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 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 20 | #include <boost/multi_array.hpp> |
| 21 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 22 | #include <algorithm> |
| 23 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 24 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 25 | LayerTestResult<T, 4> BoundedReLuTestCommon( |
| 26 | armnn::IWorkloadFactory& workloadFactory, |
| 27 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 28 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 29 | float upperBound, |
| 30 | float lowerBound, |
| 31 | float inputScale, |
| 32 | int32_t inputOffset, |
| 33 | float outputScale, |
| 34 | int32_t outputOffset, |
| 35 | const std::vector<T>& inputData, |
| 36 | const std::vector<T>& outputExpectedData, |
| 37 | unsigned int inputWidth, |
| 38 | unsigned int inputHeight, |
| 39 | unsigned int inputChannels, |
| 40 | unsigned int inputBatchSize) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 41 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 42 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 43 | unsigned int outputWidth = inputWidth; |
| 44 | unsigned int outputHeight = inputHeight; |
| 45 | unsigned int outputChannels = inputChannels; |
| 46 | unsigned int outputBatchSize = inputBatchSize; |
| 47 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 48 | armnn::TensorInfo inputTensorInfo({ inputBatchSize, inputChannels, inputHeight, inputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 49 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 50 | armnn::TensorInfo outputTensorInfo({ outputBatchSize, outputChannels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 51 | |
| 52 | if(armnn::IsQuantizedType<T>()) |
| 53 | { |
| 54 | inputTensorInfo.SetQuantizationScale(inputScale); |
| 55 | inputTensorInfo.SetQuantizationOffset(inputOffset); |
| 56 | |
| 57 | outputTensorInfo.SetQuantizationScale(outputScale); |
| 58 | outputTensorInfo.SetQuantizationOffset(outputOffset); |
| 59 | } |
| 60 | |
| 61 | LayerTestResult<T, 4> result(inputTensorInfo); |
| 62 | |
| 63 | auto input = MakeTensor<T, 4>(inputTensorInfo, inputData); |
| 64 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 65 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 66 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 67 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 68 | // Setup bounded ReLu. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 69 | armnn::ActivationQueueDescriptor descriptor; |
| 70 | armnn::WorkloadInfo workloadInfo; |
| 71 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 72 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 73 | |
| 74 | descriptor.m_Parameters.m_Function = armnn::ActivationFunction::BoundedReLu; |
| 75 | descriptor.m_Parameters.m_A = upperBound; |
| 76 | descriptor.m_Parameters.m_B = lowerBound; |
| 77 | |
| 78 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(descriptor, workloadInfo); |
| 79 | |
| 80 | inputHandle->Allocate(); |
| 81 | outputHandle->Allocate(); |
| 82 | |
| 83 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]); |
| 84 | |
| 85 | workload->Execute(); |
| 86 | |
| 87 | CopyDataFromITensorHandle(&result.output[0][0][0][0], outputHandle.get()); |
| 88 | |
| 89 | result.outputExpected = MakeTensor<T, 4>(outputTensorInfo, outputExpectedData); |
| 90 | |
| 91 | return result; |
| 92 | } |
| 93 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 94 | LayerTestResult<float, 4> BoundedReLuUpperAndLowerBoundTest( |
| 95 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 96 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 97 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 98 | { |
| 99 | unsigned int inputWidth = 4u; |
| 100 | unsigned int inputHeight = 5u; |
| 101 | unsigned int inputChannels = 1u; |
| 102 | unsigned int inputBatchSize = 1; |
| 103 | |
| 104 | std::vector<float> input = std::vector<float>{ |
| 105 | -2.0f, 0.1f, 0.5f, 1.25f, |
| 106 | 0.786f, 0.9875f, -1.5f, 0.384f, |
| 107 | 1.0001f, 3.5f, 7.5f, 0.896f, |
| 108 | 2.126f, 2.0f, 0.3f, 0.15f, |
| 109 | 0.999f, 1.2f, 0.89f, 6.1f, |
| 110 | }; |
| 111 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 112 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 113 | std::vector<float> output = std::vector<float>{ |
| 114 | -1.0f, 0.1f, 0.5f, 1.0f, |
| 115 | 0.786f, 0.9875f, -1.0f, 0.384f, |
| 116 | 1.0f, 1.0f, 1.0f, 0.896f, |
| 117 | 1.0f, 1.0f, 0.3f, 0.15f, |
| 118 | 0.999f, 1.0f, 0.89f, 1.0f, |
| 119 | }; |
| 120 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 121 | return BoundedReLuTestCommon<armnn::DataType::Float32>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 122 | 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] | 123 | inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 124 | } |
| 125 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 126 | LayerTestResult<float, 4> BoundedReLuUpperBoundOnlyTest( |
| 127 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 128 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 129 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 130 | { |
| 131 | unsigned int inputWidth = 4u; |
| 132 | unsigned int inputHeight = 5u; |
| 133 | unsigned int inputChannels = 1u; |
| 134 | unsigned int inputBatchSize = 1; |
| 135 | |
| 136 | std::vector<float> input = std::vector<float>{ |
| 137 | -1.0f, 0.1f, 0.5f, 6.25f, |
| 138 | 0.786f, 5.9875f, -0.5f, 0.384f, |
| 139 | 6.0001f, 3.5f, 7.5f, 0.896f, |
| 140 | 2.126f, 12.0f, 0.3f, 0.15f, |
| 141 | 0.999f, 1.2f, 0.89f, 6.1f, |
| 142 | }; |
| 143 | |
David Beck | ac42efd | 2018-09-26 17:41:13 +0100 | [diff] [blame] | 144 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 145 | std::vector<float> output = std::vector<float>{ |
| 146 | 0.0f, 0.1f, 0.5f, 6.0f, |
| 147 | 0.786f, 5.9875f, 0.0f, 0.384f, |
| 148 | 6.0f, 3.5f, 6.0f, 0.896f, |
| 149 | 2.126f, 6.0f, 0.3f, 0.15f, |
| 150 | 0.999f, 1.2f, 0.89f, 6.0f, |
| 151 | }; |
| 152 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 153 | return BoundedReLuTestCommon<armnn::DataType::Float32>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 154 | 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] | 155 | inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 156 | } |
| 157 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 158 | LayerTestResult<uint8_t, 4> BoundedReLuUint8UpperBoundOnlyTest( |
| 159 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 160 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 161 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 162 | { |
| 163 | unsigned int inputWidth = 3u; |
| 164 | unsigned int inputHeight = 2u; |
| 165 | unsigned int inputChannels = 1u; |
| 166 | unsigned int inputBatchSize = 1; |
| 167 | |
| 168 | std::vector<uint8_t> input = std::vector<uint8_t>{ |
| 169 | 51, 124, 28, |
| 170 | 251, 8, 92 |
| 171 | }; |
| 172 | |
David Beck | ac42efd | 2018-09-26 17:41:13 +0100 | [diff] [blame] | 173 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 174 | std::vector<uint8_t> output = std::vector<uint8_t>{ |
| 175 | 0, 122, 0, |
| 176 | 255, 0, 58 |
| 177 | }; |
| 178 | |
| 179 | float inputScale = 12.0f / 255.0f; |
| 180 | int32_t inputOffset = 63; |
| 181 | float outputScale = 6.0f / 255.0f; |
| 182 | int32_t outputOffset = 0; |
| 183 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 184 | return BoundedReLuTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 185 | workloadFactory, memoryManager, tensorHandleFactory, 6.0f, 0.0f, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 186 | inputScale, inputOffset, outputScale, outputOffset, |
