Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "Serializer.hpp" |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 7 | |
| 8 | #include "SerializerUtils.hpp" |
| 9 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 10 | #include <armnn/ArmNN.hpp> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 11 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 12 | #include <iostream> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 13 | |
Matthew Bentham | 268509a | 2019-02-25 13:58:24 +0000 | [diff] [blame] | 14 | #include <ArmnnSchema_generated.h> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 15 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 16 | #include <flatbuffers/util.h> |
| 17 | |
| 18 | using namespace armnn; |
| 19 | namespace fb = flatbuffers; |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 20 | namespace serializer = armnnSerializer; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 21 | |
| 22 | namespace armnnSerializer |
| 23 | { |
| 24 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 25 | serializer::ActivationFunction GetFlatBufferActivationFunction(armnn::ActivationFunction function) |
| 26 | { |
| 27 | switch (function) |
| 28 | { |
| 29 | case armnn::ActivationFunction::Sigmoid: |
| 30 | return serializer::ActivationFunction::ActivationFunction_Sigmoid; |
| 31 | case armnn::ActivationFunction::TanH: |
| 32 | return serializer::ActivationFunction::ActivationFunction_TanH; |
| 33 | case armnn::ActivationFunction::Linear: |
| 34 | return serializer::ActivationFunction::ActivationFunction_Linear; |
| 35 | case armnn::ActivationFunction::ReLu: |
| 36 | return serializer::ActivationFunction::ActivationFunction_ReLu; |
| 37 | case armnn::ActivationFunction::BoundedReLu: |
| 38 | return serializer::ActivationFunction::ActivationFunction_BoundedReLu; |
| 39 | case armnn::ActivationFunction::LeakyReLu: |
| 40 | return serializer::ActivationFunction::ActivationFunction_LeakyReLu; |
| 41 | case armnn::ActivationFunction::Abs: |
| 42 | return serializer::ActivationFunction::ActivationFunction_Abs; |
| 43 | case armnn::ActivationFunction::Sqrt: |
| 44 | return serializer::ActivationFunction::ActivationFunction_Sqrt; |
| 45 | case armnn::ActivationFunction::Square: |
| 46 | return serializer::ActivationFunction::ActivationFunction_Square; |
| 47 | default: |
| 48 | return serializer::ActivationFunction::ActivationFunction_Sigmoid; |
| 49 | } |
| 50 | } |
| 51 | |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 52 | uint32_t SerializerVisitor::GetSerializedId(unsigned int guid) |
| 53 | { |
| 54 | std::pair<unsigned int, uint32_t> guidPair(guid, m_layerId); |
| 55 | |
| 56 | if (m_guidMap.empty()) |
| 57 | { |
| 58 | m_guidMap.insert(guidPair); |
| 59 | } |
| 60 | else if (m_guidMap.find(guid) == m_guidMap.end()) |
| 61 | { |
| 62 | guidPair.second = ++m_layerId; |
| 63 | m_guidMap.insert(guidPair); |
| 64 | return m_layerId; |
| 65 | } |
Saoirse Stewart | 3021104 | 2019-02-18 17:19:16 +0000 | [diff] [blame] | 66 | return m_guidMap[guid]; |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 67 | } |
| 68 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 69 | // Build FlatBuffer for Input Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 70 | void SerializerVisitor::VisitInputLayer(const armnn::IConnectableLayer* layer, LayerBindingId id, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 71 | { |
| 72 | // Create FlatBuffer BaseLayer |
| 73 | auto flatBufferInputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Input); |
| 74 | |
| 75 | // Create FlatBuffer BindableBaseLayer |
| 76 | auto flatBufferInputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 77 | flatBufferInputBaseLayer, |
| 78 | id); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 79 | // Push layer Guid to outputIds. |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 80 | m_inputIds.push_back(GetSerializedId(layer->GetGuid())); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 81 | |
| 82 | // Create the FlatBuffer InputLayer |
