telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. 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 | // |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 5 | #include <Layer.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 6 | #include <backendsCommon/CpuTensorHandle.hpp> |
| 7 | #include <backendsCommon/MemCopyWorkload.hpp> |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 8 | #include <backendsCommon/MemImportWorkload.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 9 | #include <backendsCommon/MakeWorkloadHelper.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 10 | #include "RefWorkloadFactory.hpp" |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 11 | #include "RefBackendId.hpp" |
David Beck | b4540be | 2018-09-24 13:18:27 +0100 | [diff] [blame] | 12 | #include "workloads/RefWorkloads.hpp" |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 13 | #include "RefTensorHandle.hpp" |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 14 | |
| 15 | #include <boost/log/trivial.hpp> |
| 16 | |
| 17 | namespace armnn |
| 18 | { |
| 19 | |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 20 | namespace |
| 21 | { |
| 22 | static const BackendId s_Id{RefBackendId()}; |
| 23 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 24 | template <typename F32Workload, typename U8Workload, typename QueueDescriptorType> |
| 25 | std::unique_ptr<IWorkload> RefWorkloadFactory::MakeWorkload(const QueueDescriptorType& descriptor, |
| 26 | const WorkloadInfo& info) const |
| 27 | { |
kevmay01 | 2b4d88e | 2019-01-24 14:05:09 +0000 | [diff] [blame] | 28 | return armnn::MakeWorkloadHelper<NullWorkload, F32Workload, U8Workload, NullWorkload, NullWorkload>(descriptor, |
| 29 | info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 30 | } |
| 31 | |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 32 | template <DataType ArmnnType> |
| 33 | bool IsDataType(const WorkloadInfo& info) |
Jim Flynn | 82fbe7c | 2019-04-02 15:19:08 +0100 | [diff] [blame] | 34 | { |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 35 | auto checkType = [](const TensorInfo& tensorInfo) {return tensorInfo.GetDataType() == ArmnnType;}; |
| 36 | auto it = std::find_if(std::begin(info.m_InputTensorInfos), std::end(info.m_InputTensorInfos), checkType); |
Jim Flynn | 82fbe7c | 2019-04-02 15:19:08 +0100 | [diff] [blame] | 37 | if (it != std::end(info.m_InputTensorInfos)) |
| 38 | { |
| 39 | return true; |
| 40 | } |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 41 | it = std::find_if(std::begin(info.m_OutputTensorInfos), std::end(info.m_OutputTensorInfos), checkType); |
Jim Flynn | 82fbe7c | 2019-04-02 15:19:08 +0100 | [diff] [blame] | 42 | if (it != std::end(info.m_OutputTensorInfos)) |
| 43 | { |
| 44 | return true; |
| 45 | } |
| 46 | return false; |
| 47 | } |
| 48 | |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 49 | bool IsFloat16(const WorkloadInfo& info) |
| 50 | { |
| 51 | return IsDataType<DataType::Float16>(info); |
| 52 | } |
| 53 | |
Narumol Prangnawarat | 47cfee9 | 2019-07-04 10:29:00 +0100 | [diff] [blame] | 54 | bool IsQSymm16(const WorkloadInfo& info) |
nikraj01 | 99a6631 | 2019-06-06 10:31:27 +0100 | [diff] [blame] | 55 | { |
Narumol Prangnawarat | 47cfee9 | 2019-07-04 10:29:00 +0100 | [diff] [blame] | 56 | return IsDataType<DataType::QuantisedSymm16>(info); |
nikraj01 | 99a6631 | 2019-06-06 10:31:27 +0100 | [diff] [blame] | 57 | } |
| 58 | |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 59 | RefWorkloadFactory::RefWorkloadFactory(const std::shared_ptr<RefMemoryManager>& memoryManager) |
| 60 | : m_MemoryManager(memoryManager) |
| 61 | { |
| 62 | } |
| 63 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 64 | RefWorkloadFactory::RefWorkloadFactory() |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 65 | : m_MemoryManager(new RefMemoryManager()) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 66 | { |
| 67 | } |
| 68 | |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 69 | const BackendId& RefWorkloadFactory::GetBackendId() const |
| 70 | { |
| 71 | return s_Id; |
| 72 | } |
| 73 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 74 | bool RefWorkloadFactory::IsLayerSupported(const Layer& layer, |