| 187 | input, output, inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 188 | } |
| 189 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 190 | LayerTestResult<uint8_t, 4> BoundedReLuUint8UpperAndLowerBoundTest( |
| 191 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 192 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 193 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 194 | { |
| 195 | unsigned int inputWidth = 3u; |
| 196 | unsigned int inputHeight = 2u; |
| 197 | unsigned int inputChannels = 1u; |
| 198 | unsigned int inputBatchSize = 1; |
| 199 | |
| 200 | std::vector<uint8_t> input = std::vector<uint8_t>{ |
| 201 | 51, 230, 28, |
| 202 | 251, 8, 92 |
| 203 | }; |
| 204 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 205 | // Calculated manually. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 206 | std::vector<uint8_t> output = std::vector<uint8_t>{ |
| 207 | 51, 192, 32, |
| 208 | 192, 32, 92 |
| 209 | }; |
| 210 | |
| 211 | int32_t inputOffset = 112; |
| 212 | float inputScale = 0.0125f; |
| 213 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 214 | return BoundedReLuTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 215 | workloadFactory, memoryManager, tensorHandleFactory, 1.0f, -1.0f, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 216 | inputScale, inputOffset, inputScale, inputOffset, // Input/output scale & offset same. |
| 217 | input, output, inputWidth, inputHeight, inputChannels, inputBatchSize); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 218 | } |
| 219 | |
| 220 | namespace |
| 221 | { |
| 222 | |
| 223 | struct BoundedReLuRandomInputTestTraits |
| 224 | { |
| 225 | constexpr static unsigned int inputHeight = 31u; |
| 226 | constexpr static unsigned int inputWidth = 19u; |
| 227 | constexpr static unsigned int inputChannels = 4u; |
| 228 | constexpr static unsigned int inputBatchSize = 2; |
| 229 | |
| 230 | constexpr static unsigned int outputHeight = inputHeight; |
| 231 | constexpr static unsigned int outputWidth = inputWidth; |
| 232 | constexpr static unsigned int outputChannels = inputChannels; |
| 233 | constexpr static unsigned int outputBatchSize = inputBatchSize; |
| 234 | |
| 235 | static armnn::TensorInfo GetInputTensorInfo() |
| 236 | { |
| 237 | return armnn::TensorInfo({ inputBatchSize, inputChannels, inputHeight, inputWidth }, |
| 238 | armnn::DataType::Float32); |
| 239 | } |
| 240 | |
| 241 | static armnn::TensorInfo GetOutputTensorInfo() |
| 242 | { |
| 243 | return armnn::TensorInfo({ outputBatchSize, outputChannels, outputHeight, outputWidth }, |
| 244 | armnn::DataType::Float32); |
| 245 | } |
| 246 | }; |
| 247 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 248 | boost::multi_array<float, 4> BoundedReLuRandomInputTest( |
| 249 | armnn::IWorkloadFactory& workloadFactory, |
| 250 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 251 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 252 | float lowerBound, |
| 253 | float upperBound, |
| 254 | const armnn::ActivationDescriptor& activationDescriptor) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 255 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 256 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 257 | const armnn::TensorInfo inputTensorInfo = BoundedReLuRandomInputTestTraits::GetInputTensorInfo(); |
| 258 | const armnn::TensorInfo outputTensorInfo = BoundedReLuRandomInputTestTraits::GetOutputTensorInfo(); |
| 259 | |
| 260 | boost::multi_array<float, 4> output(GetTensorShapeAsArray<4>(outputTensorInfo)); |
| 261 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 262 | // Min/max random values passed to MakeRandomTensor are purposely outside of the ReLu |
| 263 | // range [lowerBound, upperBound]. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 264 | auto input = MakeRandomTensor<float, 4>(inputTensorInfo, 4605828, lowerBound - 5.0f, upperBound * 2.0f); |
| 265 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 266 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 267 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 268 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 269 | // Set up bounded ReLu. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 270 | armnn::ActivationQueueDescriptor descriptor; |
| 271 | armnn::WorkloadInfo workloadInfo; |
| 272 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 273 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 274 | descriptor.m_Parameters = activationDescriptor; |
| 275 | |
| 276 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(descriptor, workloadInfo); |
| 277 | |
| 278 | inputHandle->Allocate(); |
| 279 | outputHandle->Allocate(); |
| 280 | |
| 281 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]); |
| 282 | |
| 283 | workload->Execute(); |
| 284 | |
| 285 | CopyDataFromITensorHandle(&output[0][0][0][0], outputHandle.get()); |
| 286 | |
| 287 | return output; |
| 288 | } |
| 289 | |
| 290 | } // namespace |
| 291 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 292 | LayerTestResult<float, 4> CompareBoundedReLuTest( |
| 293 | armnn::IWorkloadFactory& workloadFactory, |
| 294 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 295 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 296 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 297 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 298 | float upperBound, |
| 299 | float lowerBound) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 300 | { |
| 301 | LayerTestResult<float, 4> result(BoundedReLuRandomInputTestTraits::GetOutputTensorInfo()); |
| 302 | |
| 303 | armnn::ActivationDescriptor activationDescriptor; |
| 304 | activationDescriptor.m_Function = armnn::ActivationFunction::BoundedReLu; |
| 305 | activationDescriptor.m_A = upperBound; |
| 306 | activationDescriptor.m_B = lowerBound; |
| 307 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 308 | result.output = BoundedReLuRandomInputTest( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 309 | workloadFactory, memoryManager, tensorHandleFactory, 0.0f, upperBound, activationDescriptor); |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 310 | result.outputExpected = BoundedReLuRandomInputTest( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 311 | refWorkloadFactory, nullptr, refTensorHandleFactory, 0.0f, upperBound, activationDescriptor); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 312 | |
| 313 | return result; |
| 314 | } |
| 315 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 316 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 317 | LayerTestResult<T,4> ConstantLinearActivationTestCommon( |
| 318 | armnn::IWorkloadFactory& workloadFactory, |
| 319 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 320 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 321 | float qScale = 0.0f, |
| 322 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 323 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 324 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 325 | unsigned int inputHeight = 20; |
| 326 | unsigned int inputWidth = 17; |
| 327 | unsigned int inputChannels = 3; |
| 328 | unsigned int batchSize = 5; |
| 329 | |
| 330 | armnn::TensorInfo inputTensorInfo; |
| 331 | armnn::TensorInfo outputTensorInfo; |
| 332 | |
| 333 | unsigned int shape[] = {batchSize, inputChannels, inputHeight, inputWidth}; |