| 83 | auto flatBufferInputLayer = serializer::CreateInputLayer(m_flatBufferBuilder, flatBufferInputBindableBaseLayer); |
| 84 | |
| 85 | // Add the AnyLayer to the FlatBufferLayers |
| 86 | CreateAnyLayer(flatBufferInputLayer.o, serializer::Layer::Layer_InputLayer); |
| 87 | } |
| 88 | |
| 89 | // Build FlatBuffer for Output Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 90 | void SerializerVisitor::VisitOutputLayer(const armnn::IConnectableLayer* layer, LayerBindingId id, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 91 | { |
| 92 | // Create FlatBuffer BaseLayer |
| 93 | auto flatBufferOutputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Output); |
| 94 | |
| 95 | // Create FlatBuffer BindableBaseLayer |
| 96 | auto flatBufferOutputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 97 | flatBufferOutputBaseLayer, |
| 98 | id); |
| 99 | // Push layer Guid to outputIds. |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 100 | m_outputIds.push_back(GetSerializedId(layer->GetGuid())); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 101 | |
| 102 | // Create the FlatBuffer OutputLayer |
| 103 | auto flatBufferOutputLayer = serializer::CreateOutputLayer(m_flatBufferBuilder, flatBufferOutputBindableBaseLayer); |
| 104 | // Add the AnyLayer to the FlatBufferLayers |
| 105 | CreateAnyLayer(flatBufferOutputLayer.o, serializer::Layer::Layer_OutputLayer); |
| 106 | } |
| 107 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 108 | // Build FlatBuffer for Activation Layer |
| 109 | void SerializerVisitor::VisitActivationLayer(const armnn::IConnectableLayer* layer, |
| 110 | const armnn::ActivationDescriptor& descriptor, |
| 111 | const char* name) |
| 112 | { |
| 113 | // Create FlatBuffer BaseLayer |
| 114 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Activation); |
| 115 | |
| 116 | // Create the FlatBuffer ActivationDescriptor |
| 117 | auto flatBufferDescriptor = CreateActivationDescriptor(m_flatBufferBuilder, |
| 118 | GetFlatBufferActivationFunction(descriptor.m_Function), |
| 119 | descriptor.m_A, |
| 120 | descriptor.m_B); |
| 121 | |
| 122 | // Create the FlatBuffer ActivationLayer |
| 123 | auto flatBufferAdditionLayer = CreateActivationLayer(m_flatBufferBuilder, |
| 124 | flatBufferBaseLayer, |
| 125 | flatBufferDescriptor); |
| 126 | |
| 127 | // Add the AnyLayer to the FlatBufferLayers |
| 128 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_ActivationLayer); |
| 129 | } |
| 130 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 131 | // Build FlatBuffer for Addition Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 132 | void SerializerVisitor::VisitAdditionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 133 | { |
| 134 | // Create FlatBuffer BaseLayer |
| 135 | auto flatBufferAdditionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Addition); |
| 136 | |
| 137 | // Create the FlatBuffer AdditionLayer |
| 138 | auto flatBufferAdditionLayer = serializer::CreateAdditionLayer(m_flatBufferBuilder, flatBufferAdditionBaseLayer); |
| 139 | |
| 140 | // Add the AnyLayer to the FlatBufferLayers |
| 141 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_AdditionLayer); |
| 142 | } |
| 143 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame^] | 144 | // Build FlatBuffer for Constant Layer |
| 145 | void SerializerVisitor::VisitConstantLayer(const armnn::IConnectableLayer* layer, |
| 146 | const armnn::ConstTensor& input, |
| 147 | const char* name) |
| 148 | { |
| 149 | // Create FlatBuffer BaseLayer |
| 150 | auto flatBufferConstantBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Constant); |
| 151 | |
| 152 | auto flatBufferConstTensorInfo = CreateConstTensorInfo(input); |
| 153 | |
| 154 | // Create the FlatBuffer ConstantLayer |
| 155 | auto flatBufferLayer = CreateConstantLayer(m_flatBufferBuilder, |
| 156 | flatBufferConstantBaseLayer, |
| 157 | flatBufferConstTensorInfo); |
| 158 | |
| 159 | // Add the AnyLayer to the FlatBufferLayers |