| 75 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 76 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 77 | { |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 78 | return IWorkloadFactory::IsLayerSupported(s_Id, layer, dataType, outReasonIfUnsupported); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 79 | } |
| 80 | |
| 81 | std::unique_ptr<ITensorHandle> RefWorkloadFactory::CreateTensorHandle(const TensorInfo& tensorInfo) const |
| 82 | { |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 83 | return std::make_unique<RefTensorHandle>(tensorInfo, m_MemoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 84 | } |
| 85 | |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 86 | std::unique_ptr<ITensorHandle> RefWorkloadFactory::CreateTensorHandle(const TensorInfo& tensorInfo, |
| 87 | DataLayout dataLayout) const |
| 88 | { |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 89 | return std::make_unique<RefTensorHandle>(tensorInfo, m_MemoryManager); |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 90 | } |
| 91 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 92 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateInput(const InputQueueDescriptor& descriptor, |
| 93 | const WorkloadInfo& info) const |
| 94 | { |
| 95 | if (info.m_InputTensorInfos.empty() ) |
| 96 | { |
| 97 | throw InvalidArgumentException("RefWorkloadFactory::CreateInput: Input cannot be zero length"); |
| 98 | } |
| 99 | if (info.m_OutputTensorInfos.empty()) |
| 100 | { |
| 101 | throw InvalidArgumentException("RefWorkloadFactory::CreateInput: Output cannot be zero length"); |
| 102 | } |
| 103 | |
| 104 | if (info.m_InputTensorInfos[0].GetNumBytes() != info.m_OutputTensorInfos[0].GetNumBytes()) |
| 105 | { |
| 106 | throw InvalidArgumentException("RefWorkloadFactory::CreateInput: data input and output differ in byte count."); |
| 107 | } |
| 108 | |
Narumol Prangnawarat | b6441e4 | 2019-06-04 11:22:00 +0100 | [diff] [blame] | 109 | return std::make_unique<CopyMemGenericWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 110 | } |
| 111 | |
| 112 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateOutput(const OutputQueueDescriptor& descriptor, |
| 113 | const WorkloadInfo& info) const |
| 114 | { |
| 115 | if (info.m_InputTensorInfos.empty() ) |
| 116 | { |
| 117 | throw InvalidArgumentException("RefWorkloadFactory::CreateOutput: Input cannot be zero length"); |
| 118 | } |
| 119 | if (info.m_OutputTensorInfos.empty()) |
| 120 | { |
| 121 | throw InvalidArgumentException("RefWorkloadFactory::CreateOutput: Output cannot be zero length"); |
| 122 | } |
| 123 | if (info.m_InputTensorInfos[0].GetNumBytes() != info.m_OutputTensorInfos[0].GetNumBytes()) |
| 124 | { |
| 125 | throw InvalidArgumentException("RefWorkloadFactory::CreateOutput: data input and output differ in byte count."); |
| 126 | } |
| 127 | |
Narumol Prangnawarat | b6441e4 | 2019-06-04 11:22:00 +0100 | [diff] [blame] | 128 | return std::make_unique<CopyMemGenericWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 129 | } |
| 130 | |
| 131 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateActivation(const ActivationQueueDescriptor& descriptor, |
| 132 | const WorkloadInfo& info) const |
| 133 | { |
Nattapat Chaimanowong | ae2c5f0 | 2019-04-24 16:19:57 +0100 | [diff] [blame] | 134 | if (IsFloat16(info)) |
| 135 | { |
| 136 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 137 | } |
| 138 | return std::make_unique<RefActivationWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 139 | } |
| 140 | |
| 141 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateSoftmax(const SoftmaxQueueDescriptor& descriptor, |
| 142 | const WorkloadInfo& info) const |
| 143 | { |
nikraj01 | a121de3 | 2019-05-29 10:51:05 +0100 | [diff] [blame] | 144 | if (IsFloat16(info)) |
| 145 | { |
| 146 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 147 | } |
| 148 | return std::make_unique<RefSoftmaxWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 149 | } |
| 150 | |
| 151 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateSplitter(const SplitterQueueDescriptor& descriptor, |
| 152 | const WorkloadInfo& info) const |
| 153 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 154 | if (IsFloat16(info)) |
| 155 | { |
| 156 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 157 | } |
| 158 | return std::make_unique<RefSplitterWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 159 | } |
| 160 | |