| 334 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 335 | inputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
| 336 | outputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 337 | |
| 338 | // Set quantization parameters if the requested type is a quantized type. |
| 339 | if(armnn::IsQuantizedType<T>()) |
| 340 | { |
| 341 | inputTensorInfo.SetQuantizationScale(qScale); |
| 342 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 343 | outputTensorInfo.SetQuantizationScale(qScale); |
| 344 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 345 | } |
| 346 | |
| 347 | LayerTestResult<T, 4> ret(outputTensorInfo); |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 348 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 349 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 350 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 351 | // Do linear activation that should leave the tensor unchanged. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 352 | armnn::ActivationQueueDescriptor data; |
| 353 | armnn::WorkloadInfo info; |
| 354 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 355 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 356 | data.m_Parameters.m_A = 1.0f; |
| 357 | data.m_Parameters.m_B = 0.0f; |
| 358 | data.m_Parameters.m_Function = armnn::ActivationFunction::Linear; |
| 359 | |
| 360 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(data, info); |
| 361 | |
| 362 | inputHandle->Allocate(); |
| 363 | outputHandle->Allocate(); |
| 364 | |
| 365 | boost::multi_array<T, 4> input = MakeRandomTensor<T, 4>(inputTensorInfo, 7123561); |
| 366 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]); |
| 367 | |
| 368 | workload->Execute(); |
| 369 | |
| 370 | CopyDataFromITensorHandle(&ret.output[0][0][0][0], outputHandle.get()); |
| 371 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 372 | // Ensure output equals input. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 373 | ret.outputExpected = input; |
| 374 | |
| 375 | return ret; |
| 376 | } |
| 377 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 378 | LayerTestResult<float, 4> ConstantLinearActivationTest( |
| 379 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 380 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 381 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 382 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 383 | return ConstantLinearActivationTestCommon<armnn::DataType::Float32>(workloadFactory, |
| 384 | memoryManager, |
| 385 | tensorHandleFactory); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 386 | } |
| 387 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 388 | LayerTestResult<uint8_t, 4> ConstantLinearActivationUint8Test( |
| 389 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 390 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 391 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 392 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 393 | return ConstantLinearActivationTestCommon<armnn::DataType::QAsymmU8>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 394 | workloadFactory, memoryManager, tensorHandleFactory, 4.0f, 3); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 395 | } |
| 396 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 397 | LayerTestResult<int16_t, 4> ConstantLinearActivationInt16Test( |
| 398 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 399 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 400 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 401 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 402 | return ConstantLinearActivationTestCommon<armnn::DataType::QSymmS16>( |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 403 | workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 404 | } |
| 405 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 406 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 407 | LayerTestResult<T, 4> SimpleActivationTest( |
| 408 | armnn::IWorkloadFactory& workloadFactory, |
| 409 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 410 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 411 | armnn::ActivationFunction activationFunction, |
| 412 | float activationParameterA, |
| 413 | float activationParameterB, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 414 | float scale, |
| 415 | int32_t offset, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 416 | const std::vector<float>& inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 417 | float outScale, |
| 418 | int32_t outOffset, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 419 | const std::vector<float>& outputExpectedData) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 420 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 421 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 422 | constexpr static unsigned int inputWidth = 16u; |
| 423 | constexpr static unsigned int inputHeight = 1u; |
| 424 | constexpr static unsigned int inputChannels = 1u; |
| 425 | constexpr static unsigned int inputBatchSize = 1u; |
| 426 | |
| 427 | constexpr static unsigned int outputWidth = inputWidth; |
| 428 | constexpr static unsigned int outputHeight = inputHeight; |
| 429 | constexpr static unsigned int outputChannels = inputChannels; |
| 430 | constexpr static unsigned int outputBatchSize = inputBatchSize; |
| 431 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 432 | armnn::TensorInfo inputTensorInfo({ inputBatchSize, inputChannels, inputHeight, inputWidth }, ArmnnType); |
| 433 | armnn::TensorInfo outputTensorInfo({ outputBatchSize, outputChannels, outputHeight, outputWidth }, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 434 | |
| 435 | // Set quantization parameters if the requested type is a quantized type. |
| 436 | if(armnn::IsQuantizedType<T>()) |
| 437 | { |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 438 | inputTensorInfo.SetQuantizationScale(scale); |
| 439 | inputTensorInfo.SetQuantizationOffset(offset); |
| 440 | outputTensorInfo.SetQuantizationScale(outScale); |
| 441 | outputTensorInfo.SetQuantizationOffset(outOffset); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 442 | } |
| 443 | |
| 444 | LayerTestResult<T, 4> result(inputTensorInfo); |
| 445 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 446 | auto input = MakeTensor<T, 4>(inputTensorInfo, armnnUtils::QuantizedVector<T>(inputData, scale, offset)); |
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 | |
| 466 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]); |
| 467 | |
| 468 | workload->Execute(); |
| 469 | |
| 470 | CopyDataFromITensorHandle(&result.output[0][0][0][0], outputHandle.get()); |
| 471 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 472 | // Calculated manually. |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 473 | result.outputExpected = |
| 474 | MakeTensor<T, 4>(outputTensorInfo, armnnUtils::QuantizedVector<T>(outputExpectedData, outScale, outOffset)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 475 | |
| 476 | return result; |
| 477 | } |
| 478 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 479 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 480 | LayerTestResult<T, 4> SimpleSigmoidTestCommon( |
| 481 | armnn::IWorkloadFactory& workloadFactory, |
| 482 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 483 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 484 | float qScale, |