| 160 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConstantLayer); |
| 161 | } |
| 162 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 163 | // Build FlatBuffer for Convolution2dLayer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 164 | void SerializerVisitor::VisitConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 165 | const armnn::Convolution2dDescriptor& descriptor, |
| 166 | const armnn::ConstTensor& weights, |
| 167 | const armnn::Optional<armnn::ConstTensor>& biases, |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 168 | const char* name) |
| 169 | { |
| 170 | // Create FlatBuffer BaseLayer |
| 171 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 172 | |
| 173 | auto flatBufferDescriptor = CreateConvolution2dDescriptor(m_flatBufferBuilder, |
| 174 | descriptor.m_PadLeft, |
| 175 | descriptor.m_PadRight, |
| 176 | descriptor.m_PadTop, |
| 177 | descriptor.m_PadBottom, |
| 178 | descriptor.m_StrideX, |
| 179 | descriptor.m_StrideY, |
| 180 | descriptor.m_BiasEnabled, |
| 181 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 182 | auto flatBufferWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 183 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiasesConstTensorInfo; |
| 184 | |
| 185 | if (biases.has_value()) |
| 186 | { |
| 187 | flatBufferBiasesConstTensorInfo = CreateConstTensorInfo(biases.value()); |
| 188 | } |
| 189 | |
| 190 | // Create the FlatBuffer Convolution2dLayer |
| 191 | auto flatBufferLayer = CreateConvolution2dLayer(m_flatBufferBuilder, |
| 192 | flatBufferBaseLayer, |
| 193 | flatBufferDescriptor, |
| 194 | flatBufferWeightsConstTensorInfo, |
| 195 | flatBufferBiasesConstTensorInfo); |
| 196 | |
| 197 | // Add the AnyLayer to the FlatBufferLayers |
| 198 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_Convolution2dLayer); |
| 199 | } |
| 200 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 201 | void SerializerVisitor::VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 202 | const armnn::DepthwiseConvolution2dDescriptor& descriptor, |
| 203 | const armnn::ConstTensor& weights, |
| 204 | const armnn::Optional<armnn::ConstTensor>& biases, |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 205 | const char* name) |
| 206 | { |
| 207 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthwiseConvolution2d); |
| 208 | auto fbDescriptor = CreateDepthwiseConvolution2dDescriptor(m_flatBufferBuilder, |
| 209 | descriptor.m_PadLeft, |
| 210 | descriptor.m_PadRight, |
| 211 | descriptor.m_PadTop, |
| 212 | descriptor.m_PadBottom, |
| 213 | descriptor.m_StrideX, |
| 214 | descriptor.m_StrideY, |
| 215 | descriptor.m_BiasEnabled, |
| 216 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 217 | |
| 218 | flatbuffers::Offset<serializer::ConstTensor> fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 219 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
| 220 | if (biases.has_value()) |
| 221 | { |
| 222 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases.value()); |
| 223 | } |
| 224 | |
| 225 | auto flatBufferLayer = CreateDepthwiseConvolution2dLayer(m_flatBufferBuilder, |
| 226 | fbBaseLayer, |
| 227 | fbDescriptor, |
| 228 | fbWeightsConstTensorInfo, |
| 229 | fbBiasesConstTensorInfo); |
| 230 | |
| 231 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DepthwiseConvolution2dLayer); |
| 232 | } |
| 233 | |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 234 | // Build FlatBuffer for Multiplication Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 235 | void SerializerVisitor::VisitMultiplicationLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 236 | { |
| 237 | // Create FlatBuffer BaseLayer |
| 238 | auto flatBufferMultiplicationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Multiplication); |
| 239 | |
| 240 | // Create the FlatBuffer MultiplicationLayer |
| 241 | auto flatBufferMultiplicationLayer = |
| 242 | serializer::CreateMultiplicationLayer(m_flatBufferBuilder, flatBufferMultiplicationBaseLayer); |
| 243 | |
| 244 | // Add the AnyLayer to the FlatBufferLayers |
