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 | |
Matthew Bentham | ff130e2 | 2020-01-17 11:47:42 +0000 | [diff] [blame] | 8 | #include <armnn/Descriptors.hpp> |
| 9 | #include <armnn/LstmParams.hpp> |
| 10 | #include <armnn/QuantizedLstmParams.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 | |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 14 | #include <boost/core/ignore_unused.hpp> |
Aron Virginas-Tar | d4f0fea | 2019-04-09 14:08:06 +0100 | [diff] [blame] | 15 | #include <boost/numeric/conversion/cast.hpp> |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 16 | #include <flatbuffers/util.h> |
| 17 | |
Matthew Bentham | ff130e2 | 2020-01-17 11:47:42 +0000 | [diff] [blame] | 18 | #include "SerializerUtils.hpp" |
| 19 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 20 | using namespace armnn; |
| 21 | namespace fb = flatbuffers; |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 22 | namespace serializer = armnnSerializer; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 23 | |
| 24 | namespace armnnSerializer |
| 25 | { |
| 26 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 27 | serializer::ActivationFunction GetFlatBufferActivationFunction(armnn::ActivationFunction function) |
| 28 | { |
| 29 | switch (function) |
| 30 | { |
| 31 | case armnn::ActivationFunction::Sigmoid: |
| 32 | return serializer::ActivationFunction::ActivationFunction_Sigmoid; |
| 33 | case armnn::ActivationFunction::TanH: |
| 34 | return serializer::ActivationFunction::ActivationFunction_TanH; |
| 35 | case armnn::ActivationFunction::Linear: |
| 36 | return serializer::ActivationFunction::ActivationFunction_Linear; |
| 37 | case armnn::ActivationFunction::ReLu: |
| 38 | return serializer::ActivationFunction::ActivationFunction_ReLu; |
| 39 | case armnn::ActivationFunction::BoundedReLu: |
| 40 | return serializer::ActivationFunction::ActivationFunction_BoundedReLu; |
| 41 | case armnn::ActivationFunction::LeakyReLu: |
| 42 | return serializer::ActivationFunction::ActivationFunction_LeakyReLu; |
| 43 | case armnn::ActivationFunction::Abs: |
| 44 | return serializer::ActivationFunction::ActivationFunction_Abs; |
| 45 | case armnn::ActivationFunction::Sqrt: |
| 46 | return serializer::ActivationFunction::ActivationFunction_Sqrt; |
| 47 | case armnn::ActivationFunction::Square: |
| 48 | return serializer::ActivationFunction::ActivationFunction_Square; |
| 49 | default: |
| 50 | return serializer::ActivationFunction::ActivationFunction_Sigmoid; |
| 51 | } |
| 52 | } |
| 53 | |
Narumol Prangnawarat | 0cfcf23 | 2019-09-09 17:16:24 +0100 | [diff] [blame] | 54 | serializer::ArgMinMaxFunction GetFlatBufferArgMinMaxFunction(armnn::ArgMinMaxFunction function) |
| 55 | { |
| 56 | switch (function) |
| 57 | { |
| 58 | case armnn::ArgMinMaxFunction::Max: |
| 59 | return serializer::ArgMinMaxFunction::ArgMinMaxFunction_Max; |
| 60 | case armnn::ArgMinMaxFunction::Min: |
| 61 | default: |
| 62 | return serializer::ArgMinMaxFunction::ArgMinMaxFunction_Min; |
| 63 | } |
| 64 | } |
| 65 | |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 66 | uint32_t SerializerVisitor::GetSerializedId(armnn::LayerGuid guid) |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 67 | { |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 68 | if (m_guidMap.empty()) |
| 69 | { |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 70 | m_guidMap.insert(std::make_pair(guid, m_layerId)); |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 71 | } |
| 72 | else if (m_guidMap.find(guid) == m_guidMap.end()) |
| 73 | { |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 74 | ++m_layerId; |
| 75 | m_guidMap.insert(std::make_pair(guid, m_layerId)); |
| 76 | |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 77 | return m_layerId; |
| 78 | } |
Saoirse Stewart | 3021104 | 2019-02-18 17:19:16 +0000 | [diff] [blame] | 79 | return m_guidMap[guid]; |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 80 | } |
| 81 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 82 | // Build FlatBuffer for Input Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 83 | void SerializerVisitor::VisitInputLayer(const armnn::IConnectableLayer* layer, LayerBindingId id, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 84 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 85 | boost::ignore_unused(name); |
| 86 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 87 | // Create FlatBuffer BaseLayer |
| 88 | auto flatBufferInputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Input); |
| 89 | |
| 90 | // Create FlatBuffer BindableBaseLayer |
| 91 | auto flatBufferInputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 92 | flatBufferInputBaseLayer, |
| 93 | id); |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 94 | // Push layer index to outputIds. |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 95 | m_inputIds.push_back(GetSerializedId(layer->GetGuid())); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 96 | |
| 97 | // Create the FlatBuffer InputLayer |
| 98 | auto flatBufferInputLayer = serializer::CreateInputLayer(m_flatBufferBuilder, flatBufferInputBindableBaseLayer); |
| 99 | |
| 100 | // Add the AnyLayer to the FlatBufferLayers |
| 101 | CreateAnyLayer(flatBufferInputLayer.o, serializer::Layer::Layer_InputLayer); |
| 102 | } |
| 103 | |
| 104 | // Build FlatBuffer for Output Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 105 | void SerializerVisitor::VisitOutputLayer(const armnn::IConnectableLayer* layer, LayerBindingId id, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 106 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 107 | boost::ignore_unused(name); |
| 108 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 109 | // Create FlatBuffer BaseLayer |
| 110 | auto flatBufferOutputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Output); |
| 111 | |
| 112 | // Create FlatBuffer BindableBaseLayer |
| 113 | auto flatBufferOutputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 114 | flatBufferOutputBaseLayer, |
| 115 | id); |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 116 | // Push layer index to outputIds. |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 117 | m_outputIds.push_back(GetSerializedId(layer->GetGuid())); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 118 | |
| 119 | // Create the FlatBuffer OutputLayer |
| 120 | auto flatBufferOutputLayer = serializer::CreateOutputLayer(m_flatBufferBuilder, flatBufferOutputBindableBaseLayer); |
| 121 | // Add the AnyLayer to the FlatBufferLayers |
| 122 | CreateAnyLayer(flatBufferOutputLayer.o, serializer::Layer::Layer_OutputLayer); |
| 123 | } |
| 124 | |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 125 | void SerializerVisitor::VisitAbsLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 126 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 127 | boost::ignore_unused(name); |
FinnWilliamsArm | 4ffcc8f | 2019-09-05 14:34:20 +0100 | [diff] [blame] | 128 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Abs); |
| 129 | auto flatBufferAbsLayer = serializer::CreateAbsLayer(m_flatBufferBuilder, flatBufferBaseLayer); |
| 130 | |
| 131 | CreateAnyLayer(flatBufferAbsLayer.o, serializer::Layer::Layer_AbsLayer); |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 132 | } |
| 133 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 134 | // Build FlatBuffer for Activation Layer |
| 135 | void SerializerVisitor::VisitActivationLayer(const armnn::IConnectableLayer* layer, |
| 136 | const armnn::ActivationDescriptor& descriptor, |
| 137 | const char* name) |
| 138 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 139 | boost::ignore_unused(name); |
| 140 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 141 | // Create FlatBuffer BaseLayer |
| 142 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Activation); |
| 143 | |
| 144 | // Create the FlatBuffer ActivationDescriptor |
| 145 | auto flatBufferDescriptor = CreateActivationDescriptor(m_flatBufferBuilder, |
| 146 | GetFlatBufferActivationFunction(descriptor.m_Function), |
| 147 | descriptor.m_A, |
| 148 | descriptor.m_B); |
| 149 | |
| 150 | // Create the FlatBuffer ActivationLayer |
| 151 | auto flatBufferAdditionLayer = CreateActivationLayer(m_flatBufferBuilder, |
| 152 | flatBufferBaseLayer, |
| 153 | flatBufferDescriptor); |
| 154 | |
| 155 | // Add the AnyLayer to the FlatBufferLayers |
| 156 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_ActivationLayer); |
| 157 | } |
| 158 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 159 | // Build FlatBuffer for Addition Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 160 | void SerializerVisitor::VisitAdditionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 161 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 162 | boost::ignore_unused(name); |
| 163 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 164 | // Create FlatBuffer BaseLayer |
| 165 | auto flatBufferAdditionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Addition); |