| 161 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateMerger(const MergerQueueDescriptor& descriptor, |
| 162 | const WorkloadInfo& info) const |
| 163 | { |
Jim Flynn | 4ed6c83 | 2019-05-20 11:02:46 +0100 | [diff] [blame] | 164 | return CreateConcat(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 165 | } |
| 166 | |
| 167 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateFullyConnected( |
| 168 | const FullyConnectedQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 169 | { |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 170 | return std::make_unique<RefFullyConnectedWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 171 | } |
| 172 | |
| 173 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreatePermute(const PermuteQueueDescriptor& descriptor, |
| 174 | const WorkloadInfo& info) const |
| 175 | { |
Narumol Prangnawarat | 86bb4e1 | 2019-07-08 11:36:05 +0100 | [diff] [blame] | 176 | if (IsQSymm16(info)) |
| 177 | { |
| 178 | return std::make_unique<RefPermuteQSymm16Workload>(descriptor, info); |
| 179 | } |
| 180 | return MakeWorkloadHelper<RefPermuteFloat16Workload, RefPermuteFloat32Workload, RefPermuteQAsymm8Workload, |
kevmay01 | 2b4d88e | 2019-01-24 14:05:09 +0000 | [diff] [blame] | 181 | NullWorkload, NullWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 182 | } |
| 183 | |
| 184 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreatePooling2d(const Pooling2dQueueDescriptor& descriptor, |
| 185 | const WorkloadInfo& info) const |
| 186 | { |
Teresa Charlin | a3b2047 | 2019-06-06 11:12:32 +0100 | [diff] [blame] | 187 | if (IsFloat16(info)) |
| 188 | { |
| 189 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 190 | } |
| 191 | return std::make_unique<RefPooling2dWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 192 | } |
| 193 | |
| 194 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateConvolution2d( |
| 195 | const Convolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 196 | { |
Mike Kelly | 9b39832 | 2019-05-22 17:21:49 +0100 | [diff] [blame] | 197 | return std::make_unique<RefConvolution2dWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 198 | } |
| 199 | |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 200 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateDepthwiseConvolution2d( |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 201 | const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 202 | { |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 203 | return std::make_unique<RefDepthwiseConvolution2dWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 204 | } |
| 205 | |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 206 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateDetectionPostProcess( |
| 207 | const armnn::DetectionPostProcessQueueDescriptor& descriptor, const armnn::WorkloadInfo& info) const |
| 208 | { |
Aron Virginas-Tar | 6331f91 | 2019-06-03 17:10:02 +0100 | [diff] [blame] | 209 | return std::make_unique<RefDetectionPostProcessWorkload>(descriptor, info); |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 210 | } |
| 211 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 212 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateNormalization( |
| 213 | const NormalizationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 214 | { |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 215 | return std::make_unique<RefNormalizationWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 216 | } |
| 217 | |
| 218 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateAddition(const AdditionQueueDescriptor& descriptor, |
| 219 | const WorkloadInfo& info) const |
| 220 | { |
Jim Flynn | 82fbe7c | 2019-04-02 15:19:08 +0100 | [diff] [blame] | 221 | if (IsFloat16(info)) |
| 222 | { |
| 223 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 224 | } |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 225 | return std::make_unique<RefAdditionWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 226 | } |
| 227 | |
| 228 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateMultiplication( |
| 229 | const MultiplicationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 230 | { |
Jim Flynn | 82fbe7c | 2019-04-02 15:19:08 +0100 | [diff] [blame] | 231 | if (IsFloat16(info)) |
| 232 | { |