| 245 | CreateAnyLayer(flatBufferMultiplicationLayer.o, serializer::Layer::Layer_MultiplicationLayer); |
| 246 | } |
| 247 | |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 248 | void SerializerVisitor::VisitPermuteLayer(const armnn::IConnectableLayer* layer, |
| 249 | const armnn::PermuteDescriptor& permuteDescriptor, |
| 250 | const char* name) |
| 251 | { |
| 252 | // Create FlatBuffer BaseLayer |
| 253 | auto flatBufferPermuteBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Permute); |
| 254 | |
| 255 | std::vector<unsigned int> dimMappings; |
| 256 | for (auto& v: permuteDescriptor.m_DimMappings) |
| 257 | { |
| 258 | dimMappings.push_back(v); |
| 259 | } |
| 260 | |
| 261 | auto flatBufferPermuteDesc = serializer::CreatePermuteDescriptor(m_flatBufferBuilder, |
| 262 | m_flatBufferBuilder.CreateVector(dimMappings)); |
| 263 | |
| 264 | // Create the FlatBuffer PermuteLayer |
| 265 | auto flatBufferPermuteLayer = serializer::CreatePermuteLayer(m_flatBufferBuilder, |
| 266 | flatBufferPermuteBaseLayer, |
| 267 | flatBufferPermuteDesc); |
| 268 | |
| 269 | // Add the AnyLayer to the FlatBufferLayers |
| 270 | CreateAnyLayer(flatBufferPermuteLayer.o, serializer::Layer::Layer_PermuteLayer); |
| 271 | } |
| 272 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 273 | // Build FlatBuffer for Reshape Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 274 | void SerializerVisitor::VisitReshapeLayer(const armnn::IConnectableLayer* layer, |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 275 | const armnn::ReshapeDescriptor& reshapeDescriptor, |
| 276 | const char* name) |
| 277 | { |
| 278 | // Create FlatBuffer BaseLayer |
| 279 | auto flatBufferReshapeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Reshape); |
| 280 | |
| 281 | std::vector<unsigned int> targetShape; |
| 282 | for (unsigned int i =0; i < reshapeDescriptor.m_TargetShape.GetNumDimensions(); i++) |
| 283 | { |
| 284 | targetShape.push_back(reshapeDescriptor.m_TargetShape[i]); |
| 285 | } |
| 286 | |
| 287 | auto flatBufferReshapeDesc = serializer::CreateReshapeDescriptor(m_flatBufferBuilder, |
| 288 | m_flatBufferBuilder.CreateVector(targetShape)); |
| 289 | |
| 290 | // Create the FlatBuffer ReshapeLayer |
| 291 | auto flatBufferReshapeLayer = serializer::CreateReshapeLayer(m_flatBufferBuilder, flatBufferReshapeBaseLayer, |
| 292 | flatBufferReshapeDesc); |
| 293 | |
| 294 | // Add the AnyLayer to the FlatBufferLayers |
| 295 | CreateAnyLayer(flatBufferReshapeLayer.o, serializer::Layer::Layer_ReshapeLayer); |
| 296 | } |
| 297 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 298 | // Build FlatBuffer for Softmax Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 299 | void SerializerVisitor::VisitSoftmaxLayer(const armnn::IConnectableLayer* layer, |
| 300 | const armnn::SoftmaxDescriptor& softmaxDescriptor, |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 301 | const char* name) |
| 302 | { |
| 303 | // Create FlatBuffer BaseLayer |
| 304 | auto flatBufferSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Softmax); |
| 305 | |
| 306 | // Create the FlatBuffer SoftmaxDescriptor |
| 307 | auto flatBufferSoftmaxDesc = |
| 308 | serializer::CreateSoftmaxDescriptor(m_flatBufferBuilder, softmaxDescriptor.m_Beta); |
| 309 | |
| 310 | // Create the FlatBuffer SoftmaxLayer |
| 311 | auto flatBufferSoftmaxLayer = |
| 312 | serializer::CreateSoftmaxLayer(m_flatBufferBuilder, |
| 313 | flatBufferSoftmaxBaseLayer, |
| 314 | flatBufferSoftmaxDesc); |
| 315 | |
| 316 | CreateAnyLayer(flatBufferSoftmaxLayer.o, serializer::Layer::Layer_SoftmaxLayer); |
| 317 | } |
| 318 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 319 | void SerializerVisitor::VisitPooling2dLayer(const armnn::IConnectableLayer* layer, |
| 320 | const armnn::Pooling2dDescriptor& pooling2dDescriptor, |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 321 | const char* name) |
| 322 | { |
| 323 | auto fbPooling2dBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pooling2d); |
