConstantLinearActivationTestCommon( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 314 | armnn::IWorkloadFactory& workloadFactory, |
| 315 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 316 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 317 | float qScale = 0.0f, |
| 318 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 319 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 320 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 321 | unsigned int inputHeight = 20; |
| 322 | unsigned int inputWidth = 17; |
| 323 | unsigned int inputChannels = 3; |
| 324 | unsigned int batchSize = 5; |
| 325 | |
| 326 | armnn::TensorInfo inputTensorInfo; |
| 327 | armnn::TensorInfo outputTensorInfo; |
| 328 | |
| 329 | unsigned int shape[] = {batchSize, inputChannels, inputHeight, inputWidth}; |
| 330 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 331 | inputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
| 332 | outputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 333 | |
| 334 | // Set quantization parameters if the requested type is a quantized type. |
| 335 | if(armnn::IsQuantizedType<T>()) |
| 336 | { |
| 337 | inputTensorInfo.SetQuantizationScale(qScale); |
| 338 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 339 | outputTensorInfo.SetQuantizationScale(qScale); |
| 340 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 341 | } |
| 342 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 343 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 344 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 345 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 346 | // Do linear activation that should leave the tensor unchanged. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 347 | armnn::ActivationQueueDescriptor data; |
| 348 | armnn::WorkloadInfo info; |
| 349 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 350 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 351 | data.m_Parameters.m_A = 1.0f; |
| 352 | data.m_Parameters.m_B = 0.0f; |
| 353 | data.m_Parameters.m_Function = armnn::ActivationFunction::Linear; |
| 354 | |
| 355 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(data, info); |
| 356 | |
| 357 | inputHandle->Allocate(); |
| 358 | outputHandle->Allocate(); |
| 359 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 360 | std::vector<T> input = MakeRandomTensor<T>(inputTensorInfo, 7123561); |
| 361 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 362 | |
| 363 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 364 | |
| 365 | workload->Execute(); |
| 366 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 367 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 368 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 369 | // Use input as ExpectedData as tensor doesn't change. |
| 370 | return LayerTestResult<T, 4>(actualOutput, |
| 371 | input, |
| 372 | outputHandle->GetShape(), |
| 373 | outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 374 | } |
| 375 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 376 | LayerTestResult<float, 4> ConstantLinearActivationTest( |
| 377 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 378 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 379 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 380 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 381 | return ConstantLinearActivationTestCommon<armnn::DataType::Float32>(workloadFactory, |
| 382 | memoryManager, |
| 383 | tensorHandleFactory); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 384 | } |
| 385 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 386 | LayerTestResult<uint8_t, 4> ConstantLinearActivationUint8Test( |
| 387 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 388 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 389 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 390 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 391 | return ConstantLinearActivationTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 392 | workloadFactory, memoryManager, tensorHandleFactory, 4.0f, 3); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 393 | } |
| 394 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 395 | LayerTestResult<int16_t, 4> ConstantLinearActivationInt16Test( |
| 396 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 397 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 398 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 399 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 400 | return ConstantLinearActivationTestCommon<armnn::DataType::QSymmS16>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 401 | workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 402 | } |
| 403 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 404 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 405 | LayerTestResult<T, 4> SimpleActivationTest( |
| 406 | armnn::IWorkloadFactory& workloadFactory, |
| 407 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 408 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 409 | armnn::ActivationFunction activationFunction, |
| 410 | float activationParameterA, |
| 411 | float activationParameterB, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 412 | float scale, |
| 413 | int32_t offset, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 414 | const std::vector<float>& inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 415 | float outScale, |
| 416 | int32_t outOffset, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 417 | const std::vector<float>& outputExpectedData) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 418 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 419 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 420 | constexpr static unsigned int inputWidth = 16u; |
| 421 | constexpr static unsigned int inputHeight = 1u; |
| 422 | constexpr static unsigned int inputChannels = 1u; |
| 423 | constexpr static unsigned int inputBatchSize = 1u; |
| 424 | |
| 425 | constexpr static unsigned int outputWidth = inputWidth; |
| 426 | constexpr static unsigned int outputHeight = inputHeight; |
| 427 | constexpr static unsigned int outputChannels = inputChannels; |