| 233 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 234 | } |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 235 | return std::make_unique<RefMultiplicationWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 236 | } |
| 237 | |
| 238 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateBatchNormalization( |
| 239 | const BatchNormalizationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 240 | { |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 241 | return std::make_unique<RefBatchNormalizationWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 242 | } |
| 243 | |
| 244 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateMemCopy(const MemCopyQueueDescriptor& descriptor, |
| 245 | const WorkloadInfo& info) const |
| 246 | { |
| 247 | if (descriptor.m_Inputs.empty()) |
| 248 | { |
| 249 | throw InvalidArgumentException("RefWorkloadFactory: CreateMemCopy() expected an input tensor."); |
| 250 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 251 | return std::make_unique<CopyMemGenericWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 252 | } |
| 253 | |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 254 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateMemImport(const MemImportQueueDescriptor& descriptor, |
| 255 | const WorkloadInfo& info) const |
| 256 | { |
| 257 | if (descriptor.m_Inputs.empty()) |
| 258 | { |
| 259 | throw InvalidArgumentException("RefWorkloadFactory: CreateMemImport() expected an input tensor."); |
| 260 | } |
| 261 | return std::make_unique<ImportMemGenericWorkload>(descriptor, info); |
| 262 | } |
| 263 | |
Teresa Charlin | 970f43b | 2019-07-01 13:51:07 +0100 | [diff] [blame] | 264 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateResize(const ResizeQueueDescriptor& descriptor, |
| 265 | const WorkloadInfo& info) const |
| 266 | { |
| 267 | if (IsFloat16(info)) |
| 268 | { |
| 269 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 270 | } |
| 271 | return std::make_unique<RefResizeWorkload>(descriptor, info); |
| 272 | } |
| 273 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 274 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor, |
| 275 | const WorkloadInfo& info) const |
| 276 | { |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 277 | ResizeQueueDescriptor resizeDescriptor; |
| 278 | resizeDescriptor.m_Parameters.m_Method = ResizeMethod::Bilinear; |
| 279 | resizeDescriptor.m_Parameters.m_DataLayout = descriptor.m_Parameters.m_DataLayout; |
| 280 | resizeDescriptor.m_Parameters.m_TargetWidth = descriptor.m_Parameters.m_TargetWidth; |
| 281 | resizeDescriptor.m_Parameters.m_TargetHeight = descriptor.m_Parameters.m_TargetHeight; |
| 282 | |
| 283 | return CreateResize(resizeDescriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 284 | } |
| 285 | |
| 286 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateFakeQuantization( |
| 287 | const FakeQuantizationQueueDescriptor& descriptor, |
| 288 | const WorkloadInfo& info) const |
| 289 | { |
| 290 | return MakeWorkload<RefFakeQuantizationFloat32Workload, NullWorkload>(descriptor, info); |
| 291 | } |
| 292 | |
| 293 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor, |
| 294 | const WorkloadInfo& info) const |
| 295 | { |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 296 | if (IsFloat16(info)) |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 297 | { |
| 298 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 299 | } |
| 300 | return std::make_unique<RefL2NormalizationWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 301 | } |
| 302 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 303 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateConcat(const ConcatQueueDescriptor& descriptor, |
Jim Flynn | 4ed6c83 | 2019-05-20 11:02:46 +0100 | [diff] [blame] | 304 | const WorkloadInfo& info) const |
| 305 | { |
| 306 | if (IsFloat16(info)) |
| 307 | { |
| 308 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 309 | } |
| 310 | return std::make_unique<RefConcatWorkload>(descriptor, info); |
| 311 | } |
| 312 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 313 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateConstant(const ConstantQueueDescriptor& descriptor, |
| 314 | const WorkloadInfo& info) const |
| 315 | { |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 316 | return std::make_unique<RefConstantWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 317 | } |
| 318 | |