| 324 | auto fbPooling2dDescriptor = serializer::CreatePooling2dDescriptor( |
| 325 | m_flatBufferBuilder, |
| 326 | GetFlatBufferPoolingAlgorithm(pooling2dDescriptor.m_PoolType), |
| 327 | pooling2dDescriptor.m_PadLeft, |
| 328 | pooling2dDescriptor.m_PadRight, |
| 329 | pooling2dDescriptor.m_PadTop, |
| 330 | pooling2dDescriptor.m_PadBottom, |
| 331 | pooling2dDescriptor.m_PoolWidth, |
| 332 | pooling2dDescriptor.m_PoolHeight, |
| 333 | pooling2dDescriptor.m_StrideX, |
| 334 | pooling2dDescriptor.m_StrideY, |
| 335 | GetFlatBufferOutputShapeRounding(pooling2dDescriptor.m_OutputShapeRounding), |
| 336 | GetFlatBufferPaddingMethod(pooling2dDescriptor.m_PaddingMethod), |
| 337 | GetFlatBufferDataLayout(pooling2dDescriptor.m_DataLayout)); |
| 338 | |
| 339 | auto fbPooling2dLayer = serializer::CreatePooling2dLayer(m_flatBufferBuilder, |
| 340 | fbPooling2dBaseLayer, |
| 341 | fbPooling2dDescriptor); |
| 342 | |
| 343 | CreateAnyLayer(fbPooling2dLayer.o, serializer::Layer::Layer_Pooling2dLayer); |
| 344 | } |
| 345 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 346 | // Build FlatBuffer for FullyConnected Layer |
| 347 | void SerializerVisitor::VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer, |
| 348 | const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor, |
| 349 | const armnn::ConstTensor& weights, |
| 350 | const armnn::Optional<armnn::ConstTensor>& biases, |
| 351 | const char* name) |
| 352 | { |
| 353 | // Create FlatBuffer BaseLayer |
| 354 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_FullyConnected); |
| 355 | |
| 356 | // Create FlatBuffer FullyConnectedDescriptor |
| 357 | auto flatBufferDescriptor = |
| 358 | serializer::CreateFullyConnectedDescriptor(m_flatBufferBuilder, |
| 359 | fullyConnectedDescriptor.m_BiasEnabled, |
| 360 | fullyConnectedDescriptor.m_TransposeWeightMatrix); |
| 361 | |
| 362 | // Create FlatBuffer weights data |
| 363 | auto flatBufferWeights = CreateConstTensorInfo(weights); |
| 364 | |
| 365 | // Create FlatBuffer bias data |
| 366 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiases; |
| 367 | if (fullyConnectedDescriptor.m_BiasEnabled) |
| 368 | { |
| 369 | flatBufferBiases = CreateConstTensorInfo(biases.value()); |
| 370 | } |
| 371 | |
| 372 | // Create FlatBuffer FullyConnectedLayer |
| 373 | auto flatBufferLayer = serializer::CreateFullyConnectedLayer(m_flatBufferBuilder, |
| 374 | flatBufferBaseLayer, |
| 375 | flatBufferDescriptor, |
| 376 | flatBufferWeights, |
| 377 | flatBufferBiases); |
| 378 | |
| 379 | // Add created FullyConnectedLayer to the FlatBufferLayers |
| 380 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_FullyConnectedLayer); |
| 381 | } |
| 382 | |
| 383 | fb::Offset<serializer::LayerBase> SerializerVisitor::CreateLayerBase(const IConnectableLayer* layer, |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 384 | const serializer::LayerType layerType) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 385 | { |
| 386 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots = CreateInputSlots(layer); |
| 387 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots = CreateOutputSlots(layer); |
| 388 | |
| 389 | return serializer::CreateLayerBase(m_flatBufferBuilder, |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 390 | GetSerializedId(layer->GetGuid()), |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 391 | m_flatBufferBuilder.CreateString(layer->GetName()), |
| 392 | layerType, |
| 393 | m_flatBufferBuilder.CreateVector(inputSlots), |
| 394 | m_flatBufferBuilder.CreateVector(outputSlots)); |
| 395 | } |
| 396 | |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 397 | void SerializerVisitor::CreateAnyLayer(const flatbuffers::Offset<void>& layer, const serializer::Layer serializerLayer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 398 | { |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 399 | auto anyLayer = armnnSerializer::CreateAnyLayer(m_flatBufferBuilder, serializerLayer, layer); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 400 | m_serializedLayers.push_back(anyLayer); |