| 428 | constexpr static unsigned int outputBatchSize = inputBatchSize; |
| 429 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 430 | armnn::TensorInfo inputTensorInfo({ inputBatchSize, inputChannels, inputHeight, inputWidth }, ArmnnType); |
| 431 | armnn::TensorInfo outputTensorInfo({ outputBatchSize, outputChannels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 432 | |
| 433 | // Set quantization parameters if the requested type is a quantized type. |
| 434 | if(armnn::IsQuantizedType<T>()) |
| 435 | { |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 436 | inputTensorInfo.SetQuantizationScale(scale); |
| 437 | inputTensorInfo.SetQuantizationOffset(offset); |
| 438 | outputTensorInfo.SetQuantizationScale(outScale); |
| 439 | outputTensorInfo.SetQuantizationOffset(outOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 440 | } |
| 441 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 442 | std::vector<T> input = armnnUtils::QuantizedVector<T>(inputData, scale, offset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 443 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 444 | // Calculated outputExpected manually. |
| 445 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 446 | std::vector<T> outputExpected = armnnUtils::QuantizedVector<T>(outputExpectedData, outScale, outOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 447 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 448 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 449 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 450 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 451 | // Setup bounded ReLu. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 452 | armnn::ActivationQueueDescriptor descriptor; |
| 453 | armnn::WorkloadInfo workloadInfo; |
| 454 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 455 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 456 | |
| 457 | descriptor.m_Parameters.m_Function = activationFunction; |
| 458 | descriptor.m_Parameters.m_A = activationParameterA; |
| 459 | descriptor.m_Parameters.m_B = activationParameterB; |
| 460 | |
| 461 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(descriptor, workloadInfo); |
| 462 | |
| 463 | inputHandle->Allocate(); |
| 464 | outputHandle->Allocate(); |
| 465 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 466 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 467 | |
| 468 | workload->Execute(); |
| 469 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 470 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 471 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 472 | return LayerTestResult<T, 4>(actualOutput, |
| 473 | outputExpected, |
| 474 | outputHandle->GetShape(), |
| 475 | outputTensorInfo.GetShape()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 476 | } |
| 477 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 478 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 479 | LayerTestResult<T, 4> SimpleSigmoidTestCommon( |
| 480 | armnn::IWorkloadFactory& workloadFactory, |
| 481 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 482 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 483 | float qScale, |
| 484 | int32_t qOffset) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 485 | { |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 486 | std::vector<float> inputData = |
| 487 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 488 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 489 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 490 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 491 | 1.0f, 2.0f, 3.0f, 4.0f |
| 492 | }; |
| 493 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 494 | // Calculate output values for input. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 495 | auto f = [](float value) |
| 496 | { |
| 497 | return 1.0f / (1.0f + std::exp(-value)); |
| 498 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 499 | std::vector<float> m_OutputExpected(inputData.size()); |
| 500 | std::transform(inputData.begin(), inputData.end(), m_OutputExpected.begin(), f); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 501 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 502 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 503 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 504 | tensorHandleFactory, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 505 | armnn::ActivationFunction::Sigmoid, |
| 506 | 0.f, |
| 507 | 0.f, |
| 508 | qScale, |
| 509 | qOffset, |
| 510 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 511 | 1.f / 256.f, |
| 512 | 0, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 513 | m_OutputExpected); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 514 | } |
| 515 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 516 | LayerTestResult<float, 4> SimpleSigmoidTest( |
| 517 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 518 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 519 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 520 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 521 | return SimpleSigmoidTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, |
| 522 | tensorHandleFactory, 0.0f, 0); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 523 | } |
| 524 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 525 | LayerTestResult<uint8_t, 4> SimpleSigmoidUint8Test( |
| 526 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 527 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 528 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 529 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 530 | return SimpleSigmoidTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 531 | tensorHandleFactory, 0.1f, 50); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 532 | } |
| 533 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 534 | LayerTestResult<int16_t, 4> SimpleSigmoidInt16Test( |
| 535 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 536 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 537 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 538 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 539 | return SimpleSigmoidTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, |