| 319 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateReshape(const ReshapeQueueDescriptor& descriptor, |
| 320 | const WorkloadInfo& info) const |
| 321 | { |
Nina Drozd | 2f2778f | 2019-05-27 10:37:05 +0100 | [diff] [blame] | 322 | return std::make_unique<RefReshapeWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 323 | } |
| 324 | |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 325 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor, |
| 326 | const WorkloadInfo& info) const |
| 327 | { |
nikraj01 | 22f0f2b | 2019-05-30 17:29:32 +0100 | [diff] [blame] | 328 | if (IsFloat16(info)) |
| 329 | { |
| 330 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 331 | } |
| 332 | return std::make_unique<RefSpaceToBatchNdWorkload>(descriptor, info); |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 333 | } |
| 334 | |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 335 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateSpaceToDepth(const armnn::SpaceToDepthQueueDescriptor& descriptor, |
| 336 | const armnn::WorkloadInfo& info) const |
| 337 | { |
| 338 | if (IsFloat16(info)) |
| 339 | { |
| 340 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 341 | } |
| 342 | return std::make_unique<RefSpaceToDepthWorkload>(descriptor, info); |
| 343 | } |
| 344 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 345 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateFloor(const FloorQueueDescriptor& descriptor, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 346 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 347 | { |
James Conroy | 83735b1 | 2019-05-30 16:36:59 +0100 | [diff] [blame] | 348 | return std::make_unique<RefFloorWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 349 | } |
| 350 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 351 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateLstm(const LstmQueueDescriptor& descriptor, |
| 352 | const WorkloadInfo& info) const |
| 353 | { |
Nattapat Chaimanowong | eb2b329 | 2019-05-07 12:02:30 +0100 | [diff] [blame] | 354 | return std::make_unique<RefLstmWorkload>(descriptor, info); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 355 | } |
| 356 | |
| 357 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateConvertFp16ToFp32( |
| 358 | const ConvertFp16ToFp32QueueDescriptor& descriptor, |
| 359 | const WorkloadInfo& info) const |
| 360 | { |
| 361 | return std::make_unique<RefConvertFp16ToFp32Workload>(descriptor, info); |
| 362 | } |
| 363 | |
| 364 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateConvertFp32ToFp16( |
| 365 | const ConvertFp32ToFp16QueueDescriptor& descriptor, |
| 366 | const WorkloadInfo& info) const |
| 367 | { |
| 368 | return std::make_unique<RefConvertFp32ToFp16Workload>(descriptor, info); |
| 369 | } |
| 370 | |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 371 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateDivision( |
| 372 | const DivisionQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 373 | { |
Jim Flynn | 82fbe7c | 2019-04-02 15:19:08 +0100 | [diff] [blame] | 374 | if (IsFloat16(info)) |
| 375 | { |
| 376 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 377 | } |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 378 | return std::make_unique<RefDivisionWorkload>(descriptor, info); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 379 | } |
| 380 | |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 381 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateSubtraction( |
| 382 | const SubtractionQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 383 | { |
Jim Flynn | 82fbe7c | 2019-04-02 15:19:08 +0100 | [diff] [blame] | 384 | if (IsFloat16(info)) |
| 385 | { |
| 386 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 387 | } |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 388 | return std::make_unique<RefSubtractionWorkload>(descriptor, info); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 389 | } |
| 390 | |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 391 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateMaximum( |
| 392 | const MaximumQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 393 | { |
Mike Kelly | 1da0236 | 2019-08-01 08:43:57 +0100 | [diff] [blame] | 394 | if (IsFloat16(info)) |
| 395 | { |