| 166 | |
| 167 | // Create the FlatBuffer AdditionLayer |
| 168 | auto flatBufferAdditionLayer = serializer::CreateAdditionLayer(m_flatBufferBuilder, flatBufferAdditionBaseLayer); |
| 169 | |
| 170 | // Add the AnyLayer to the FlatBufferLayers |
| 171 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_AdditionLayer); |
| 172 | } |
| 173 | |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 174 | // Build FlatBuffer for ArgMinMax Layer |
| 175 | void SerializerVisitor::VisitArgMinMaxLayer(const armnn::IConnectableLayer *layer, |
| 176 | const armnn::ArgMinMaxDescriptor& descriptor, |
| 177 | const char *name) |
| 178 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 179 | boost::ignore_unused(name); |
| 180 | |
Narumol Prangnawarat | 0cfcf23 | 2019-09-09 17:16:24 +0100 | [diff] [blame] | 181 | // Create FlatBuffer BaseLayer |
| 182 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ArgMinMax); |
| 183 | |
| 184 | // Create FlatBuffer Descriptor |
| 185 | auto flatBufferDescriptor = CreateArgMinMaxDescriptor(m_flatBufferBuilder, |
| 186 | GetFlatBufferArgMinMaxFunction(descriptor.m_Function), |
| 187 | descriptor.m_Axis); |
| 188 | |
| 189 | // Create FlatBuffer ArgMinMaxLayer |
| 190 | auto flatBufferLayer = CreateArgMinMaxLayer(m_flatBufferBuilder, |
| 191 | flatBufferBaseLayer, |
| 192 | flatBufferDescriptor); |
| 193 | |
| 194 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ArgMinMaxLayer); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 195 | } |
| 196 | |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 197 | // Build FlatBuffer for BatchToSpaceNd Layer |
| 198 | void SerializerVisitor::VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer, |
| 199 | const armnn::BatchToSpaceNdDescriptor& descriptor, |
| 200 | const char* name) |
| 201 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 202 | boost::ignore_unused(name); |
| 203 | |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 204 | // Create FlatBuffer BaseLayer |
| 205 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchToSpaceNd); |
| 206 | |
| 207 | std::vector<unsigned int> crops; |
| 208 | crops.reserve(descriptor.m_Crops.size() * 2); |
| 209 | for (auto& crop : descriptor.m_Crops) |
| 210 | { |
| 211 | crops.push_back(crop.first); |
| 212 | crops.push_back(crop.second); |
| 213 | } |
| 214 | |
| 215 | auto flatBufferDescriptor = |
| 216 | CreateBatchToSpaceNdDescriptor(m_flatBufferBuilder, |
| 217 | m_flatBufferBuilder.CreateVector(descriptor.m_BlockShape), |
| 218 | m_flatBufferBuilder.CreateVector(crops), |
| 219 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 220 | |
| 221 | auto flatBufferLayer = serializer::CreateBatchToSpaceNdLayer(m_flatBufferBuilder, |
| 222 | flatBufferBaseLayer, |
| 223 | flatBufferDescriptor); |
| 224 | |
| 225 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_BatchToSpaceNdLayer); |
| 226 | } |
| 227 | |
ruoyan01 | 8e7fa23 | 2019-02-28 15:09:07 +0000 | [diff] [blame] | 228 | void SerializerVisitor::VisitBatchNormalizationLayer(const armnn::IConnectableLayer* layer, |
| 229 | const armnn::BatchNormalizationDescriptor& batchNormDescriptor, |
| 230 | const armnn::ConstTensor& mean, |
| 231 | const armnn::ConstTensor& variance, |
| 232 | const armnn::ConstTensor& beta, |
| 233 | const armnn::ConstTensor& gamma, |
| 234 | const char* name) |
| 235 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 236 | boost::ignore_unused(name); |
| 237 | |
ruoyan01 | 8e7fa23 | 2019-02-28 15:09:07 +0000 | [diff] [blame] | 238 | auto fbBatchNormalizationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchNormalization); |
| 239 | auto fbBatchNormalizationDescriptor = serializer::CreateBatchNormalizationDescriptor( |
| 240 | m_flatBufferBuilder, |
| 241 | batchNormDescriptor.m_Eps, |
| 242 | GetFlatBufferDataLayout(batchNormDescriptor.m_DataLayout)); |
| 243 | |
| 244 | auto fbMeanConstTensorInfo = CreateConstTensorInfo(mean); |
| 245 | auto fbVarianceConstTensorInfo = CreateConstTensorInfo(variance); |
| 246 | auto fbBetaConstTensorInfo = CreateConstTensorInfo(beta); |
| 247 | auto fbGammaConstTensorInfo = CreateConstTensorInfo(gamma); |
| 248 | auto fbBatchNormalizationLayer = serializer::CreateBatchNormalizationLayer(m_flatBufferBuilder, |
| 249 | fbBatchNormalizationBaseLayer, |
| 250 | fbBatchNormalizationDescriptor, |
| 251 | fbMeanConstTensorInfo, |
| 252 | fbVarianceConstTensorInfo, |
| 253 | fbBetaConstTensorInfo, |
| 254 | fbGammaConstTensorInfo); |
| 255 | |
| 256 | CreateAnyLayer(fbBatchNormalizationLayer.o, serializer::Layer::Layer_BatchNormalizationLayer); |
| 257 | } |
| 258 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 259 | void SerializerVisitor::VisitComparisonLayer(const armnn::IConnectableLayer* layer, |
| 260 | const armnn::ComparisonDescriptor& descriptor, |
| 261 | const char* name) |
| 262 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 263 | boost::ignore_unused(name); |
| 264 | |
Aron Virginas-Tar | e80ebd1 | 2019-10-17 16:11:54 +0100 | [diff] [blame] | 265 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Comparison); |
| 266 | auto fbDescriptor = serializer::CreateComparisonDescriptor( |
| 267 | m_flatBufferBuilder, |
| 268 | GetFlatBufferComparisonOperation(descriptor.m_Operation)); |
| 269 | |
| 270 | auto fbLayer = serializer::CreateComparisonLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 271 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_ComparisonLayer); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 272 | } |
| 273 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 274 | // Build FlatBuffer for Constant Layer |
| 275 | void SerializerVisitor::VisitConstantLayer(const armnn::IConnectableLayer* layer, |
| 276 | const armnn::ConstTensor& input, |
| 277 | const char* name) |
| 278 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 279 | boost::ignore_unused(name); |
| 280 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 281 | // Create FlatBuffer BaseLayer |
| 282 | auto flatBufferConstantBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Constant); |
| 283 | |
| 284 | auto flatBufferConstTensorInfo = CreateConstTensorInfo(input); |
| 285 | |
| 286 | // Create the FlatBuffer ConstantLayer |
| 287 | auto flatBufferLayer = CreateConstantLayer(m_flatBufferBuilder, |
| 288 | flatBufferConstantBaseLayer, |
| 289 | flatBufferConstTensorInfo); |
| 290 | |
| 291 | // Add the AnyLayer to the FlatBufferLayers |
| 292 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConstantLayer); |
| 293 | } |
| 294 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 295 | // Build FlatBuffer for Convolution2dLayer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 296 | void SerializerVisitor::VisitConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 297 | const armnn::Convolution2dDescriptor& descriptor, |
| 298 | const armnn::ConstTensor& weights, |
| 299 | const armnn::Optional<armnn::ConstTensor>& biases, |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 300 | const char* name) |
| 301 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 302 | boost::ignore_unused(name); |
| 303 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 304 | // Create FlatBuffer BaseLayer |
| 305 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 306 | |
| 307 | auto flatBufferDescriptor = CreateConvolution2dDescriptor(m_flatBufferBuilder, |
| 308 | descriptor.m_PadLeft, |
| 309 | descriptor.m_PadRight, |
| 310 | descriptor.m_PadTop, |
| 311 | descriptor.m_PadBottom, |
| 312 | descriptor.m_StrideX, |
| 313 | descriptor.m_StrideY, |
Matthew Bentham | acad04e | 2019-05-13 10:02:45 +0100 | [diff] [blame] | 314 | descriptor.m_DilationX, |
| 315 | descriptor.m_DilationY, |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 316 | descriptor.m_BiasEnabled, |
| 317 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 318 | auto flatBufferWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 319 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiasesConstTensorInfo; |
| 320 | |
| 321 | if (biases.has_value()) |
| 322 | { |
| 323 | flatBufferBiasesConstTensorInfo = CreateConstTensorInfo(biases.value()); |
| 324 | } |
| 325 | |
| 326 | // Create the FlatBuffer Convolution2dLayer |
| 327 | auto flatBufferLayer = CreateConvolution2dLayer(m_flatBufferBuilder, |
| 328 | flatBufferBaseLayer, |
| 329 | flatBufferDescriptor, |
| 330 | flatBufferWeightsConstTensorInfo, |
| 331 | flatBufferBiasesConstTensorInfo); |
| 332 | |
| 333 | // Add the AnyLayer to the FlatBufferLayers |
| 334 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_Convolution2dLayer); |
| 335 | } |
| 336 | |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 337 | void SerializerVisitor::VisitDepthToSpaceLayer(const armnn::IConnectableLayer* layer, |
| 338 | const armnn::DepthToSpaceDescriptor& descriptor, |
| 339 | const char* name) |
| 340 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 341 | boost::ignore_unused(name); |
| 342 | |