| 540 | tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 541 | } |
| 542 | |
| 543 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 544 | LayerTestResult<T, 4> ReLuTestCommon( |
| 545 | armnn::IWorkloadFactory& workloadFactory, |
| 546 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 547 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 548 | float qScale, |
| 549 | int32_t qOffset) |
| 550 | { |
| 551 | std::vector<float> inputData = { |
| 552 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 553 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 554 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 555 | 1.0f, 2.0f, 3.0f, 4.0f |
| 556 | }; |
| 557 | |
| 558 | // Calculate output values for input. |
| 559 | auto f = [](float value) |
| 560 | { |
| 561 | return std::fmax(0.0f, value); |
| 562 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 563 | std::vector<float> outputExpected(inputData.size()); |
| 564 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 565 | |
| 566 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 567 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 568 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 569 | armnn::ActivationFunction::ReLu, |
| 570 | 0.f, |
| 571 | 0.f, |
| 572 | qScale, |
| 573 | qOffset, |
| 574 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 575 | qScale, |
| 576 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 577 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 578 | } |
| 579 | |
| 580 | LayerTestResult<int16_t, 4> ReLuInt16Test( |
| 581 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 582 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 583 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 584 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 585 | return ReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 586 | } |
| 587 | |
| 588 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 589 | LayerTestResult<uint8_t, 4> ReLuUint8Test( |
| 590 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 591 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 592 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 593 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 594 | return ReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 595 | } |
| 596 | |
| 597 | LayerTestResult<float, 4> ReLuTest( |
| 598 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 599 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 600 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 601 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 602 | return ReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 603 | } |
| 604 | |
| 605 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 606 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 607 | LayerTestResult<T, 4> BoundedReLuTestCommon( |
| 608 | armnn::IWorkloadFactory& workloadFactory, |
| 609 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 610 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 611 | float qScale, |
| 612 | int32_t qOffset) |
| 613 | { |
| 614 | std::vector<float> inputData = { |
| 615 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 616 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 617 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 618 | 1.0f, 2.0f, 3.0f, 4.0f |
| 619 | }; |
| 620 | const float a = 1.0f; |
| 621 | const float b = -1.0f; |
| 622 | // Calculate output values for input. |
| 623 | auto f = [a, b](float value) |
| 624 | { |
| 625 | return std::min(a, std::max(b, value)); |
| 626 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 627 | std::vector<float> outputExpected(inputData.size()); |
| 628 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 629 | |
| 630 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 631 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 632 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 633 | armnn::ActivationFunction::BoundedReLu, |
| 634 | a, |
| 635 | b, |
| 636 | qScale, |
| 637 | qOffset, |
| 638 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 639 | qScale, |
| 640 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 641 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 642 | } |
| 643 | |
| 644 | LayerTestResult<int16_t, 4> BoundedReLuInt16Test( |
| 645 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 646 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 647 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 648 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 649 | return ReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 650 | } |
| 651 | |
| 652 | |
| 653 | |
| 654 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 655 | LayerTestResult<T, 4> SoftReLuTestCommon( |
| 656 | armnn::IWorkloadFactory& workloadFactory, |
| 657 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 658 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 659 | float qScale, |
| 660 | int32_t qOffset) |
| 661 | { |
| 662 | std::vector<float> inputData = { |
| 663 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 664 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 665 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 666 | 1.0f, 2.0f, 3.0f, 4.0f |
| 667 | }; |
| 668 | |
| 669 | // Calculate output values for input. |
| 670 | auto f = [](float value) |
| 671 | { |
| 672 | return std::log(1.0f + std::exp(value)); |
| 673 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 674 | std::vector<float> outputExpected(inputData.size()); |
| 675 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 676 | |
| 677 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 678 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 679 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 680 | armnn::ActivationFunction::SoftReLu, |
| 681 | 0.f, |
| 682 | 0.f, |
| 683 | qScale, |
| 684 | qOffset, |
| 685 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 686 | qScale, |
| 687 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 688 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 689 | } |
| 690 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 691 | LayerTestResult<float, 4> SoftReLuTest( |