| 485 | int32_t qOffset) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 486 | { |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 487 | std::vector<float> inputData = |
| 488 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 489 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 490 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 491 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 492 | 1.0f, 2.0f, 3.0f, 4.0f |
| 493 | }; |
| 494 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 495 | // Calculate output values for input. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 496 | auto f = [](float value) |
| 497 | { |
| 498 | return 1.0f / (1.0f + std::exp(-value)); |
| 499 | }; |
| 500 | std::vector<float> outputExpectedData(inputData.size()); |
| 501 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 502 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 503 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 504 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 505 | tensorHandleFactory, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 506 | armnn::ActivationFunction::Sigmoid, |
| 507 | 0.f, |
| 508 | 0.f, |
| 509 | qScale, |
| 510 | qOffset, |
| 511 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 512 | 1.f / 256.f, |
| 513 | 0, |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 514 | outputExpectedData); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 515 | } |
| 516 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 517 | LayerTestResult<float, 4> SimpleSigmoidTest( |
| 518 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 519 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 520 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 521 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 522 | return SimpleSigmoidTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, |
| 523 | tensorHandleFactory, 0.0f, 0); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 524 | } |
| 525 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 526 | LayerTestResult<uint8_t, 4> SimpleSigmoidUint8Test( |
| 527 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 528 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 529 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 530 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 531 | return SimpleSigmoidTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 532 | tensorHandleFactory, 0.1f, 50); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 533 | } |
| 534 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 535 | LayerTestResult<int16_t, 4> SimpleSigmoidInt16Test( |
| 536 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 537 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 538 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 539 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 540 | return SimpleSigmoidTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, |
| 541 | tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 542 | } |
| 543 | |
| 544 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 545 | LayerTestResult<T, 4> ReLuTestCommon( |
| 546 | armnn::IWorkloadFactory& workloadFactory, |
| 547 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 548 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 549 | float qScale, |
| 550 | int32_t qOffset) |
| 551 | { |
| 552 | std::vector<float> inputData = { |
| 553 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 554 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 555 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 556 | 1.0f, 2.0f, 3.0f, 4.0f |
| 557 | }; |
| 558 | |
| 559 | // Calculate output values for input. |
| 560 | auto f = [](float value) |
| 561 | { |
| 562 | return std::fmax(0.0f, value); |
| 563 | }; |
| 564 | std::vector<float> outputExpectedData(inputData.size()); |
| 565 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 566 | |
| 567 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 568 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 569 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 570 | armnn::ActivationFunction::ReLu, |
| 571 | 0.f, |
| 572 | 0.f, |
| 573 | qScale, |
| 574 | qOffset, |
| 575 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 576 | qScale, |
| 577 | qOffset, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 578 | outputExpectedData); |
| 579 | } |
| 580 | |
| 581 | LayerTestResult<int16_t, 4> ReLuInt16Test( |
| 582 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 583 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 584 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 585 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 586 | return ReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 587 | } |
| 588 | |
| 589 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 590 | LayerTestResult<uint8_t, 4> ReLuUint8Test( |
| 591 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 592 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 593 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 594 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 595 | return ReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 596 | } |
| 597 | |
| 598 | LayerTestResult<float, 4> ReLuTest( |
| 599 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 600 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 601 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 602 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 603 | return ReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 604 | } |
| 605 | |
| 606 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 607 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 608 | LayerTestResult<T, 4> BoundedReLuTestCommon( |
| 609 | armnn::IWorkloadFactory& workloadFactory, |
| 610 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 611 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 612 | float qScale, |
| 613 | int32_t qOffset) |
| 614 | { |
| 615 | std::vector<float> inputData = { |
| 616 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 617 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 618 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 619 | 1.0f, 2.0f, 3.0f, 4.0f |
| 620 | }; |
| 621 | const float a = 1.0f; |
| 622 | const float b = -1.0f; |
| 623 | // Calculate output values for input. |
| 624 | auto f = [a, b](float value) |
| 625 | { |
| 626 | return std::min(a, std::max(b, value)); |
| 627 | }; |
| 628 | std::vector<float> outputExpectedData(inputData.size()); |
| 629 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 630 | |
| 631 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 632 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 633 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 634 | armnn::ActivationFunction::BoundedReLu, |
| 635 | a, |
| 636 | b, |
| 637 | qScale, |
| 638 | qOffset, |
| 639 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 640 | qScale, |
| 641 | qOffset, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 642 | outputExpectedData); |
| 643 | } |
| 644 | |
| 645 | LayerTestResult<int16_t, 4> BoundedReLuInt16Test( |
| 646 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 647 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 648 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 649 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 650 | return ReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 651 | } |
| 652 | |
| 653 | |
| 654 | |
| 655 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 656 | LayerTestResult<T, 4> SoftReLuTestCommon( |