Aron Virginas-Tar | da9d2d3 | 2019-09-20 10:42:02 +0100 | [diff] [blame] | 343 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthToSpace); |
| 344 | auto fbDescriptor = CreateDepthToSpaceDescriptor(m_flatBufferBuilder, |
| 345 | descriptor.m_BlockSize, |
| 346 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 347 | |
| 348 | auto fbLayer = serializer::CreateDepthToSpaceLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 349 | |
| 350 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_DepthToSpaceLayer); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 351 | } |
| 352 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 353 | void SerializerVisitor::VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 354 | const armnn::DepthwiseConvolution2dDescriptor& descriptor, |
| 355 | const armnn::ConstTensor& weights, |
| 356 | const armnn::Optional<armnn::ConstTensor>& biases, |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 357 | const char* name) |
| 358 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 359 | boost::ignore_unused(name); |
| 360 | |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 361 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthwiseConvolution2d); |
| 362 | auto fbDescriptor = CreateDepthwiseConvolution2dDescriptor(m_flatBufferBuilder, |
| 363 | descriptor.m_PadLeft, |
| 364 | descriptor.m_PadRight, |
| 365 | descriptor.m_PadTop, |
| 366 | descriptor.m_PadBottom, |
| 367 | descriptor.m_StrideX, |
| 368 | descriptor.m_StrideY, |
Matthew Bentham | acad04e | 2019-05-13 10:02:45 +0100 | [diff] [blame] | 369 | descriptor.m_DilationX, |
| 370 | descriptor.m_DilationY, |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 371 | descriptor.m_BiasEnabled, |
| 372 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 373 | |
| 374 | flatbuffers::Offset<serializer::ConstTensor> fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 375 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
| 376 | if (biases.has_value()) |
| 377 | { |
| 378 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases.value()); |
| 379 | } |
| 380 | |
| 381 | auto flatBufferLayer = CreateDepthwiseConvolution2dLayer(m_flatBufferBuilder, |
| 382 | fbBaseLayer, |
| 383 | fbDescriptor, |
| 384 | fbWeightsConstTensorInfo, |
| 385 | fbBiasesConstTensorInfo); |
| 386 | |
| 387 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DepthwiseConvolution2dLayer); |
| 388 | } |
| 389 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 390 | void SerializerVisitor::VisitDequantizeLayer(const armnn::IConnectableLayer* layer, |
| 391 | const char* name) |
| 392 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 393 | boost::ignore_unused(name); |
| 394 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 395 | auto fbDequantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Dequantize); |
| 396 | auto fbDequantizeLayer = serializer::CreateDequantizeLayer(m_flatBufferBuilder, fbDequantizeBaseLayer); |
| 397 | |
| 398 | CreateAnyLayer(fbDequantizeLayer.o, serializer::Layer::Layer_DequantizeLayer); |
| 399 | } |
| 400 | |
Nattapat Chaimanowong | 3e14a9d | 2019-03-18 12:37:06 +0000 | [diff] [blame] | 401 | void SerializerVisitor::VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer, |
| 402 | const armnn::DetectionPostProcessDescriptor& descriptor, |
| 403 | const armnn::ConstTensor& anchors, |
| 404 | const char* name) |
| 405 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 406 | boost::ignore_unused(name); |
| 407 | |
Nattapat Chaimanowong | 3e14a9d | 2019-03-18 12:37:06 +0000 | [diff] [blame] | 408 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DetectionPostProcess); |
| 409 | auto fbDescriptor = CreateDetectionPostProcessDescriptor(m_flatBufferBuilder, |
| 410 | descriptor.m_MaxDetections, |
| 411 | descriptor.m_MaxClassesPerDetection, |
| 412 | descriptor.m_DetectionsPerClass, |
| 413 | descriptor.m_NmsScoreThreshold, |
| 414 | descriptor.m_NmsIouThreshold, |
| 415 | descriptor.m_NumClasses, |
| 416 | descriptor.m_UseRegularNms, |
| 417 | descriptor.m_ScaleX, |
| 418 | descriptor.m_ScaleY, |
| 419 | descriptor.m_ScaleW, |
| 420 | descriptor.m_ScaleH); |
| 421 | |
| 422 | flatbuffers::Offset<serializer::ConstTensor> fbAnchorsConstTensorInfo = CreateConstTensorInfo(anchors); |
| 423 | |
| 424 | auto flatBufferLayer = CreateDetectionPostProcessLayer(m_flatBufferBuilder, |
| 425 | fbBaseLayer, |
| 426 | fbDescriptor, |
| 427 | fbAnchorsConstTensorInfo); |
| 428 | |
| 429 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DetectionPostProcessLayer); |
| 430 | } |
| 431 | |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 432 | void SerializerVisitor::VisitDivisionLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 433 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 434 | boost::ignore_unused(name); |
| 435 | |
Aron Virginas-Tar | 0fe3245 | 2019-02-28 13:12:47 +0000 | [diff] [blame] | 436 | auto fbDivisionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Division); |
| 437 | auto fbDivisionLayer = serializer::CreateDivisionLayer(m_flatBufferBuilder, fbDivisionBaseLayer); |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 438 | |
Aron Virginas-Tar | 0fe3245 | 2019-02-28 13:12:47 +0000 | [diff] [blame] | 439 | CreateAnyLayer(fbDivisionLayer.o, serializer::Layer::Layer_DivisionLayer); |
| 440 | } |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 441 | |
Aron Virginas-Tar | 377351e | 2019-02-27 14:42:31 +0000 | [diff] [blame] | 442 | void SerializerVisitor::VisitEqualLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 443 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 444 | boost::ignore_unused(name); |
| 445 | |
Aron Virginas-Tar | 377351e | 2019-02-27 14:42:31 +0000 | [diff] [blame] | 446 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Equal); |
| 447 | auto fbEqualLayer = serializer::CreateEqualLayer(m_flatBufferBuilder, fbBaseLayer); |
| 448 | |
| 449 | CreateAnyLayer(fbEqualLayer.o, serializer::Layer::Layer_EqualLayer); |
| 450 | } |
| 451 | |
Finn Williams | dd2ba7e | 2019-03-01 11:51:52 +0000 | [diff] [blame] | 452 | void SerializerVisitor::VisitFloorLayer(const armnn::IConnectableLayer *layer, const char *name) |
| 453 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 454 | boost::ignore_unused(name); |
| 455 | |
Finn Williams | dd2ba7e | 2019-03-01 11:51:52 +0000 | [diff] [blame] | 456 | auto flatBufferFloorBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Floor); |
| 457 | auto flatBufferFloorLayer = serializer::CreateFloorLayer(m_flatBufferBuilder, flatBufferFloorBaseLayer); |
| 458 | |
| 459 | CreateAnyLayer(flatBufferFloorLayer.o, serializer::Layer::Layer_FloorLayer); |
| 460 | } |
| 461 | |
Saoirse Stewart | a1ed73a | 2019-03-04 13:40:12 +0000 | [diff] [blame] | 462 | void SerializerVisitor::VisitGatherLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 463 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 464 | boost::ignore_unused(name); |
| 465 | |
Matteo Martincigh | f81edaa | 2019-03-04 14:34:30 +0000 | [diff] [blame] | 466 | auto fbGatherBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Gather); |
| 467 | auto flatBufferLayer = serializer::CreateGatherLayer(m_flatBufferBuilder, fbGatherBaseLayer); |
Saoirse Stewart | a1ed73a | 2019-03-04 13:40:12 +0000 | [diff] [blame] | 468 | |
| 469 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_GatherLayer); |
| 470 | } |
| 471 | |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 472 | void SerializerVisitor::VisitGreaterLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 473 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 474 | boost::ignore_unused(name); |
| 475 | |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 476 | auto fbGreaterBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Greater); |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 477 | auto fbGreaterLayer = serializer::CreateGreaterLayer(m_flatBufferBuilder, fbGreaterBaseLayer); |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 478 | |
| 479 | CreateAnyLayer(fbGreaterLayer.o, serializer::Layer::Layer_GreaterLayer); |
| 480 | } |
| 481 | |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 482 | void SerializerVisitor::VisitInstanceNormalizationLayer( |
| 483 | const armnn::IConnectableLayer* layer, |
| 484 | const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor, |
| 485 | const char* name) |
| 486 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 487 | boost::ignore_unused(name); |
| 488 | |
Aron Virginas-Tar | 781ced9 | 2019-10-03 11:15:39 +0100 | [diff] [blame] | 489 | auto fbDescriptor = serializer::CreateInstanceNormalizationDescriptor( |
| 490 | m_flatBufferBuilder, |
| 491 | instanceNormalizationDescriptor.m_Gamma, |
| 492 | instanceNormalizationDescriptor.m_Beta, |
| 493 | instanceNormalizationDescriptor.m_Eps, |
| 494 | GetFlatBufferDataLayout(instanceNormalizationDescriptor.m_DataLayout)); |
| 495 | |
| 496 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_InstanceNormalization); |