| 396 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 397 | } |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 398 | return std::make_unique<RefMaximumWorkload>(descriptor, info); |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 399 | } |
| 400 | |
narpra01 | a6bf912 | 2018-09-10 09:50:09 +0100 | [diff] [blame] | 401 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateMean( |
| 402 | const MeanQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 403 | { |
James Conroy | 4d1ff58 | 2019-06-10 17:06:39 +0100 | [diff] [blame] | 404 | if (IsFloat16(info)) |
| 405 | { |
| 406 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 407 | } |
| 408 | return std::make_unique<RefMeanWorkload>(descriptor, info); |
narpra01 | a6bf912 | 2018-09-10 09:50:09 +0100 | [diff] [blame] | 409 | } |
| 410 | |
Éanna Ó Catháin | 20e5880 | 2018-12-04 10:29:06 +0000 | [diff] [blame] | 411 | std::unique_ptr<armnn::IWorkload> RefWorkloadFactory::CreateMinimum( |
| 412 | const MinimumQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 413 | { |
Mike Kelly | 1da0236 | 2019-08-01 08:43:57 +0100 | [diff] [blame] | 414 | if (IsFloat16(info)) |
| 415 | { |
| 416 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 417 | } |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 418 | return std::make_unique<RefMinimumWorkload>(descriptor, info); |
Éanna Ó Catháin | 20e5880 | 2018-12-04 10:29:06 +0000 | [diff] [blame] | 419 | } |
| 420 | |
jimfly01 | 2c9322a | 2018-09-19 10:59:49 +0100 | [diff] [blame] | 421 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreatePad(const PadQueueDescriptor& descriptor, |
| 422 | const WorkloadInfo& info) const |
| 423 | { |
Narumol Prangnawarat | e6eaf66 | 2019-07-08 08:57:17 +0100 | [diff] [blame] | 424 | if (IsQSymm16(info)) |
| 425 | { |
| 426 | return std::make_unique<RefPadQSymm16Workload>(descriptor, info); |
| 427 | } |
| 428 | return MakeWorkload<RefPadFloat32Workload, RefPadQAsymm8Workload>(descriptor, info); |
jimfly01 | 2c9322a | 2018-09-19 10:59:49 +0100 | [diff] [blame] | 429 | } |
| 430 | |
FrancisMurtagh | 2099595 | 2018-12-17 12:11:36 +0000 | [diff] [blame] | 431 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateEqual(const EqualQueueDescriptor& descriptor, |
| 432 | const WorkloadInfo& info) const |
| 433 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 434 | return std::make_unique<RefEqualWorkload>(descriptor, info); |
FrancisMurtagh | 2099595 | 2018-12-17 12:11:36 +0000 | [diff] [blame] | 435 | } |
| 436 | |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 437 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor, |
| 438 | const WorkloadInfo& info) const |
| 439 | { |
Francis Murtagh | 47ea3c0 | 2019-06-20 12:07:19 +0100 | [diff] [blame] | 440 | if (IsFloat16(info)) |
| 441 | { |
| 442 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 443 | } |
| 444 | return std::make_unique<RefBatchToSpaceNdWorkload>(descriptor, info); |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 445 | } |
jimfly01 | 2c9322a | 2018-09-19 10:59:49 +0100 | [diff] [blame] | 446 | |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 447 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor, |
| 448 | const WorkloadInfo& info) const |
| 449 | { |
Matteo Martincigh | e851b3d | 2019-05-28 14:31:20 +0100 | [diff] [blame] | 450 | return std::make_unique<RefStridedSliceWorkload>(descriptor, info); |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 451 | } |
| 452 | |
Matteo Martincigh | 59a950c | 2018-12-13 12:48:25 +0000 | [diff] [blame] | 453 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateGreater(const GreaterQueueDescriptor& descriptor, |
| 454 | const WorkloadInfo& info) const |
| 455 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 456 | return std::make_unique<RefGreaterWorkload>(descriptor, info); |
Matteo Martincigh | 59a950c | 2018-12-13 12:48:25 +0000 | [diff] [blame] | 457 | } |
| 458 | |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 459 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateDebug(const DebugQueueDescriptor& descriptor, |
| 460 | const WorkloadInfo& info) const |
| 461 | { |
Narumol Prangnawarat | 47cfee9 | 2019-07-04 10:29:00 +0100 | [diff] [blame] | 462 | if (IsQSymm16(info)) |
| 463 | { |
| 464 | return std::make_unique<RefDebugQSymm16Workload>(descriptor, info); |
| 465 | } |
| 466 | return MakeWorkload<RefDebugFloat32Workload, RefDebugQAsymm8Workload>(descriptor, info); |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 467 | } |