| 692 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 693 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 694 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 695 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 696 | return SoftReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 697 | } |
| 698 | |
| 699 | LayerTestResult<uint8_t, 4> SoftReLuUint8Test( |
| 700 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 701 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 702 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 703 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 704 | return SoftReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 705 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 706 | } |
| 707 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 708 | LayerTestResult<int16_t, 4> SoftReLuInt16Test( |
| 709 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 710 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 711 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 712 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 713 | return SoftReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 714 | } |
| 715 | |
| 716 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 717 | LayerTestResult<T, 4> LeakyReLuTestCommon( |
| 718 | armnn::IWorkloadFactory& workloadFactory, |
| 719 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 720 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 721 | float qScale, |
| 722 | int32_t qOffset) |
| 723 | { |
| 724 | std::vector<float> inputData = { |
| 725 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 726 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 727 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 728 | 1.0f, 2.0f, 3.0f, 4.0f |
| 729 | }; |
| 730 | |
| 731 | const float a = 0.01f; |
| 732 | // Calculate output values for input. |
| 733 | auto f = [a](float value) |
| 734 | { |
| 735 | return value > 0.0f ? value : (value * a); |
| 736 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 737 | std::vector<float> outputExpected(inputData.size()); |
| 738 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 739 | |
| 740 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 741 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 742 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 743 | armnn::ActivationFunction::LeakyReLu, |
| 744 | a, |
| 745 | 0.f, |
| 746 | qScale, |
| 747 | qOffset, |
| 748 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 749 | qScale, |
| 750 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 751 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 752 | } |
| 753 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 754 | LayerTestResult<float, 4> LeakyReLuTest( |
| 755 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 756 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 757 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 758 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 759 | return LeakyReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 760 | } |
| 761 | |
| 762 | LayerTestResult<uint8_t, 4> LeakyReLuUint8Test( |
| 763 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 764 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 765 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 766 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 767 | return LeakyReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 768 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 769 | } |
| 770 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 771 | LayerTestResult<int16_t, 4> LeakyReLuInt16Test( |
| 772 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 773 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 774 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 775 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 776 | return LeakyReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 777 | } |
| 778 | |
| 779 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 780 | LayerTestResult<T, 4> AbsTestCommon( |
| 781 | armnn::IWorkloadFactory& workloadFactory, |
| 782 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 783 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 784 | float qScale, |
| 785 | int32_t qOffset) |
| 786 | { |
| 787 | std::vector<float> inputData = { |
| 788 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 789 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 790 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 791 | 1.0f, 2.0f, 3.0f, 4.0f |
| 792 | }; |
| 793 | |
| 794 | // Calculate output values for input. |
| 795 | auto f = [](float value) |
| 796 | { |
| 797 | return std::abs(value); |
| 798 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 799 | std::vector<float> outputExpected(inputData.size()); |
| 800 | std::transform(inputData.begin(), inputData.end(), outputExpected.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 801 | |
| 802 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 803 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 804 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 805 | armnn::ActivationFunction::Abs, |
| 806 | 0.f, |
| 807 | 0.f, |
| 808 | qScale, |
| 809 | qOffset, |
| 810 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 811 | qScale, |
| 812 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 813 | outputExpected); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 814 | } |
| 815 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 816 | LayerTestResult<float, 4> AbsTest( |
| 817 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 818 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 819 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 820 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 821 | return AbsTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 822 | } |
| 823 | |
| 824 | LayerTestResult<uint8_t, 4> AbsUint8Test( |
| 825 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 826 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 827 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 828 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 829 | return AbsTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 830 | } |