| 497 | auto fbLayer = serializer::CreateInstanceNormalizationLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 498 | |
| 499 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_InstanceNormalizationLayer); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 500 | } |
| 501 | |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 502 | void SerializerVisitor::VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer, |
| 503 | const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor, |
| 504 | const char* name) |
| 505 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 506 | boost::ignore_unused(name); |
| 507 | |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 508 | // Create FlatBuffer BaseLayer |
| 509 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_L2Normalization); |
| 510 | |
| 511 | // Create the FlatBuffer L2Normalization Descriptor |
| 512 | auto fbDescriptor = serializer::CreateL2NormalizationDescriptor( |
Ferran Balaguer | 0dcffec | 2019-06-18 16:25:06 +0100 | [diff] [blame] | 513 | m_flatBufferBuilder, |
| 514 | GetFlatBufferDataLayout(l2NormalizationDescriptor.m_DataLayout), |
| 515 | l2NormalizationDescriptor.m_Eps); |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 516 | |
Ferran Balaguer | 0dcffec | 2019-06-18 16:25:06 +0100 | [diff] [blame] | 517 | // Create FlatBuffer layer |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 518 | auto fbLayer = serializer::CreateL2NormalizationLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 519 | |
| 520 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_L2NormalizationLayer); |
| 521 | } |
| 522 | |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 523 | void SerializerVisitor::VisitLogSoftmaxLayer(const armnn::IConnectableLayer* layer, |
| 524 | const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor, |
| 525 | const char* name) |
| 526 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 527 | boost::ignore_unused(name); |
| 528 | |
Sadik Armagan | 2625785 | 2019-10-14 13:00:47 +0100 | [diff] [blame] | 529 | // Create FlatBuffer BaseLayer |
| 530 | auto flatBufferLogSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_LogSoftmax); |
| 531 | |
| 532 | // Create the FlatBuffer LogSoftmaxDescriptor |
| 533 | auto flatBufferLogSoftmaxDesc = |
| 534 | serializer::CreateLogSoftmaxDescriptor(m_flatBufferBuilder, |
| 535 | logSoftmaxDescriptor.m_Beta, |
| 536 | logSoftmaxDescriptor.m_Axis); |
| 537 | |
| 538 | // Create the FlatBuffer LogSoftmaxLayer |
| 539 | auto flatBufferLogSoftmaxLayer = |
| 540 | serializer::CreateLogSoftmaxLayer(m_flatBufferBuilder, |
| 541 | flatBufferLogSoftmaxBaseLayer, |
| 542 | flatBufferLogSoftmaxDesc); |
| 543 | |
| 544 | CreateAnyLayer(flatBufferLogSoftmaxLayer.o, serializer::Layer::Layer_LogSoftmaxLayer); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 545 | } |
| 546 | |
| 547 | void SerializerVisitor::VisitLstmLayer(const armnn::IConnectableLayer* layer, |
| 548 | const armnn::LstmDescriptor& descriptor, |
| 549 | const armnn::LstmInputParams& params, |
| 550 | const char* name) |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 551 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 552 | boost::ignore_unused(name); |
| 553 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 554 | auto fbLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Lstm); |
| 555 | |
| 556 | auto fbLstmDescriptor = serializer::CreateLstmDescriptor( |
| 557 | m_flatBufferBuilder, |
| 558 | descriptor.m_ActivationFunc, |
| 559 | descriptor.m_ClippingThresCell, |
| 560 | descriptor.m_ClippingThresProj, |
| 561 | descriptor.m_CifgEnabled, |
| 562 | descriptor.m_PeepholeEnabled, |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 563 | descriptor.m_ProjectionEnabled, |
| 564 | descriptor.m_LayerNormEnabled); |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 565 | |
| 566 | // Get mandatory input parameters |
| 567 | auto inputToForgetWeights = CreateConstTensorInfo(*params.m_InputToForgetWeights); |
| 568 | auto inputToCellWeights = CreateConstTensorInfo(*params.m_InputToCellWeights); |
| 569 | auto inputToOutputWeights = CreateConstTensorInfo(*params.m_InputToOutputWeights); |
| 570 | auto recurrentToForgetWeights = CreateConstTensorInfo(*params.m_RecurrentToForgetWeights); |
| 571 | auto recurrentToCellWeights = CreateConstTensorInfo(*params.m_RecurrentToCellWeights); |
| 572 | auto recurrentToOutputWeights = CreateConstTensorInfo(*params.m_RecurrentToOutputWeights); |
| 573 | auto forgetGateBias = CreateConstTensorInfo(*params.m_ForgetGateBias); |
| 574 | auto cellBias = CreateConstTensorInfo(*params.m_CellBias); |
| 575 | auto outputGateBias = CreateConstTensorInfo(*params.m_OutputGateBias); |
| 576 | |
| 577 | //Define optional parameters, these will be set depending on configuration in Lstm descriptor |
| 578 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 579 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 580 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 581 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 582 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 583 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 584 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 585 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 586 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 587 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 588 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 589 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 590 | |
| 591 | if (!descriptor.m_CifgEnabled) |
| 592 | { |
| 593 | inputToInputWeights = CreateConstTensorInfo(*params.m_InputToInputWeights); |
| 594 | recurrentToInputWeights = CreateConstTensorInfo(*params.m_RecurrentToInputWeights); |
| 595 | cellToInputWeights = CreateConstTensorInfo(*params.m_CellToInputWeights); |
| 596 | inputGateBias = CreateConstTensorInfo(*params.m_InputGateBias); |
| 597 | } |
| 598 | |
| 599 | if (descriptor.m_ProjectionEnabled) |
| 600 | { |
| 601 | projectionWeights = CreateConstTensorInfo(*params.m_ProjectionWeights); |
| 602 | projectionBias = CreateConstTensorInfo(*params.m_ProjectionBias); |
| 603 | } |
| 604 | |
| 605 | if (descriptor.m_PeepholeEnabled) |
| 606 | { |
| 607 | cellToForgetWeights = CreateConstTensorInfo(*params.m_CellToForgetWeights); |
| 608 | cellToOutputWeights = CreateConstTensorInfo(*params.m_CellToOutputWeights); |
| 609 | } |
| 610 | |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 611 | if (descriptor.m_LayerNormEnabled) |
| 612 | { |
| 613 | if (!descriptor.m_CifgEnabled) |
| 614 | { |
| 615 | inputLayerNormWeights = CreateConstTensorInfo((*params.m_InputLayerNormWeights)); |
| 616 | } |
| 617 | forgetLayerNormWeights = CreateConstTensorInfo(*params.m_ForgetLayerNormWeights); |
| 618 | cellLayerNormWeights = CreateConstTensorInfo(*params.m_CellLayerNormWeights); |
| 619 | outputLayerNormWeights = CreateConstTensorInfo(*params.m_OutputLayerNormWeights); |
| 620 | } |
| 621 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 622 | auto fbLstmParams = serializer::CreateLstmInputParams( |
| 623 | m_flatBufferBuilder, |
| 624 | inputToForgetWeights, |
| 625 | inputToCellWeights, |
| 626 | inputToOutputWeights, |
| 627 | recurrentToForgetWeights, |
| 628 | recurrentToCellWeights, |
| 629 | recurrentToOutputWeights, |
| 630 | forgetGateBias, |
| 631 | cellBias, |
| 632 | outputGateBias, |
| 633 | inputToInputWeights, |
| 634 | recurrentToInputWeights, |
| 635 | cellToInputWeights, |
| 636 | inputGateBias, |
| 637 | projectionWeights, |
| 638 | projectionBias, |
| 639 | cellToForgetWeights, |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 640 | cellToOutputWeights, |
| 641 | inputLayerNormWeights, |
| 642 | forgetLayerNormWeights, |
| 643 | cellLayerNormWeights, |
| 644 | outputLayerNormWeights); |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 645 | |
| 646 | auto fbLstmLayer = serializer::CreateLstmLayer( |
| 647 | m_flatBufferBuilder, |
| 648 | fbLstmBaseLayer, |
| 649 | fbLstmDescriptor, |
| 650 | fbLstmParams); |
| 651 | |
| 652 | CreateAnyLayer(fbLstmLayer.o, serializer::Layer::Layer_LstmLayer); |
| 653 | } |
| 654 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 655 | void SerializerVisitor::VisitMaximumLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 656 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 657 | boost::ignore_unused(name); |
| 658 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 659 | auto fbMaximumBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Maximum); |
| 660 | auto fbMaximumLayer = serializer::CreateMaximumLayer(m_flatBufferBuilder, fbMaximumBaseLayer); |
| 661 | |
| 662 | CreateAnyLayer(fbMaximumLayer.o, serializer::Layer::Layer_MaximumLayer); |
| 663 | } |
| 664 | |
| 665 | void SerializerVisitor::VisitMeanLayer(const armnn::IConnectableLayer* layer, |
| 666 | const armnn::MeanDescriptor& descriptor, |
| 667 | const char* name) |
| 668 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 669 | boost::ignore_unused(name); |