| 468 | |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 469 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateRsqrt(const RsqrtQueueDescriptor& descriptor, |
| 470 | const WorkloadInfo& info) const |
| 471 | { |
nikraj01 | 99a6631 | 2019-06-06 10:31:27 +0100 | [diff] [blame] | 472 | if (IsFloat16(info)) |
| 473 | { |
| 474 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 475 | } |
nikraj01 | 99a6631 | 2019-06-06 10:31:27 +0100 | [diff] [blame] | 476 | return std::make_unique<RefRsqrtWorkload>(descriptor, info); |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 477 | } |
| 478 | |
narpra01 | 4951d84 | 2019-01-18 16:53:53 +0000 | [diff] [blame] | 479 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateGather(const armnn::GatherQueueDescriptor& descriptor, |
| 480 | const armnn::WorkloadInfo& info) const |
| 481 | { |
Ellen Norris-Thompson | 6858d3f | 2019-06-21 15:50:00 +0100 | [diff] [blame] | 482 | if (IsFloat16(info)) |
| 483 | { |
| 484 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 485 | } |
| 486 | return std::make_unique<RefGatherWorkload>(descriptor, info); |
narpra01 | 4951d84 | 2019-01-18 16:53:53 +0000 | [diff] [blame] | 487 | } |
| 488 | |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 489 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, |
| 490 | const WorkloadInfo& info) const |
| 491 | { |
| 492 | return nullptr; |
| 493 | } |
| 494 | |
Derek Lamberti | 5f400d6 | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 495 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateQuantize(const QuantizeQueueDescriptor& descriptor, |
| 496 | const WorkloadInfo& info) const |
| 497 | { |
| 498 | return std::make_unique<RefQuantizeWorkload>(descriptor, info); |
| 499 | } |
| 500 | |
Nattapat Chaimanowong | 8a54ac0 | 2019-03-29 15:25:04 +0000 | [diff] [blame] | 501 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateDequantize(const DequantizeQueueDescriptor& descriptor, |
| 502 | const WorkloadInfo& info) const |
| 503 | { |
Nattapat Chaimanowong | afa4e3a | 2019-04-02 11:41:45 +0100 | [diff] [blame] | 504 | return std::make_unique<RefDequantizeWorkload>(descriptor, info); |
Nattapat Chaimanowong | 8a54ac0 | 2019-03-29 15:25:04 +0000 | [diff] [blame] | 505 | } |
| 506 | |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 507 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreatePrelu(const PreluQueueDescriptor& descriptor, |
| 508 | const WorkloadInfo& info) const |
| 509 | { |
| 510 | if (IsFloat16(info)) |
| 511 | { |
| 512 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 513 | } |
| 514 | return std::make_unique<RefPreluWorkload>(descriptor, info); |
| 515 | } |
| 516 | |
Aron Virginas-Tar | 735a450 | 2019-06-26 15:02:47 +0100 | [diff] [blame] | 517 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateTransposeConvolution2d( |
| 518 | const TransposeConvolution2dQueueDescriptor& descriptor, |
| 519 | const WorkloadInfo& info) const |
| 520 | { |
Aron Virginas-Tar | 98180ef | 2019-06-26 15:02:47 +0100 | [diff] [blame] | 521 | if (IsFloat16(info)) |
| 522 | { |
| 523 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 524 | } |
Aron Virginas-Tar | 735a450 | 2019-06-26 15:02:47 +0100 | [diff] [blame] | 525 | return std::make_unique<RefTransposeConvolution2dWorkload>(descriptor, info); |
| 526 | } |
| 527 | |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 528 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateStack(const StackQueueDescriptor& descriptor, |
| 529 | const WorkloadInfo& info) const |
| 530 | { |
| 531 | if (IsFloat16(info)) |
| 532 | { |
| 533 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 534 | } |
| 535 | return std::make_unique<RefStackWorkload>(descriptor, info); |
| 536 | } |
| 537 | |
Sadik Armagan | 9199e58 | 2019-09-05 17:35:31 +0100 | [diff] [blame] | 538 | std::unique_ptr<IWorkload> RefWorkloadFactory::CreateAbs(const AbsQueueDescriptor& descriptor, |
| 539 | const WorkloadInfo& info) const |
| 540 | { |
| 541 | if (IsFloat16(info)) |
| 542 | { |
| 543 | return MakeWorkload<NullWorkload, NullWorkload>(descriptor, info); |
| 544 | } |
| 545 | return std::make_unique<RefAbsWorkload>(descriptor, info); |
| 546 | } |
| 547 | |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 548 | } // namespace armnn |