| 657 | armnn::IWorkloadFactory& workloadFactory, |
| 658 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 659 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 660 | float qScale, |
| 661 | int32_t qOffset) |
| 662 | { |
| 663 | std::vector<float> inputData = { |
| 664 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 665 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 666 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 667 | 1.0f, 2.0f, 3.0f, 4.0f |
| 668 | }; |
| 669 | |
| 670 | // Calculate output values for input. |
| 671 | auto f = [](float value) |
| 672 | { |
| 673 | return std::log(1.0f + std::exp(value)); |
| 674 | }; |
| 675 | std::vector<float> outputExpectedData(inputData.size()); |
| 676 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 677 | |
| 678 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 679 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 680 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 681 | armnn::ActivationFunction::SoftReLu, |
| 682 | 0.f, |
| 683 | 0.f, |
| 684 | qScale, |
| 685 | qOffset, |
| 686 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 687 | qScale, |
| 688 | qOffset, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 689 | outputExpectedData); |
| 690 | } |
| 691 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 692 | LayerTestResult<float, 4> SoftReLuTest( |
| 693 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 694 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 695 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 696 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 697 | return SoftReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 698 | } |
| 699 | |
| 700 | LayerTestResult<uint8_t, 4> SoftReLuUint8Test( |
| 701 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 702 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 703 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 704 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 705 | return SoftReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 706 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 707 | } |
| 708 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 709 | LayerTestResult<int16_t, 4> SoftReLuInt16Test( |
| 710 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 711 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 712 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 713 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 714 | return SoftReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 715 | } |
| 716 | |
| 717 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 718 | LayerTestResult<T, 4> LeakyReLuTestCommon( |
| 719 | armnn::IWorkloadFactory& workloadFactory, |
| 720 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 721 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 722 | float qScale, |
| 723 | int32_t qOffset) |
| 724 | { |
| 725 | std::vector<float> inputData = { |
| 726 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 727 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 728 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 729 | 1.0f, 2.0f, 3.0f, 4.0f |
| 730 | }; |
| 731 | |
| 732 | const float a = 0.01f; |
| 733 | // Calculate output values for input. |
| 734 | auto f = [a](float value) |
| 735 | { |
| 736 | return value > 0.0f ? value : (value * a); |
| 737 | }; |
| 738 | std::vector<float> outputExpectedData(inputData.size()); |
| 739 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 740 | |
| 741 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 742 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 743 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 744 | armnn::ActivationFunction::LeakyReLu, |
| 745 | a, |
| 746 | 0.f, |
| 747 | qScale, |
| 748 | qOffset, |
| 749 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 750 | qScale, |
| 751 | qOffset, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 752 | outputExpectedData); |
| 753 | } |
| 754 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 755 | LayerTestResult<float, 4> LeakyReLuTest( |
| 756 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 757 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 758 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 759 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 760 | return LeakyReLuTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 761 | } |
| 762 | |
| 763 | LayerTestResult<uint8_t, 4> LeakyReLuUint8Test( |
| 764 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 765 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 766 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 767 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 768 | return LeakyReLuTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 769 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 770 | } |
| 771 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 772 | LayerTestResult<int16_t, 4> LeakyReLuInt16Test( |
| 773 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 774 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 775 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 776 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 777 | return LeakyReLuTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 778 | } |
| 779 | |
| 780 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 781 | LayerTestResult<T, 4> AbsTestCommon( |
| 782 | armnn::IWorkloadFactory& workloadFactory, |
| 783 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 784 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 785 | float qScale, |
| 786 | int32_t qOffset) |
| 787 | { |
| 788 | std::vector<float> inputData = { |
| 789 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 790 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 791 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 792 | 1.0f, 2.0f, 3.0f, 4.0f |
| 793 | }; |
| 794 | |
| 795 | // Calculate output values for input. |
| 796 | auto f = [](float value) |
| 797 | { |
| 798 | return std::abs(value); |
| 799 | }; |
| 800 | std::vector<float> outputExpectedData(inputData.size()); |
| 801 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 802 | |
| 803 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 804 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 805 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 806 | armnn::ActivationFunction::Abs, |
| 807 | 0.f, |
| 808 | 0.f, |
| 809 | qScale, |
| 810 | qOffset, |
| 811 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 812 | qScale, |
| 813 | qOffset, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 814 | outputExpectedData); |
| 815 | } |
| 816 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 817 | LayerTestResult<float, 4> AbsTest( |
| 818 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 819 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 820 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 821 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 822 | return AbsTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 823 | } |
| 824 | |
| 825 | LayerTestResult<uint8_t, 4> AbsUint8Test( |
| 826 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 827 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 828 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 829 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 830 | return AbsTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 831 | } |