| 670 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 671 | auto fbMeanBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Mean); |
| 672 | auto fbMeanDescriptor = serializer::CreateMeanDescriptor(m_flatBufferBuilder, |
| 673 | m_flatBufferBuilder.CreateVector(descriptor.m_Axis), |
| 674 | descriptor.m_KeepDims); |
| 675 | |
| 676 | auto fbMeanLayer = serializer::CreateMeanLayer(m_flatBufferBuilder, |
| 677 | fbMeanBaseLayer, |
| 678 | fbMeanDescriptor); |
| 679 | |
| 680 | CreateAnyLayer(fbMeanLayer.o, serializer::Layer::Layer_MeanLayer); |
| 681 | } |
| 682 | |
| 683 | void SerializerVisitor::VisitMinimumLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 684 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 685 | boost::ignore_unused(name); |
| 686 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 687 | auto fbMinimumBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Minimum); |
| 688 | auto fbMinimumLayer = serializer::CreateMinimumLayer(m_flatBufferBuilder, fbMinimumBaseLayer); |
| 689 | |
| 690 | CreateAnyLayer(fbMinimumLayer.o, serializer::Layer::Layer_MinimumLayer); |
| 691 | } |
| 692 | |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 693 | void SerializerVisitor::VisitMergeLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 694 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 695 | boost::ignore_unused(name); |
| 696 | |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 697 | auto fbMergeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Merge); |
| 698 | auto fbMergeLayer = serializer::CreateMergeLayer(m_flatBufferBuilder, fbMergeBaseLayer); |
| 699 | |
| 700 | CreateAnyLayer(fbMergeLayer.o, serializer::Layer::Layer_MergeLayer); |
| 701 | } |
| 702 | |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 703 | void SerializerVisitor::VisitMergerLayer(const armnn::IConnectableLayer* layer, |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 704 | const armnn::MergerDescriptor& mergerDescriptor, |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 705 | const char* name) |
| 706 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 707 | VisitConcatLayer(layer, mergerDescriptor, name); |
| 708 | } |
| 709 | |
| 710 | void SerializerVisitor::VisitConcatLayer(const armnn::IConnectableLayer* layer, |
| 711 | const armnn::ConcatDescriptor& concatDescriptor, |
| 712 | const char* name) |
| 713 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 714 | boost::ignore_unused(name); |
| 715 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 716 | auto flatBufferConcatBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Concat); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 717 | |
| 718 | std::vector<flatbuffers::Offset<UintVector>> views; |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 719 | for (unsigned int v = 0; v < concatDescriptor.GetNumViews(); ++v) |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 720 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 721 | const uint32_t* origin = concatDescriptor.GetViewOrigin(v); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 722 | std::vector<uint32_t> origins; |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 723 | for (unsigned int d = 0; d < concatDescriptor.GetNumDimensions(); ++d) |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 724 | { |
| 725 | origins.push_back(origin[d]); |
| 726 | } |
| 727 | auto view = m_flatBufferBuilder.CreateVector(origins); |
| 728 | auto uintVector = CreateUintVector(m_flatBufferBuilder, view); |
| 729 | views.push_back(uintVector); |
| 730 | } |
| 731 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 732 | auto flatBufferConcatDescriptor = CreateOriginsDescriptor(m_flatBufferBuilder, |
| 733 | concatDescriptor.GetConcatAxis(), |
| 734 | concatDescriptor.GetNumViews(), |
| 735 | concatDescriptor.GetNumDimensions(), |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 736 | m_flatBufferBuilder.CreateVector(views)); |
| 737 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 738 | auto flatBufferLayer = CreateConcatLayer(m_flatBufferBuilder, |
| 739 | flatBufferConcatBaseLayer, |
| 740 | flatBufferConcatDescriptor); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 741 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 742 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConcatLayer); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 743 | } |
| 744 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 745 | void SerializerVisitor::VisitMultiplicationLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 746 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 747 | boost::ignore_unused(name); |
| 748 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 749 | auto fbMultiplicationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Multiplication); |
| 750 | auto fbMultiplicationLayer = serializer::CreateMultiplicationLayer(m_flatBufferBuilder, |
| 751 | fbMultiplicationBaseLayer); |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 752 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 753 | CreateAnyLayer(fbMultiplicationLayer.o, serializer::Layer::Layer_MultiplicationLayer); |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 754 | } |
| 755 | |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 756 | void SerializerVisitor::VisitPadLayer(const armnn::IConnectableLayer* layer, |
| 757 | const armnn::PadDescriptor& padDescriptor, |
| 758 | const char* name) |
| 759 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 760 | boost::ignore_unused(name); |
| 761 | |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 762 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pad); |
| 763 | |
| 764 | std::vector<unsigned int> padList; |
| 765 | for (auto& p: padDescriptor.m_PadList) |
| 766 | { |
| 767 | padList.push_back(p.first); |
| 768 | padList.push_back(p.second); |
| 769 | } |
| 770 | |
| 771 | auto flatBufferPadDesc = serializer::CreatePadDescriptor(m_flatBufferBuilder, |
David Monahan | 3475781 | 2019-06-19 11:47:21 +0100 | [diff] [blame] | 772 | m_flatBufferBuilder.CreateVector(padList), |
Aron Virginas-Tar | f356905 | 2019-07-05 16:01:08 +0100 | [diff] [blame] | 773 | padDescriptor.m_PadValue); |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 774 | |
| 775 | auto flatBufferPadLayer = serializer::CreatePadLayer(m_flatBufferBuilder, |
| 776 | flatBufferBaseLayer, |
| 777 | flatBufferPadDesc); |
| 778 | |
| 779 | CreateAnyLayer(flatBufferPadLayer.o, serializer::Layer::Layer_PadLayer); |
| 780 | } |
| 781 | |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 782 | void SerializerVisitor::VisitPermuteLayer(const armnn::IConnectableLayer* layer, |
| 783 | const armnn::PermuteDescriptor& permuteDescriptor, |
| 784 | const char* name) |
| 785 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 786 | boost::ignore_unused(name); |
| 787 | |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 788 | // Create FlatBuffer BaseLayer |
| 789 | auto flatBufferPermuteBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Permute); |
| 790 | |
| 791 | std::vector<unsigned int> dimMappings; |
Matthew Jackson | dba634f | 2019-08-15 15:14:18 +0100 | [diff] [blame] | 792 | for (unsigned int i=0; i<permuteDescriptor.m_DimMappings.GetSize(); ++i) |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 793 | { |
Matthew Jackson | dba634f | 2019-08-15 15:14:18 +0100 | [diff] [blame] | 794 | dimMappings.push_back(permuteDescriptor.m_DimMappings[i]); |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 795 | } |
| 796 | |
| 797 | auto flatBufferPermuteDesc = serializer::CreatePermuteDescriptor(m_flatBufferBuilder, |
| 798 | m_flatBufferBuilder.CreateVector(dimMappings)); |
| 799 | |
| 800 | // Create the FlatBuffer PermuteLayer |
| 801 | auto flatBufferPermuteLayer = serializer::CreatePermuteLayer(m_flatBufferBuilder, |
| 802 | flatBufferPermuteBaseLayer, |
| 803 | flatBufferPermuteDesc); |
| 804 | |
| 805 | // Add the AnyLayer to the FlatBufferLayers |
| 806 | CreateAnyLayer(flatBufferPermuteLayer.o, serializer::Layer::Layer_PermuteLayer); |
| 807 | } |
| 808 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 809 | // Build FlatBuffer for Reshape Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 810 | void SerializerVisitor::VisitReshapeLayer(const armnn::IConnectableLayer* layer, |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 811 | const armnn::ReshapeDescriptor& reshapeDescriptor, |
| 812 | const char* name) |
| 813 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 814 | boost::ignore_unused(name); |
| 815 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 816 | // Create FlatBuffer BaseLayer |
| 817 | auto flatBufferReshapeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Reshape); |
| 818 | |
| 819 | std::vector<unsigned int> targetShape; |
| 820 | for (unsigned int i =0; i < reshapeDescriptor.m_TargetShape.GetNumDimensions(); i++) |
| 821 | { |
| 822 | targetShape.push_back(reshapeDescriptor.m_TargetShape[i]); |