| 831 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 832 | LayerTestResult<int16_t, 4> AbsInt16Test( |
| 833 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 834 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 835 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 836 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 837 | return AbsTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 838 | } |
| 839 | |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 840 | LayerTestResult<float, 5> SqrtNNTest( |
| 841 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 842 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 843 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 844 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 845 | IgnoreUnused(memoryManager); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 846 | const int inputDataSize = 120; |
| 847 | std::vector<float> inputData(inputDataSize); |
| 848 | |
| 849 | for (unsigned int i = 0u; i < inputDataSize; ++i) |
| 850 | { |
| 851 | inputData[i] = static_cast<float>(i) / 10; |
| 852 | } |
| 853 | |
| 854 | auto f = [](float value) |
| 855 | { |
| 856 | return std::sqrt(value); |
| 857 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 858 | std::vector<float> expectedOutput(inputDataSize); |
| 859 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 860 | |
| 861 | armnn::TensorInfo inputTensorInfo( |
| 862 | { 1u, 2u, 3u, 4u, 5u }, armnn::DataType::Float32); |
| 863 | armnn::TensorInfo outputTensorInfo( |
| 864 | { 1u, 2u, 3u, 4u, 5u }, armnn::DataType::Float32); |
| 865 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 866 | std::vector<float> actualOutput(outputTensorInfo.GetNumElements()); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 867 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 868 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 869 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 870 | |
| 871 | armnn::ActivationQueueDescriptor descriptor; |
| 872 | armnn::WorkloadInfo workloadInfo; |
| 873 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 874 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 875 | |
| 876 | descriptor.m_Parameters.m_Function = armnn::ActivationFunction::Sqrt; |
| 877 | |
| 878 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(descriptor, workloadInfo); |
| 879 | |
| 880 | inputHandle->Allocate(); |
| 881 | outputHandle->Allocate(); |
| 882 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 883 | CopyDataToITensorHandle(inputHandle.get(), inputData.data()); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 884 | |
| 885 | workload->Execute(); |
| 886 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 887 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 888 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 889 | return LayerTestResult<float, 5>(actualOutput, |
| 890 | expectedOutput, |
| 891 | outputHandle->GetShape(), |
| 892 | outputTensorInfo.GetShape()); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 893 | }; |
| 894 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 895 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 896 | LayerTestResult<T, 4> SqrtTestCommon( |
| 897 | armnn::IWorkloadFactory& workloadFactory, |
| 898 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 899 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 900 | float qScale, |
| 901 | int32_t qOffset) |
| 902 | { |
| 903 | std::vector<float> inputData = { |
| 904 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 905 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 906 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 907 | 1.0f, 2.0f, 3.0f, 4.0f |
| 908 | }; |
| 909 | |
| 910 | // Calculate output values for input. |
| 911 | auto f = [](float value) |
| 912 | { |
| 913 | return std::sqrt(value); |
| 914 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 915 | std::vector<float> expectedOutput(inputData.size()); |
| 916 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 917 | |
| 918 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 919 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 920 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 921 | armnn::ActivationFunction::Sqrt, |
| 922 | 0.f, |
| 923 | 0.f, |
| 924 | qScale, |
| 925 | qOffset, |
| 926 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 927 | qScale, |
| 928 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 929 | expectedOutput); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 930 | } |
| 931 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 932 | LayerTestResult<float, 4> SqrtTest( |
| 933 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 934 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 935 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 936 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 937 | return SqrtTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 938 | } |
| 939 | |
| 940 | LayerTestResult<uint8_t, 4> SqrtUint8Test( |
| 941 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 942 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 943 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 944 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 945 | return SqrtTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 946 | } |
| 947 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 948 | LayerTestResult<int16_t, 4> SqrtInt16Test( |
| 949 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 950 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 951 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 952 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 953 | return SqrtTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 954 | } |
| 955 | |
| 956 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 957 | LayerTestResult<T, 4> SquareTestCommon( |
| 958 | armnn::IWorkloadFactory& workloadFactory, |
| 959 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 960 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 961 | float qScale, |
| 962 | int32_t qOffset) |
| 963 | { |
| 964 | std::vector<float> inputData = { |