| 401 | } |
| 402 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 403 | template <typename T> |
| 404 | flatbuffers::Offset<flatbuffers::Vector<T>> SerializerVisitor::CreateDataVector(const void* memory, unsigned int size) |
| 405 | { |
| 406 | const T* buffer = reinterpret_cast<const T*>(memory); |
| 407 | std::vector<T> vector(buffer, buffer + (size / sizeof(T))); |
| 408 | auto fbVector = m_flatBufferBuilder.CreateVector(vector); |
| 409 | return fbVector; |
| 410 | } |
| 411 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 412 | flatbuffers::Offset<serializer::ConstTensor> |
| 413 | SerializerVisitor::CreateConstTensorInfo(const armnn::ConstTensor& constTensor) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 414 | { |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 415 | armnn::TensorInfo tensorInfo = constTensor.GetInfo(); |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 416 | |
| 417 | // Get the dimensions |
| 418 | std::vector<unsigned int> shape; |
| 419 | |
| 420 | for(unsigned int dim = 0; dim < tensorInfo.GetShape().GetNumDimensions(); ++dim) |
| 421 | { |
| 422 | shape.push_back(tensorInfo.GetShape()[dim]); |
| 423 | } |
| 424 | |
| 425 | // Create FlatBuffer TensorInfo |
| 426 | auto flatBufferTensorInfo = serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 427 | m_flatBufferBuilder.CreateVector(shape), |
| 428 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 429 | tensorInfo.GetQuantizationScale(), |
| 430 | tensorInfo.GetQuantizationOffset()); |
| 431 | flatbuffers::Offset<void> fbPayload; |
| 432 | |
| 433 | switch (tensorInfo.GetDataType()) |
| 434 | { |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 435 | case armnn::DataType::Float32: |
| 436 | case armnn::DataType::Signed32: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 437 | { |
| 438 | auto fbVector = CreateDataVector<int32_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 439 | flatbuffers::Offset<serializer::IntData> flatBuffersData = serializer::CreateIntData( |
| 440 | m_flatBufferBuilder, |
| 441 | fbVector); |
| 442 | fbPayload = flatBuffersData.o; |
| 443 | break; |
| 444 | } |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 445 | case armnn::DataType::Float16: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 446 | { |
| 447 | auto fbVector = CreateDataVector<int16_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 448 | flatbuffers::Offset<serializer::ShortData> flatBuffersData = serializer::CreateShortData( |
| 449 | m_flatBufferBuilder, |
| 450 | fbVector); |
| 451 | fbPayload = flatBuffersData.o; |
| 452 | break; |
| 453 | } |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 454 | case armnn::DataType::QuantisedAsymm8: |
| 455 | case armnn::DataType::Boolean: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 456 | default: |
| 457 | { |
| 458 | auto fbVector = CreateDataVector<int8_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 459 | flatbuffers::Offset<serializer::ByteData> flatBuffersData = serializer::CreateByteData( |
| 460 | m_flatBufferBuilder, |
| 461 | fbVector); |
| 462 | fbPayload = flatBuffersData.o; |
| 463 | } |
| 464 | } |
| 465 | flatbuffers::Offset<serializer::ConstTensor> flatBufferConstTensor = serializer::CreateConstTensor( |
| 466 | m_flatBufferBuilder, |
| 467 | flatBufferTensorInfo, |
| 468 | GetFlatBufferConstTensorData(tensorInfo.GetDataType()), |
| 469 | fbPayload); |
| 470 | return flatBufferConstTensor; |
| 471 | } |
| 472 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 473 | std::vector<fb::Offset<serializer::InputSlot>> |
| 474 | SerializerVisitor::CreateInputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 475 | { |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 476 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 477 | |
| 478 | // Get the InputSlots |
| 479 | for (unsigned int slotIndex = 0; slotIndex<layer->GetNumInputSlots(); ++slotIndex) |
| 480 | { |
| 481 | const IInputSlot& inputSlot = layer->GetInputSlot(slotIndex); |