| 823 | } |
| 824 | |
| 825 | auto flatBufferReshapeDesc = serializer::CreateReshapeDescriptor(m_flatBufferBuilder, |
| 826 | m_flatBufferBuilder.CreateVector(targetShape)); |
| 827 | |
| 828 | // Create the FlatBuffer ReshapeLayer |
| 829 | auto flatBufferReshapeLayer = serializer::CreateReshapeLayer(m_flatBufferBuilder, flatBufferReshapeBaseLayer, |
| 830 | flatBufferReshapeDesc); |
| 831 | |
| 832 | // Add the AnyLayer to the FlatBufferLayers |
| 833 | CreateAnyLayer(flatBufferReshapeLayer.o, serializer::Layer::Layer_ReshapeLayer); |
| 834 | } |
| 835 | |
Nattapat Chaimanowong | 6522cdc | 2019-03-01 16:14:13 +0000 | [diff] [blame] | 836 | void SerializerVisitor::VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer, |
| 837 | const armnn::ResizeBilinearDescriptor& resizeDescriptor, |
| 838 | const char* name) |
| 839 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 840 | boost::ignore_unused(name); |
| 841 | |
Nattapat Chaimanowong | 6522cdc | 2019-03-01 16:14:13 +0000 | [diff] [blame] | 842 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ResizeBilinear); |
| 843 | |
| 844 | auto flatBufferDescriptor = |
| 845 | CreateResizeBilinearDescriptor(m_flatBufferBuilder, |
| 846 | resizeDescriptor.m_TargetWidth, |
| 847 | resizeDescriptor.m_TargetHeight, |
| 848 | GetFlatBufferDataLayout(resizeDescriptor.m_DataLayout)); |
| 849 | |
| 850 | auto flatBufferLayer = serializer::CreateResizeBilinearLayer(m_flatBufferBuilder, |
| 851 | flatBufferBaseLayer, |
| 852 | flatBufferDescriptor); |
| 853 | |
| 854 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ResizeBilinearLayer); |
| 855 | } |
| 856 | |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 857 | void SerializerVisitor::VisitResizeLayer(const armnn::IConnectableLayer* layer, |
| 858 | const armnn::ResizeDescriptor& resizeDescriptor, |
| 859 | const char* name) |
| 860 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 861 | boost::ignore_unused(name); |
| 862 | |
FinnWilliamsArm | 6fb339a | 2019-06-28 15:07:10 +0100 | [diff] [blame] | 863 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Resize); |
| 864 | |
| 865 | auto flatBufferDescriptor = |
| 866 | CreateResizeDescriptor(m_flatBufferBuilder, |
| 867 | resizeDescriptor.m_TargetHeight, |
| 868 | resizeDescriptor.m_TargetWidth, |
| 869 | GetFlatBufferResizeMethod(resizeDescriptor.m_Method), |
| 870 | GetFlatBufferDataLayout(resizeDescriptor.m_DataLayout)); |
| 871 | |
| 872 | auto flatBufferLayer = serializer::CreateResizeLayer(m_flatBufferBuilder, |
| 873 | flatBufferBaseLayer, |
| 874 | flatBufferDescriptor); |
| 875 | |
| 876 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ResizeLayer); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 877 | } |
| 878 | |
Sadik Armagan | 8b42a38 | 2019-03-01 14:24:49 +0000 | [diff] [blame] | 879 | void SerializerVisitor::VisitRsqrtLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 880 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 881 | boost::ignore_unused(name); |
| 882 | |
Sadik Armagan | 8b42a38 | 2019-03-01 14:24:49 +0000 | [diff] [blame] | 883 | auto fbRsqrtBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Rsqrt); |
| 884 | auto fbRsqrtLayer = serializer::CreateRsqrtLayer(m_flatBufferBuilder, fbRsqrtBaseLayer); |
| 885 | |
| 886 | CreateAnyLayer(fbRsqrtLayer.o, serializer::Layer::Layer_RsqrtLayer); |
| 887 | } |
| 888 | |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 889 | void SerializerVisitor::VisitSliceLayer(const armnn::IConnectableLayer* layer, |
| 890 | const armnn::SliceDescriptor& sliceDescriptor, |
| 891 | const char* name) |
| 892 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 893 | boost::ignore_unused(name); |
| 894 | |
Aron Virginas-Tar | 2fda80b | 2019-09-18 13:36:52 +0100 | [diff] [blame] | 895 | auto fbSliceBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Slice); |
| 896 | auto fbSliceDescriptor = CreateSliceDescriptor(m_flatBufferBuilder, |
| 897 | m_flatBufferBuilder.CreateVector(sliceDescriptor.m_Begin), |
| 898 | m_flatBufferBuilder.CreateVector(sliceDescriptor.m_Size)); |
| 899 | |
| 900 | auto fbSliceLayer = serializer::CreateSliceLayer(m_flatBufferBuilder, fbSliceBaseLayer, fbSliceDescriptor); |
| 901 | |
| 902 | CreateAnyLayer(fbSliceLayer.o, serializer::Layer::Layer_SliceLayer); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 903 | } |
| 904 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 905 | // Build FlatBuffer for Softmax Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 906 | void SerializerVisitor::VisitSoftmaxLayer(const armnn::IConnectableLayer* layer, |
| 907 | const armnn::SoftmaxDescriptor& softmaxDescriptor, |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 908 | const char* name) |
| 909 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 910 | boost::ignore_unused(name); |
| 911 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 912 | // Create FlatBuffer BaseLayer |
| 913 | auto flatBufferSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Softmax); |
| 914 | |
| 915 | // Create the FlatBuffer SoftmaxDescriptor |
| 916 | auto flatBufferSoftmaxDesc = |
| 917 | serializer::CreateSoftmaxDescriptor(m_flatBufferBuilder, softmaxDescriptor.m_Beta); |
| 918 | |
| 919 | // Create the FlatBuffer SoftmaxLayer |
| 920 | auto flatBufferSoftmaxLayer = |
| 921 | serializer::CreateSoftmaxLayer(m_flatBufferBuilder, |
| 922 | flatBufferSoftmaxBaseLayer, |
| 923 | flatBufferSoftmaxDesc); |
| 924 | |
| 925 | CreateAnyLayer(flatBufferSoftmaxLayer.o, serializer::Layer::Layer_SoftmaxLayer); |
| 926 | } |
| 927 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 928 | void SerializerVisitor::VisitPooling2dLayer(const armnn::IConnectableLayer* layer, |
| 929 | const armnn::Pooling2dDescriptor& pooling2dDescriptor, |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 930 | const char* name) |
| 931 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 932 | boost::ignore_unused(name); |
| 933 | |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 934 | auto fbPooling2dBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pooling2d); |
| 935 | auto fbPooling2dDescriptor = serializer::CreatePooling2dDescriptor( |
| 936 | m_flatBufferBuilder, |
| 937 | GetFlatBufferPoolingAlgorithm(pooling2dDescriptor.m_PoolType), |
| 938 | pooling2dDescriptor.m_PadLeft, |
| 939 | pooling2dDescriptor.m_PadRight, |
| 940 | pooling2dDescriptor.m_PadTop, |
| 941 | pooling2dDescriptor.m_PadBottom, |
| 942 | pooling2dDescriptor.m_PoolWidth, |
| 943 | pooling2dDescriptor.m_PoolHeight, |
| 944 | pooling2dDescriptor.m_StrideX, |
| 945 | pooling2dDescriptor.m_StrideY, |
| 946 | GetFlatBufferOutputShapeRounding(pooling2dDescriptor.m_OutputShapeRounding), |
| 947 | GetFlatBufferPaddingMethod(pooling2dDescriptor.m_PaddingMethod), |
| 948 | GetFlatBufferDataLayout(pooling2dDescriptor.m_DataLayout)); |
| 949 | |
| 950 | auto fbPooling2dLayer = serializer::CreatePooling2dLayer(m_flatBufferBuilder, |
| 951 | fbPooling2dBaseLayer, |
| 952 | fbPooling2dDescriptor); |
| 953 | |
| 954 | CreateAnyLayer(fbPooling2dLayer.o, serializer::Layer::Layer_Pooling2dLayer); |
| 955 | } |
| 956 | |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 957 | void SerializerVisitor::VisitPreluLayer(const armnn::IConnectableLayer* layer, |
| 958 | const char* name) |
| 959 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 960 | boost::ignore_unused(name); |
| 961 | |
Ellen Norris-Thompson | 5198247 | 2019-06-19 11:46:21 +0100 | [diff] [blame] | 962 | // Create FlatBuffer BaseLayer |
| 963 | auto flatBufferPreluBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Prelu); |
| 964 | |
| 965 | // Create the FlatBuffer AdditionLayer |
| 966 | auto flatBufferPreluLayer = serializer::CreatePreluLayer(m_flatBufferBuilder, flatBufferPreluBaseLayer); |
| 967 | |
| 968 | // Add the AnyLayer to the FlatBufferLayers |
| 969 | CreateAnyLayer(flatBufferPreluLayer.o, serializer::Layer::Layer_PreluLayer); |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 970 | } |
| 971 | |
Derek Lamberti | 87acb27 | 2019-03-27 16:51:31 +0000 | [diff] [blame] | 972 | void SerializerVisitor::VisitQuantizeLayer(const armnn::IConnectableLayer *layer, const char *name) |
| 973 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 974 | boost::ignore_unused(name); |
| 975 | |
Derek Lamberti | 87acb27 | 2019-03-27 16:51:31 +0000 | [diff] [blame] | 976 | auto fbQuantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Quantize); |
| 977 | auto fbQuantizeLayer = serializer::CreateQuantizeLayer(m_flatBufferBuilder, |
| 978 | fbQuantizeBaseLayer); |
| 979 | CreateAnyLayer(fbQuantizeLayer.o, serializer::Layer::Layer_QuantizeLayer); |
| 980 | } |
| 981 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 982 | // Build FlatBuffer for FullyConnected Layer |
| 983 | void SerializerVisitor::VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer, |
| 984 | const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor, |
| 985 | const armnn::ConstTensor& weights, |