| 832 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 833 | LayerTestResult<int16_t, 4> AbsInt16Test( |
| 834 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 835 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 836 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 837 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 838 | return AbsTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 839 | } |
| 840 | |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 841 | LayerTestResult<float, 5> SqrtNNTest( |
| 842 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 843 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 844 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 845 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 846 | IgnoreUnused(memoryManager); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 847 | const int inputDataSize = 120; |
| 848 | std::vector<float> inputData(inputDataSize); |
| 849 | |
| 850 | for (unsigned int i = 0u; i < inputDataSize; ++i) |
| 851 | { |
| 852 | inputData[i] = static_cast<float>(i) / 10; |
| 853 | } |
| 854 | |
| 855 | auto f = [](float value) |
| 856 | { |
| 857 | return std::sqrt(value); |
| 858 | }; |
| 859 | std::vector<float> outputExpectedData(inputDataSize); |
| 860 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 861 | |
| 862 | armnn::TensorInfo inputTensorInfo( |
| 863 | { 1u, 2u, 3u, 4u, 5u }, armnn::DataType::Float32); |
| 864 | armnn::TensorInfo outputTensorInfo( |
| 865 | { 1u, 2u, 3u, 4u, 5u }, armnn::DataType::Float32); |
| 866 | |
| 867 | LayerTestResult<float, 5> result(inputTensorInfo); |
| 868 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 869 | auto input = MakeTensor<float, 5>(inputTensorInfo, inputData); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 870 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 871 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 872 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 873 | |
| 874 | armnn::ActivationQueueDescriptor descriptor; |
| 875 | armnn::WorkloadInfo workloadInfo; |
| 876 | AddInputToWorkload(descriptor, workloadInfo, inputTensorInfo, inputHandle.get()); |
| 877 | AddOutputToWorkload(descriptor, workloadInfo, outputTensorInfo, outputHandle.get()); |
| 878 | |
| 879 | descriptor.m_Parameters.m_Function = armnn::ActivationFunction::Sqrt; |
| 880 | |
| 881 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(descriptor, workloadInfo); |
| 882 | |
| 883 | inputHandle->Allocate(); |
| 884 | outputHandle->Allocate(); |
| 885 | |
| 886 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0][0]); |
| 887 | |
| 888 | workload->Execute(); |
| 889 | |
| 890 | CopyDataFromITensorHandle(&result.output[0][0][0][0][0], outputHandle.get()); |
| 891 | |
| 892 | // Calculated manually. |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 893 | result.outputExpected = MakeTensor<float, 5>(outputTensorInfo, outputExpectedData); |
Sadik Armagan | 6095ba5 | 2019-09-13 17:07:19 +0100 | [diff] [blame] | 894 | |
| 895 | return result; |
| 896 | }; |
| 897 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 898 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 899 | LayerTestResult<T, 4> SqrtTestCommon( |
| 900 | armnn::IWorkloadFactory& workloadFactory, |
| 901 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 902 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 903 | float qScale, |
| 904 | int32_t qOffset) |
| 905 | { |
| 906 | std::vector<float> inputData = { |
| 907 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 908 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 909 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 910 | 1.0f, 2.0f, 3.0f, 4.0f |
| 911 | }; |
| 912 | |
| 913 | // Calculate output values for input. |
| 914 | auto f = [](float value) |
| 915 | { |
| 916 | return std::sqrt(value); |
| 917 | }; |
| 918 | std::vector<float> outputExpectedData(inputData.size()); |
| 919 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 920 | |
| 921 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 922 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 923 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 924 | armnn::ActivationFunction::Sqrt, |
| 925 | 0.f, |
| 926 | 0.f, |
| 927 | qScale, |
| 928 | qOffset, |
| 929 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 930 | qScale, |
| 931 | qOffset, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 932 | outputExpectedData); |
| 933 | } |
| 934 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 935 | LayerTestResult<float, 4> SqrtTest( |
| 936 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 937 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 938 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 939 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 940 | return SqrtTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 941 | } |
| 942 | |
| 943 | LayerTestResult<uint8_t, 4> SqrtUint8Test( |
| 944 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 945 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 946 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 947 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 948 | return SqrtTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 949 | } |
| 950 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 951 | LayerTestResult<int16_t, 4> SqrtInt16Test( |
| 952 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 953 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 954 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 955 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 956 | return SqrtTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 957 | } |
| 958 | |
| 959 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 960 | LayerTestResult<T, 4> SquareTestCommon( |
| 961 | armnn::IWorkloadFactory& workloadFactory, |
| 962 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 963 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 964 | float qScale, |
| 965 | int32_t qOffset) |
| 966 | { |
| 967 | std::vector<float> inputData = { |
| 968 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 969 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 970 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 971 | 1.0f, 2.0f, 3.0f, 4.0f |
| 972 | }; |
| 973 | |
| 974 | // Calculate output values for input. |
| 975 | auto f = [](float value) |
| 976 | { |
| 977 | return std::pow(value,2); |
| 978 | }; |
| 979 | std::vector<float> outputExpectedData(inputData.size()); |
| 980 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 981 | |
| 982 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 983 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 984 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 985 | armnn::ActivationFunction::Square, |
| 986 | 0.f, |
| 987 | 0.f, |
| 988 | qScale, |
| 989 | qOffset, |
| 990 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 991 | qScale, |
| 992 | qOffset, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 993 | outputExpectedData); |
| 994 | } |
| 995 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 996 | LayerTestResult<float, 4> SquareTest( |
| 997 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 998 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 999 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1000 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1001 | return SquareTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1002 | } |
| 1003 | |
| 1004 | LayerTestResult<uint8_t, 4> SquareUint8Test( |