| 965 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 966 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 967 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 968 | 1.0f, 2.0f, 3.0f, 4.0f |
| 969 | }; |
| 970 | |
| 971 | // Calculate output values for input. |
| 972 | auto f = [](float value) |
| 973 | { |
| 974 | return std::pow(value,2); |
| 975 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 976 | std::vector<float> expectedOutput(inputData.size()); |
| 977 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 978 | |
| 979 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 980 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 981 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 982 | armnn::ActivationFunction::Square, |
| 983 | 0.f, |
| 984 | 0.f, |
| 985 | qScale, |
| 986 | qOffset, |
| 987 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 988 | qScale, |
| 989 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 990 | expectedOutput); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 991 | } |
| 992 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 993 | LayerTestResult<float, 4> SquareTest( |
| 994 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 995 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 996 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 997 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 998 | return SquareTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 999 | } |
| 1000 | |
| 1001 | LayerTestResult<uint8_t, 4> SquareUint8Test( |
| 1002 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1003 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1004 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1005 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1006 | return SquareTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 1007 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1008 | } |
| 1009 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1010 | LayerTestResult<int16_t, 4> SquareInt16Test( |
| 1011 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1012 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1013 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1014 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1015 | return SquareTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1016 | } |
| 1017 | |
| 1018 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 1019 | LayerTestResult<T, 4> TanhTestCommon( |
| 1020 | armnn::IWorkloadFactory& workloadFactory, |
| 1021 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1022 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1023 | float qScale, |
| 1024 | int32_t qOffset) |
| 1025 | { |
| 1026 | std::vector<float> inputData = { |
| 1027 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1028 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1029 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1030 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1031 | }; |
| 1032 | |
| 1033 | const float a = 2.0f; |
| 1034 | const float b = 3.0f; |
| 1035 | // Calculate output values for input. |
| 1036 | auto f = [a, b](float value) |
| 1037 | { |
| 1038 | return a * tanhf(b * value); |
| 1039 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1040 | std::vector<float> expectedOutput(inputData.size()); |
| 1041 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1042 | |
| 1043 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1044 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1045 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1046 | armnn::ActivationFunction::TanH, |
| 1047 | a, |
| 1048 | b, |
| 1049 | qScale, |
| 1050 | qOffset, |
| 1051 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 1052 | qScale, |
| 1053 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1054 | expectedOutput); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1055 | } |
| 1056 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1057 | LayerTestResult<float, 4> TanhTest( |
| 1058 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1059 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1060 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1061 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1062 | return TanhTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1063 | } |
| 1064 | |
| 1065 | LayerTestResult<uint8_t, 4> TanhUint8Test( |
| 1066 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1067 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1068 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1069 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1070 | return TanhTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1071 | } |
| 1072 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1073 | LayerTestResult<int16_t, 4> TanhInt16Test( |
| 1074 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1075 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1076 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1077 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1078 | return TanhTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1079 | } |
| 1080 | |
| 1081 | |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1082 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 1083 | LayerTestResult<T, 4> EluTestCommon( |
| 1084 | armnn::IWorkloadFactory& workloadFactory, |
| 1085 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1086 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1087 | float qScale, |
| 1088 | int32_t qOffset) |
| 1089 | { |
| 1090 | std::vector<float> inputData = { |
| 1091 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1092 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1093 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1094 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1095 | }; |
| 1096 | |
| 1097 | |
| 1098 | const float a = 0.01f; |
| 1099 | // Calculate output values for input. |
| 1100 | auto f = [a](float value) |
| 1101 | { |
| 1102 | return (value >= 0) ? value : a * (expf(value) - 1); |
| 1103 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1104 | std::vector<float> expectedOutput(inputData.size()); |
| 1105 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1106 | |