| 986 | const armnn::Optional<armnn::ConstTensor>& biases, |
| 987 | const char* name) |
| 988 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 989 | boost::ignore_unused(name); |
| 990 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 991 | // Create FlatBuffer BaseLayer |
| 992 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_FullyConnected); |
| 993 | |
| 994 | // Create FlatBuffer FullyConnectedDescriptor |
| 995 | auto flatBufferDescriptor = |
| 996 | serializer::CreateFullyConnectedDescriptor(m_flatBufferBuilder, |
| 997 | fullyConnectedDescriptor.m_BiasEnabled, |
| 998 | fullyConnectedDescriptor.m_TransposeWeightMatrix); |
| 999 | |
| 1000 | // Create FlatBuffer weights data |
| 1001 | auto flatBufferWeights = CreateConstTensorInfo(weights); |
| 1002 | |
| 1003 | // Create FlatBuffer bias data |
| 1004 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiases; |
| 1005 | if (fullyConnectedDescriptor.m_BiasEnabled) |
| 1006 | { |
| 1007 | flatBufferBiases = CreateConstTensorInfo(biases.value()); |
| 1008 | } |
| 1009 | |
| 1010 | // Create FlatBuffer FullyConnectedLayer |
| 1011 | auto flatBufferLayer = serializer::CreateFullyConnectedLayer(m_flatBufferBuilder, |
| 1012 | flatBufferBaseLayer, |
| 1013 | flatBufferDescriptor, |
| 1014 | flatBufferWeights, |
| 1015 | flatBufferBiases); |
| 1016 | |
| 1017 | // Add created FullyConnectedLayer to the FlatBufferLayers |
| 1018 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_FullyConnectedLayer); |
| 1019 | } |
| 1020 | |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1021 | // Build FlatBuffer for SpaceToBatchNd Layer |
| 1022 | void SerializerVisitor::VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer, |
| 1023 | const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor, |
| 1024 | const char* name) |
| 1025 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1026 | boost::ignore_unused(name); |
| 1027 | |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1028 | // Create FlatBuffer BaseLayer |
| 1029 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_SpaceToBatchNd); |
| 1030 | |
| 1031 | std::vector<unsigned int> padList; |
| 1032 | padList.reserve(spaceToBatchNdDescriptor.m_PadList.size()*2); |
| 1033 | for (auto& pad : spaceToBatchNdDescriptor.m_PadList) |
| 1034 | { |
| 1035 | padList.push_back(pad.first); |
| 1036 | padList.push_back(pad.second); |
| 1037 | } |
| 1038 | |
| 1039 | auto flatBufferDescriptor = |
| 1040 | CreateSpaceToBatchNdDescriptor(m_flatBufferBuilder, |
| 1041 | m_flatBufferBuilder.CreateVector(spaceToBatchNdDescriptor.m_BlockShape), |
| 1042 | m_flatBufferBuilder.CreateVector(padList), |
| 1043 | GetFlatBufferDataLayout(spaceToBatchNdDescriptor.m_DataLayout)); |
| 1044 | |
| 1045 | auto flatBufferLayer = serializer::CreateSpaceToBatchNdLayer(m_flatBufferBuilder, |
| 1046 | flatBufferBaseLayer, |
| 1047 | flatBufferDescriptor); |
| 1048 | |
| 1049 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_SpaceToBatchNdLayer); |
| 1050 | } |
| 1051 | |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1052 | // Build FlatBuffer for SpaceToDepthLayer |
| 1053 | void SerializerVisitor::VisitSpaceToDepthLayer(const armnn::IConnectableLayer* layer, |
| 1054 | const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor, |
| 1055 | const char* name) |
| 1056 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1057 | boost::ignore_unused(name); |
| 1058 | |
Aron Virginas-Tar | aa06714 | 2019-06-11 16:01:44 +0100 | [diff] [blame] | 1059 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_SpaceToDepth); |
| 1060 | auto flatBufferDescriptor = |
| 1061 | CreateSpaceToDepthDescriptor(m_flatBufferBuilder, |
| 1062 | spaceToDepthDescriptor.m_BlockSize, |
| 1063 | GetFlatBufferDataLayout(spaceToDepthDescriptor.m_DataLayout)); |
| 1064 | |
| 1065 | auto flatBufferLayer = serializer::CreateSpaceToDepthLayer(m_flatBufferBuilder, |
| 1066 | flatBufferBaseLayer, |
| 1067 | flatBufferDescriptor); |
| 1068 | |
| 1069 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_SpaceToDepthLayer); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1070 | } |
| 1071 | |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1072 | // Build FlatBuffer for Splitter Layer |
| 1073 | void SerializerVisitor::VisitSplitterLayer(const armnn::IConnectableLayer* layer, |
| 1074 | const armnn::ViewsDescriptor& viewsDescriptor, |
| 1075 | const char* name) |
| 1076 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1077 | boost::ignore_unused(name); |
| 1078 | |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1079 | // Create FlatBuffer ViewOrigins |
| 1080 | std::vector<flatbuffers::Offset<UintVector>> flatBufferViewOrigins; |
| 1081 | flatBufferViewOrigins.reserve(viewsDescriptor.GetNumViews()); |
| 1082 | |
| 1083 | for(unsigned int vIdx = 0; vIdx < viewsDescriptor.GetNumViews(); ++vIdx) |
| 1084 | { |
| 1085 | std::vector<uint32_t> viewOrigin; |
| 1086 | viewOrigin.reserve(viewsDescriptor.GetNumDimensions()); |
| 1087 | |
| 1088 | // Copy vector |
| 1089 | for(unsigned int dIdx = 0; dIdx < viewsDescriptor.GetNumDimensions(); ++dIdx) |
| 1090 | { |
| 1091 | viewOrigin.push_back(viewsDescriptor.GetViewOrigin(vIdx)[dIdx]); |
| 1092 | } |
| 1093 | |
| 1094 | flatBufferViewOrigins.push_back(CreateUintVector(m_flatBufferBuilder, |
| 1095 | m_flatBufferBuilder.CreateVector(viewOrigin))); |
| 1096 | } |
| 1097 | |
| 1098 | // Create FlatBuffer OriginsDescriptor |
| 1099 | auto flatBufferOriginDescriptor = CreateOriginsDescriptor(m_flatBufferBuilder, |
| 1100 | viewsDescriptor.GetOrigins().GetConcatAxis(), |
| 1101 | viewsDescriptor.GetOrigins().GetNumViews(), |
| 1102 | viewsDescriptor.GetOrigins().GetNumDimensions(), |
| 1103 | m_flatBufferBuilder.CreateVector(flatBufferViewOrigins)); |
| 1104 | |
| 1105 | // Create FlatBuffer ViewOrigins |
| 1106 | std::vector<flatbuffers::Offset<UintVector>> flatBufferViewSizes; |
| 1107 | flatBufferViewSizes.reserve(viewsDescriptor.GetNumViews()); |
| 1108 | |
| 1109 | for(unsigned int vIdx = 0; vIdx < viewsDescriptor.GetNumViews(); ++vIdx) |
| 1110 | { |
| 1111 | std::vector<uint32_t> viewSize; |
| 1112 | viewSize.reserve(viewsDescriptor.GetNumDimensions()); |
| 1113 | |
| 1114 | // Copy vector |
| 1115 | for(unsigned int dIdx = 0; dIdx < viewsDescriptor.GetNumDimensions(); ++dIdx) |
| 1116 | { |
| 1117 | viewSize.push_back(viewsDescriptor.GetViewSizes(vIdx)[dIdx]); |
| 1118 | } |
| 1119 | |
| 1120 | flatBufferViewSizes.push_back(CreateUintVector(m_flatBufferBuilder, |
| 1121 | m_flatBufferBuilder.CreateVector(viewSize))); |
| 1122 | } |
| 1123 | |
| 1124 | // Create FlatBuffer ViewsDescriptor |
| 1125 | auto flatBufferViewsDescriptor = CreateViewsDescriptor(m_flatBufferBuilder, |
| 1126 | flatBufferOriginDescriptor, |
| 1127 | m_flatBufferBuilder.CreateVector(flatBufferViewSizes)); |
| 1128 | |
| 1129 | // Create FlatBuffer BaseLayer |
| 1130 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Splitter); |
| 1131 | |
| 1132 | auto flatBufferSplitterLayer = serializer::CreateSplitterLayer(m_flatBufferBuilder, |
| 1133 | flatBufferBaseLayer, |
| 1134 | flatBufferViewsDescriptor); |
| 1135 | |
| 1136 | CreateAnyLayer(flatBufferSplitterLayer.o, serializer::Layer::Layer_SplitterLayer); |
| 1137 | } |
| 1138 | |
Nina Drozd | 5772878 | 2019-02-27 10:53:27 +0000 | [diff] [blame] | 1139 | void SerializerVisitor::VisitNormalizationLayer(const armnn::IConnectableLayer* layer, |
| 1140 | const armnn::NormalizationDescriptor& descriptor, |
| 1141 | const char* name) |
| 1142 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1143 | boost::ignore_unused(name); |
| 1144 | |
Nina Drozd | 5772878 | 2019-02-27 10:53:27 +0000 | [diff] [blame] | 1145 | auto fbNormalizationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Normalization); |
| 1146 | |
| 1147 | auto fbNormalizationDescriptor = serializer::CreateNormalizationDescriptor( |
| 1148 | m_flatBufferBuilder, |
| 1149 | GetFlatBufferNormalizationAlgorithmChannel(descriptor.m_NormChannelType), |
| 1150 | GetFlatBufferNormalizationAlgorithmMethod(descriptor.m_NormMethodType), |
| 1151 | descriptor.m_NormSize, |
| 1152 | descriptor.m_Alpha, |
| 1153 | descriptor.m_Beta, |
| 1154 | descriptor.m_K, |
| 1155 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 1156 | |
| 1157 | auto flatBufferLayer = serializer::CreateNormalizationLayer(m_flatBufferBuilder, |
| 1158 | fbNormalizationBaseLayer, |
| 1159 | fbNormalizationDescriptor); |
| 1160 | |
| 1161 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_NormalizationLayer); |
| 1162 | } |
| 1163 | |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1164 | void SerializerVisitor::VisitStackLayer(const armnn::IConnectableLayer* layer, |
| 1165 | const armnn::StackDescriptor& stackDescriptor, |
| 1166 | const char* name) |
| 1167 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1168 | boost::ignore_unused(name); |
| 1169 | |
Matthew Jackson | b5433ee | 2019-07-11 15:54:20 +0100 | [diff] [blame] | 1170 | auto stackBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Stack); |