| 1005 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1006 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1007 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1008 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1009 | return SquareTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 1010 | tensorHandleFactory, 0.0625f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1011 | } |
| 1012 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1013 | LayerTestResult<int16_t, 4> SquareInt16Test( |
| 1014 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1015 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1016 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1017 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1018 | return SquareTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1019 | } |
| 1020 | |
| 1021 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 1022 | LayerTestResult<T, 4> TanhTestCommon( |
| 1023 | armnn::IWorkloadFactory& workloadFactory, |
| 1024 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1025 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1026 | float qScale, |
| 1027 | int32_t qOffset) |
| 1028 | { |
| 1029 | std::vector<float> inputData = { |
| 1030 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1031 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1032 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1033 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1034 | }; |
| 1035 | |
| 1036 | const float a = 2.0f; |
| 1037 | const float b = 3.0f; |
| 1038 | // Calculate output values for input. |
| 1039 | auto f = [a, b](float value) |
| 1040 | { |
| 1041 | return a * tanhf(b * value); |
| 1042 | }; |
| 1043 | std::vector<float> outputExpectedData(inputData.size()); |
| 1044 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 1045 | |
| 1046 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1047 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1048 | tensorHandleFactory, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1049 | armnn::ActivationFunction::TanH, |
| 1050 | a, |
| 1051 | b, |
| 1052 | qScale, |
| 1053 | qOffset, |
| 1054 | inputData, |
Ferran Balaguer | b2b5a26 | 2019-06-24 12:43:38 +0100 | [diff] [blame] | 1055 | qScale, |
| 1056 | qOffset, |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1057 | outputExpectedData); |
| 1058 | } |
| 1059 | |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1060 | LayerTestResult<float, 4> TanhTest( |
| 1061 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1062 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1063 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1064 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1065 | return TanhTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1066 | } |
| 1067 | |
| 1068 | LayerTestResult<uint8_t, 4> TanhUint8Test( |
| 1069 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1070 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1071 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1072 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1073 | return TanhTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 64); |
konsof01 | 7f6db40 | 2019-06-07 15:15:58 +0100 | [diff] [blame] | 1074 | } |
| 1075 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1076 | LayerTestResult<int16_t, 4> TanhInt16Test( |
| 1077 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1078 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1079 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1080 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1081 | return TanhTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1082 | } |
| 1083 | |
| 1084 | |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1085 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 1086 | LayerTestResult<T, 4> EluTestCommon( |
| 1087 | armnn::IWorkloadFactory& workloadFactory, |
| 1088 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1089 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1090 | float qScale, |
| 1091 | int32_t qOffset) |
| 1092 | { |
| 1093 | std::vector<float> inputData = { |
| 1094 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1095 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1096 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1097 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1098 | }; |
| 1099 | |
| 1100 | |
| 1101 | const float a = 0.01f; |
| 1102 | // Calculate output values for input. |
| 1103 | auto f = [a](float value) |
| 1104 | { |
| 1105 | return (value >= 0) ? value : a * (expf(value) - 1); |
| 1106 | }; |
| 1107 | std::vector<float> outputExpectedData(inputData.size()); |
| 1108 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 1109 | |
| 1110 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1111 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1112 | tensorHandleFactory, |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1113 | armnn::ActivationFunction::Elu, |
| 1114 | a, |
| 1115 | 0.0f, |
| 1116 | qScale, |
| 1117 | qOffset, |
| 1118 | inputData, |
| 1119 | qScale, |
| 1120 | qOffset, |
| 1121 | outputExpectedData); |
| 1122 | } |
| 1123 | |
| 1124 | LayerTestResult<float, 4> EluTest( |
| 1125 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1126 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1127 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1128 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1129 | return EluTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1130 | } |
| 1131 | |
| 1132 | LayerTestResult<uint8_t, 4> EluUint8Test( |
| 1133 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1134 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1135 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1136 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1137 | return EluTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 64); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1138 | } |
| 1139 | |
| 1140 | LayerTestResult<int16_t, 4> EluInt16Test( |
| 1141 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1142 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1143 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1144 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1145 | return EluTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 1146 | } |
| 1147 | |
Teresa Charlin | 18515e2 | 2019-04-24 10:17:46 +0100 | [diff] [blame] | 1148 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1149 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1150 | LayerTestResult<T, 4> HardSwishTestCommon( |
| 1151 | armnn::IWorkloadFactory& workloadFactory, |
| 1152 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1153 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1154 | float qScale, |
| 1155 | int32_t qOffset) |
| 1156 | { |
| 1157 | std::vector<float> inputData = { |
| 1158 | -0.1f, -0.2f, -0.3f, -0.4f, |
| 1159 | 0.1f, 0.2f, 0.3f, 0.4f, |
| 1160 | -1.0f, -2.0f, -3.0f, -4.0f, |
| 1161 | 1.0f, 2.0f, 3.0f, 4.0f |
| 1162 | }; |
| 1163 | // Calculate output values for input. |
| 1164 | auto f = [](float x) |
| 1165 | { |
| 1166 | // Break down the calculation to help with verification. |
| 1167 | // hard_swish(x) = x * relu6(x+3) / 6 |
| 1168 | // relu6(x) = min(max(x,0),6) |
| 1169 | float reLu6_step1 = std::max((x + 3),0.0f); |
| 1170 | float reLu6Complete = std::min(reLu6_step1, 6.0f); |
| 1171 | float hardSwish_step1 = x * reLu6Complete; |