| 1107 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1108 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1109 | tensorHandleFactory, |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1110 | armnn::ActivationFunction::Elu, |
| 1111 | a, |
| 1112 | 0.0f, |
| 1113 | qScale, |
| 1114 | qOffset, |
| 1115 | inputData, |
| 1116 | qScale, |
| 1117 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1118 | expectedOutput); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1119 | } |
| 1120 | |
| 1121 | LayerTestResult<float, 4> EluTest( |
| 1122 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1123 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1124 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1125 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1126 | return EluTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1127 | } |
| 1128 | |
| 1129 | LayerTestResult<uint8_t, 4> EluUint8Test( |
| 1130 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1131 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1132 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1133 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1134 | return EluTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 64); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1135 | } |
| 1136 | |
| 1137 | LayerTestResult<int16_t, 4> EluInt16Test( |
| 1138 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1139 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1140 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1141 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1142 | return EluTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1143 | } |
| 1144 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1145 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1146 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1147 | LayerTestResult<T, 4> HardSwishTestCommon( |
| 1148 | armnn::IWorkloadFactory& workloadFactory, |
| 1149 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1150 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1151 | float qScale, |
| 1152 | int32_t qOffset) |
| 1153 | { |
| 1154 | std::vector<float> inputData = { |
| 1155 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1156 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1157 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1158 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1159 | }; |
| 1160 | // Calculate output values for input. |
| 1161 | auto f = [](float x) |
| 1162 | { |
| 1163 | // Break down the calculation to help with verification. |
| 1164 | // hard_swish(x) = x * relu6(x+3) / 6 |
| 1165 | // relu6(x) = min(max(x,0),6) |
| 1166 | float reLu6_step1 = std::max((x + 3),0.0f); |
| 1167 | float reLu6Complete = std::min(reLu6_step1, 6.0f); |
| 1168 | float hardSwish_step1 = x * reLu6Complete; |
| 1169 | float result = hardSwish_step1 / 6; |
| 1170 | return result; |
| 1171 | }; |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1172 | std::vector<float> expectedOutput(inputData.size()); |
| 1173 | std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1174 | |
| 1175 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1176 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1177 | tensorHandleFactory, |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1178 | armnn::ActivationFunction::HardSwish, |
| 1179 | 0.f, |
| 1180 | 0.f, |
| 1181 | qScale, |
| 1182 | qOffset, |
| 1183 | inputData, |
| 1184 | qScale, |
| 1185 | qOffset, |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1186 | expectedOutput); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1187 | } |
| 1188 | |
| 1189 | LayerTestResult<float, 4> HardSwishTest( |
| 1190 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1191 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1192 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1193 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1194 | return HardSwishTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1195 | } |
| 1196 | |
| 1197 | LayerTestResult<uint8_t, 4> HardSwishUint8Test( |
| 1198 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1199 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1200 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1201 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1202 | return HardSwishTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 1203 | tensorHandleFactory, 0.1f, 64); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1204 | } |
| 1205 | |
| 1206 | LayerTestResult<int16_t, 4> HardSwishInt16Test( |
| 1207 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1208 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1209 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1210 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1211 | return HardSwishTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1212 | } |
| 1213 | |
| 1214 | |
| 1215 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1216 | LayerTestResult<T, 4> CompareActivationTestImpl( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1217 | armnn::IWorkloadFactory& workloadFactory, |
| 1218 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1219 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1220 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1221 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1222 | armnn::ActivationFunction f, |
| 1223 | unsigned int batchSize = 5, |
| 1224 | float qScale = 0.0f, |
| 1225 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1226 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1227 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1228 | unsigned int width = 17; |
| 1229 | unsigned int height = 29; |
| 1230 | unsigned int channels = 2; |
| 1231 | |
| 1232 | float a = 0.234f; |
| 1233 | float b = -12.345f; |
| 1234 | |
| 1235 | armnn::TensorInfo inputTensorInfo; |
| 1236 | armnn::TensorInfo outputTensorInfo; |
| 1237 | |
| 1238 | unsigned int shape[] = {batchSize, channels, height, width}; |
| 1239 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1240 | inputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