| 482 | |
| 483 | // Get the Connection for the InputSlot |
| 484 | const IOutputSlot* connection = inputSlot.GetConnection(); |
| 485 | |
| 486 | // Create FlatBuffer Connection |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 487 | serializer::Connection conn(GetSerializedId(inputSlot.GetConnection()->GetOwningLayerGuid()), |
| 488 | connection->CalculateIndexOnOwner()); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 489 | // Create FlatBuffer InputSlot |
| 490 | inputSlots.push_back(serializer::CreateInputSlot(m_flatBufferBuilder, slotIndex, &conn)); |
| 491 | } |
| 492 | return inputSlots; |
| 493 | } |
| 494 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 495 | std::vector<fb::Offset<serializer::OutputSlot>> |
| 496 | SerializerVisitor::CreateOutputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 497 | { |
| 498 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots; |
| 499 | |
| 500 | // Get the OutputSlots |
| 501 | for (unsigned int slotIndex = 0; slotIndex < layer->GetNumOutputSlots(); ++slotIndex) |
| 502 | { |
| 503 | const IOutputSlot& outputSlot = layer->GetOutputSlot(slotIndex); |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 504 | const armnn::TensorInfo& tensorInfo = outputSlot.GetTensorInfo(); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 505 | |
| 506 | // Get the dimensions |
| 507 | std::vector<unsigned int> shape; |
| 508 | for(unsigned int dim = 0; dim < tensorInfo.GetShape().GetNumDimensions(); ++dim) |
| 509 | { |
| 510 | shape.push_back(tensorInfo.GetShape()[dim]); |
| 511 | } |
| 512 | |
| 513 | // Create FlatBuffer TensorInfo |
| 514 | auto flatBufferTensorInfo = serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 515 | m_flatBufferBuilder.CreateVector(shape), |
| 516 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 517 | tensorInfo.GetQuantizationScale(), |
| 518 | tensorInfo.GetQuantizationOffset()); |
| 519 | |
| 520 | // Create FlatBuffer Outputslot |
| 521 | outputSlots.push_back(serializer::CreateOutputSlot(m_flatBufferBuilder, |
| 522 | slotIndex, |
| 523 | flatBufferTensorInfo)); |
| 524 | } |
| 525 | return outputSlots; |
| 526 | } |
| 527 | |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 528 | |
| 529 | ISerializer* ISerializer::CreateRaw() |
| 530 | { |
| 531 | return new Serializer(); |
| 532 | } |
| 533 | |
| 534 | ISerializerPtr ISerializer::Create() |
| 535 | { |
| 536 | return ISerializerPtr(CreateRaw(), &ISerializer::Destroy); |
| 537 | } |
| 538 | |
| 539 | void ISerializer::Destroy(ISerializer* serializer) |
| 540 | { |
| 541 | delete serializer; |
| 542 | } |
| 543 | |
| 544 | void Serializer::Serialize(const INetwork& inNetwork) |
| 545 | { |
| 546 | // Iterate through to network |
| 547 | inNetwork.Accept(m_SerializerVisitor); |
| 548 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerVisitor.GetFlatBufferBuilder(); |
| 549 | |
| 550 | // Create FlatBuffer SerializedGraph |
| 551 | auto serializedGraph = serializer::CreateSerializedGraph( |
| 552 | fbBuilder, |
| 553 | fbBuilder.CreateVector(m_SerializerVisitor.GetSerializedLayers()), |
| 554 | fbBuilder.CreateVector(m_SerializerVisitor.GetInputIds()), |
| 555 | fbBuilder.CreateVector(m_SerializerVisitor.GetOutputIds())); |
| 556 | |
| 557 | // Serialize the graph |
| 558 | fbBuilder.Finish(serializedGraph); |
| 559 | } |
| 560 | |
| 561 | bool Serializer::SaveSerializedToStream(std::ostream& stream) |
| 562 | { |
| 563 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerVisitor.GetFlatBufferBuilder(); |
| 564 | |
Nattapat Chaimanowong | 7b53b69 | 2019-02-12 14:38:31 +0000 | [diff] [blame] | 565 | auto bytesToWrite = boost::numeric_cast<std::streamsize>(fbBuilder.GetSize()); |
| 566 | stream.write(reinterpret_cast<const char*>(fbBuilder.GetBufferPointer()), bytesToWrite); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 567 | return !stream.bad(); |
| 568 | } |
| 569 | |
Matteo Martincigh | ec33391 | 2019-02-13 15:12:39 +0000 | [diff] [blame] | 570 | } // namespace armnnSerializer |