| 1172 | float result = hardSwish_step1 / 6; |
| 1173 | return result; |
| 1174 | }; |
| 1175 | std::vector<float> outputExpectedData(inputData.size()); |
| 1176 | std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); |
| 1177 | |
| 1178 | return SimpleActivationTest<ArmnnType>(workloadFactory, |
| 1179 | memoryManager, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1180 | tensorHandleFactory, |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1181 | armnn::ActivationFunction::HardSwish, |
| 1182 | 0.f, |
| 1183 | 0.f, |
| 1184 | qScale, |
| 1185 | qOffset, |
| 1186 | inputData, |
| 1187 | qScale, |
| 1188 | qOffset, |
| 1189 | outputExpectedData); |
| 1190 | } |
| 1191 | |
| 1192 | LayerTestResult<float, 4> HardSwishTest( |
| 1193 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1194 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1195 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1196 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1197 | return HardSwishTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1198 | } |
| 1199 | |
| 1200 | LayerTestResult<uint8_t, 4> HardSwishUint8Test( |
| 1201 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1202 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1203 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1204 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1205 | return HardSwishTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, |
| 1206 | tensorHandleFactory, 0.1f, 64); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1207 | } |
| 1208 | |
| 1209 | LayerTestResult<int16_t, 4> HardSwishInt16Test( |
| 1210 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1211 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1212 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1213 | { |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1214 | return HardSwishTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 1215 | } |
| 1216 | |
| 1217 | |
| 1218 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1219 | LayerTestResult<T,4> CompareActivationTestImpl( |
| 1220 | armnn::IWorkloadFactory& workloadFactory, |
| 1221 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1222 | armnn::IWorkloadFactory& refWorkloadFactory, |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1223 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
| 1224 | const armnn::ITensorHandleFactory& refTensorHandleFactory, |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1225 | armnn::ActivationFunction f, |
| 1226 | unsigned int batchSize = 5, |
| 1227 | float qScale = 0.0f, |
| 1228 | int32_t qOffset = 0) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1229 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1230 | IgnoreUnused(memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1231 | unsigned int width = 17; |
| 1232 | unsigned int height = 29; |
| 1233 | unsigned int channels = 2; |
| 1234 | |
| 1235 | float a = 0.234f; |
| 1236 | float b = -12.345f; |
| 1237 | |
| 1238 | armnn::TensorInfo inputTensorInfo; |
| 1239 | armnn::TensorInfo outputTensorInfo; |
| 1240 | |
| 1241 | unsigned int shape[] = {batchSize, channels, height, width}; |
| 1242 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 1243 | inputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
| 1244 | outputTensorInfo = armnn::TensorInfo(4, shape, ArmnnType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1245 | |
| 1246 | // Set quantization parameters if the requested type is a quantized type. |
| 1247 | if(armnn::IsQuantizedType<T>()) |
| 1248 | { |
| 1249 | inputTensorInfo.SetQuantizationScale(qScale); |
| 1250 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 1251 | outputTensorInfo.SetQuantizationScale(qScale); |
| 1252 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 1253 | } |
| 1254 | |
| 1255 | float minVal = -10.f; |
| 1256 | if (f == armnn::ActivationFunction::Sqrt) |
| 1257 | { |
| 1258 | minVal = 0.f; |
| 1259 | } |
| 1260 | |
| 1261 | boost::multi_array<T, 4> input = MakeRandomTensor<T, 4>(inputTensorInfo, 21453, minVal, 10.f); |
| 1262 | |
| 1263 | |
| 1264 | LayerTestResult<T,4> ret(outputTensorInfo); |
| 1265 | auto boostArrayExtents = boost::extents |
Matthew Sloyan | 171214c | 2020-09-09 09:07:37 +0100 | [diff] [blame] | 1266 | [armnn::numeric_cast<boost::multi_array_types::extent_gen::index>(batchSize)] |
| 1267 | [armnn::numeric_cast<boost::multi_array_types::extent_gen::index>(channels)] |
| 1268 | [armnn::numeric_cast<boost::multi_array_types::extent_gen::index>(height)] |
| 1269 | [armnn::numeric_cast<boost::multi_array_types::extent_gen::index>(width)]; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1270 | ret.output.resize(boostArrayExtents); |
| 1271 | ret.outputExpected.resize(boostArrayExtents); |
| 1272 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1273 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 1274 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1275 | |
Keith Davis | 33a626f | 2020-08-27 15:38:12 +0100 | [diff] [blame] | 1276 | std::unique_ptr<armnn::ITensorHandle> inputHandleRef = refTensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 1277 | std::unique_ptr<armnn::ITensorHandle> outputHandleRef = refTensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1278 | |
| 1279 | armnn::ActivationQueueDescriptor data; |
| 1280 | armnn::WorkloadInfo info; |
| 1281 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 1282 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 1283 | data.m_Parameters.m_A = a; |
| 1284 | data.m_Parameters.m_B = b; |
| 1285 | data.m_Parameters.m_Function = f; |
| 1286 | |
| 1287 | armnn::ActivationQueueDescriptor refData = data; |
| 1288 | armnn::WorkloadInfo refInfo = info; |
| 1289 | SetWorkloadInput(refData, refInfo, 0, inputTensorInfo, inputHandleRef.get()); |
| 1290 | SetWorkloadOutput(refData, refInfo, 0, outputTensorInfo, outputHandleRef.get()); |
| 1291 | |
| 1292 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateActivation(data, info); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1293 | ARMNN_ASSERT(workload != nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1294 | std::unique_ptr<armnn::IWorkload> workloadRef = refWorkloadFactory.CreateActivation(refData, refInfo); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1295 | ARMNN_ASSERT(workloadRef != nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1296 | |
| 1297 | inputHandle->Allocate(); |
| 1298 | outputHandle->Allocate(); |
| 1299 | inputHandleRef->Allocate(); |
| 1300 | outputHandleRef->Allocate(); |
| 1301 | |
| 1302 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]); |
| 1303 | CopyDataToITensorHandle(inputHandleRef.get(), &input[0][0][0][0]); |
| 1304 | |
| 1305 | workload->Execute(); |
| 1306 | workloadRef->Execute(); |
| 1307 | |
| 1308 | CopyDataFromITensorHandle(&ret.output[0][0][0][0], outputHandle.get()); |
| 1309 | CopyDataFromITensorHandle(&ret.outputExpected[0][0][0][0], outputHandleRef.get()); |
| 1310 | |
| 1311 | return ret; |
| 1312 | } |
| 1313 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1314 | LayerTestResult<float,4> CompareActivationTest( |
| 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 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1328 | LayerTestResult<uint8_t,4> CompareActivationUint8Test( |
| 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 | |
| 1341 | LayerTestResult<int16_t,4> CompareActivationInt16Test( |
| 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 | } |