| 1241 | outputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1242 | |
| 1243 | // Set quantization parameters if the requested type is a quantized type. |
| 1244 | if(armnn::IsQuantizedType<T>()) |
| 1245 | { |
| 1246 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1247 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1248 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1249 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1250 | } |
| 1251 | |
| 1252 | float minVal = -10.f; |
| 1253 | if (f == armnn::ActivationFunction::Sqrt) |
| 1254 | { |
| 1255 | minVal = 0.f; |
| 1256 | } |
| 1257 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1258 | std::vector<T> input = MakeRandomTensor<T>(inputTensorInfo, 21453, minVal, 10.f); |
| 1259 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 1260 | std::vector<T> expectedOutput(outputTensorInfo.GetNumElements()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1261 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1262 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 1263 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1264 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1265 | std::unique_ptr<armnn::ITensorHandle> inputHandleRef = refTensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 1266 | std::unique_ptr<armnn::ITensorHandle> outputHandleRef = refTensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1267 | |
| 1268 | armnn::ActivationQueueDescriptor data; |
| 1269 | armnn::WorkloadInfo info; |
| 1270 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 1271 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 1272 | data.m_Parameters.m_A = a; |
| 1273 | data.m_Parameters.m_B = b; |
| 1274 | data.m_Parameters.m_Function = f; |
| 1275 | |
| 1276 | armnn::ActivationQueueDescriptor refData = data; |
| 1277 | armnn::WorkloadInfo refInfo = info; |
| 1278 | SetWorkloadInput(refData, refInfo, 0, inputTensorInfo, inputHandleRef.get()); |
| 1279 | SetWorkloadOutput(refData, refInfo, 0, outputTensorInfo, outputHandleRef.get()); |
| 1280 | |
| 1281 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(data, info); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1282 | ARMNN_ASSERT(workload != nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1283 | std::unique_ptr<armnn::IWorkload> workloadRef = refWorkloadFactory.CreateActivation(refData, refInfo); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1284 | ARMNN_ASSERT(workloadRef != nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1285 | |
| 1286 | inputHandle->Allocate(); |
| 1287 | outputHandle->Allocate(); |
| 1288 | inputHandleRef->Allocate(); |
| 1289 | outputHandleRef->Allocate(); |
| 1290 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1291 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
| 1292 | CopyDataToITensorHandle(inputHandleRef.get(), input.data()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1293 | |
| 1294 | workload->Execute(); |
| 1295 | workloadRef->Execute(); |
| 1296 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1297 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
| 1298 | CopyDataFromITensorHandle(expectedOutput.data(), outputHandleRef.get()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1299 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1300 | return LayerTestResult<T, 4>(actualOutput, |
| 1301 | expectedOutput, |
| 1302 | outputHandle->GetShape(), |
| 1303 | outputTensorInfo.GetShape()); |
| 1304 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1305 | } |
| 1306 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1307 | LayerTestResult<float, 4> CompareActivationTest( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1308 | armnn::IWorkloadFactory& workloadFactory, |
| 1309 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1310 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1311 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1312 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1313 | armnn::ActivationFunction f, |
| 1314 | unsigned int batchSize) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1315 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1316 | return CompareActivationTestImpl<armnn::DataType::Float32>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1317 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, |
| 1318 | refTensorHandleFactory, f, batchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1319 | } |
| 1320 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1321 | LayerTestResult<uint8_t, 4> CompareActivationUint8Test( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1322 | armnn::IWorkloadFactory& workloadFactory, |
| 1323 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1324 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1325 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1326 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1327 | armnn::ActivationFunction f) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1328 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1329 | return CompareActivationTestImpl<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1330 | workloadFactory, memoryManager, refWorkloadFactory, |
| 1331 | tensorHandleFactory, refTensorHandleFactory, f, 5, 0.1f, 50); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1332 | } |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1333 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 1334 | LayerTestResult<int16_t, 4> CompareActivationInt16Test( |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1335 | armnn::IWorkloadFactory& workloadFactory, |
| 1336 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1337 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1338 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1339 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1340 | armnn::ActivationFunction f) |
| 1341 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1342 | return CompareActivationTestImpl<armnn::DataType::QSymmS16>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1343 | workloadFactory, memoryManager, refWorkloadFactory, tensorHandleFactory, |
| 1344 | refTensorHandleFactory, f, 5, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1345 | } |