| 1171 | |
| 1172 | std::vector<unsigned int> inputShape; |
| 1173 | for (unsigned int i =0; i < stackDescriptor.m_InputShape.GetNumDimensions(); i++) |
| 1174 | { |
| 1175 | inputShape.push_back(stackDescriptor.m_InputShape[i]); |
| 1176 | } |
| 1177 | |
| 1178 | auto flatBufferStackDescriptor = CreateStackDescriptor(m_flatBufferBuilder, |
| 1179 | stackDescriptor.m_Axis, |
| 1180 | stackDescriptor.m_NumInputs, |
| 1181 | m_flatBufferBuilder.CreateVector(inputShape)); |
| 1182 | |
| 1183 | auto stackLayer = serializer::CreateStackLayer(m_flatBufferBuilder, stackBaseLayer, flatBufferStackDescriptor); |
| 1184 | CreateAnyLayer(stackLayer.o, serializer::Layer::Layer_StackLayer); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1185 | } |
| 1186 | |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1187 | void SerializerVisitor::VisitStandInLayer(const armnn::IConnectableLayer *layer, |
| 1188 | const armnn::StandInDescriptor& standInDescriptor, |
| 1189 | const char *name) |
| 1190 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1191 | boost::ignore_unused(name); |
| 1192 | |
Aron Virginas-Tar | 85121a2 | 2019-10-23 10:41:35 +0100 | [diff] [blame] | 1193 | auto fbDescriptor = serializer::CreateStandInDescriptor(m_flatBufferBuilder, |
| 1194 | standInDescriptor.m_NumInputs, |
| 1195 | standInDescriptor.m_NumOutputs); |
| 1196 | |
| 1197 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_StandIn); |
| 1198 | auto fbLayer = serializer::CreateStandInLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 1199 | |
| 1200 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_StandInLayer); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1201 | } |
| 1202 | |
Nattapat Chaimanowong | b348521 | 2019-03-04 12:35:39 +0000 | [diff] [blame] | 1203 | void SerializerVisitor::VisitStridedSliceLayer(const armnn::IConnectableLayer* layer, |
| 1204 | const armnn::StridedSliceDescriptor& stridedSliceDescriptor, |
| 1205 | const char* name) |
| 1206 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1207 | boost::ignore_unused(name); |
| 1208 | |
Nattapat Chaimanowong | b348521 | 2019-03-04 12:35:39 +0000 | [diff] [blame] | 1209 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_StridedSlice); |
| 1210 | |
| 1211 | auto flatBufferDescriptor = |
| 1212 | CreateStridedSliceDescriptor(m_flatBufferBuilder, |
| 1213 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_Begin), |
| 1214 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_End), |
| 1215 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_Stride), |
| 1216 | stridedSliceDescriptor.m_BeginMask, |
| 1217 | stridedSliceDescriptor.m_EndMask, |
| 1218 | stridedSliceDescriptor.m_ShrinkAxisMask, |
| 1219 | stridedSliceDescriptor.m_EllipsisMask, |
| 1220 | stridedSliceDescriptor.m_NewAxisMask, |
| 1221 | GetFlatBufferDataLayout(stridedSliceDescriptor.m_DataLayout)); |
| 1222 | |
| 1223 | auto flatBufferLayer = serializer::CreateStridedSliceLayer(m_flatBufferBuilder, |
| 1224 | flatBufferBaseLayer, |
| 1225 | flatBufferDescriptor); |
| 1226 | |
| 1227 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_StridedSliceLayer); |
| 1228 | } |
| 1229 | |
Conor Kennedy | da1f975 | 2019-03-01 14:37:12 +0000 | [diff] [blame] | 1230 | void SerializerVisitor::VisitSubtractionLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 1231 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1232 | boost::ignore_unused(name); |
| 1233 | |
Conor Kennedy | da1f975 | 2019-03-01 14:37:12 +0000 | [diff] [blame] | 1234 | auto fbSubtractionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Subtraction); |
| 1235 | auto fbSubtractionLayer = serializer::CreateSubtractionLayer(m_flatBufferBuilder, fbSubtractionBaseLayer); |
| 1236 | |
| 1237 | CreateAnyLayer(fbSubtractionLayer.o, serializer::Layer::Layer_SubtractionLayer); |
| 1238 | } |
| 1239 | |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1240 | void SerializerVisitor::VisitSwitchLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 1241 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1242 | boost::ignore_unused(name); |
| 1243 | |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1244 | auto fbSwitchBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Switch); |
| 1245 | auto fbSwitchLayer = serializer::CreateSwitchLayer(m_flatBufferBuilder, fbSwitchBaseLayer); |
| 1246 | |
| 1247 | CreateAnyLayer(fbSwitchLayer.o, serializer::Layer::Layer_SwitchLayer); |
| 1248 | } |
| 1249 | |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1250 | void SerializerVisitor::VisitTransposeConvolution2dLayer( |
| 1251 | const armnn::IConnectableLayer* layer, |
| 1252 | const armnn::TransposeConvolution2dDescriptor& descriptor, |
| 1253 | const armnn::ConstTensor& weights, |
| 1254 | const armnn::Optional<armnn::ConstTensor>& biases, |
| 1255 | const char* name) |
| 1256 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1257 | boost::ignore_unused(name); |
| 1258 | |
Aron Virginas-Tar | cb54930 | 2019-06-21 13:53:38 +0100 | [diff] [blame] | 1259 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 1260 | auto fbDescriptor = CreateTransposeConvolution2dDescriptor(m_flatBufferBuilder, |
| 1261 | descriptor.m_PadLeft, |
| 1262 | descriptor.m_PadRight, |
| 1263 | descriptor.m_PadTop, |
| 1264 | descriptor.m_PadBottom, |
| 1265 | descriptor.m_StrideX, |
| 1266 | descriptor.m_StrideY, |
| 1267 | descriptor.m_BiasEnabled, |
| 1268 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 1269 | |
| 1270 | // weights & biases |
| 1271 | auto fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 1272 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
| 1273 | if (biases.has_value()) |
| 1274 | { |
| 1275 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases.value()); |
| 1276 | } |
| 1277 | |
| 1278 | auto fbLayer = CreateTransposeConvolution2dLayer(m_flatBufferBuilder, |
| 1279 | fbBaseLayer, |
| 1280 | fbDescriptor, |
| 1281 | fbWeightsConstTensorInfo, |
| 1282 | fbBiasesConstTensorInfo); |
| 1283 | |
| 1284 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_TransposeConvolution2dLayer); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1285 | } |
| 1286 | |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1287 | void SerializerVisitor::VisitQuantizedLstmLayer(const armnn::IConnectableLayer* layer, |
| 1288 | const armnn::QuantizedLstmInputParams& params, |
| 1289 | const char* name) |
| 1290 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1291 | boost::ignore_unused(name); |
| 1292 | |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1293 | auto fbQuantizedLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_QuantizedLstm); |
| 1294 | |
| 1295 | // Get input parameters |
Francis Murtagh | bb590b4 | 2019-08-14 09:51:36 +0100 | [diff] [blame] | 1296 | auto inputToInputWeights = CreateConstTensorInfo(params.GetInputToInputWeights()); |
| 1297 | auto inputToForgetWeights = CreateConstTensorInfo(params.GetInputToForgetWeights()); |
| 1298 | auto inputToCellWeights = CreateConstTensorInfo(params.GetInputToCellWeights()); |
| 1299 | auto inputToOutputWeights = CreateConstTensorInfo(params.GetInputToOutputWeights()); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1300 | |
Francis Murtagh | bb590b4 | 2019-08-14 09:51:36 +0100 | [diff] [blame] | 1301 | auto recurrentToInputWeights = CreateConstTensorInfo(params.GetRecurrentToInputWeights()); |
| 1302 | auto recurrentToForgetWeights = CreateConstTensorInfo(params.GetRecurrentToForgetWeights()); |
| 1303 | auto recurrentToCellWeights = CreateConstTensorInfo(params.GetRecurrentToCellWeights()); |
| 1304 | auto recurrentToOutputWeights = CreateConstTensorInfo(params.GetRecurrentToOutputWeights()); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1305 | |
Francis Murtagh | bb590b4 | 2019-08-14 09:51:36 +0100 | [diff] [blame] | 1306 | auto inputGateBias = CreateConstTensorInfo(params.GetInputGateBias()); |
| 1307 | auto forgetGateBias = CreateConstTensorInfo(params.GetForgetGateBias()); |
| 1308 | auto cellBias = CreateConstTensorInfo(params.GetCellBias()); |
| 1309 | auto outputGateBias = CreateConstTensorInfo(params.GetOutputGateBias()); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1310 | |
| 1311 | auto fbQuantizedLstmParams = serializer::CreateQuantizedLstmInputParams( |
| 1312 | m_flatBufferBuilder, |
| 1313 | inputToInputWeights, |
| 1314 | inputToForgetWeights, |
| 1315 | inputToCellWeights, |
| 1316 | inputToOutputWeights, |
| 1317 | recurrentToInputWeights, |
| 1318 | recurrentToForgetWeights, |
| 1319 | recurrentToCellWeights, |
| 1320 | recurrentToOutputWeights, |
| 1321 | inputGateBias, |
| 1322 | forgetGateBias, |
| 1323 | cellBias, |
| 1324 | outputGateBias); |
| 1325 | |
| 1326 | auto fbQuantizedLstmLayer = serializer::CreateQuantizedLstmLayer( |
| 1327 | m_flatBufferBuilder, |
| 1328 | fbQuantizedLstmBaseLayer, |
| 1329 | fbQuantizedLstmParams); |
| 1330 | |
| 1331 | CreateAnyLayer(fbQuantizedLstmLayer.o, serializer::Layer::Layer_QuantizedLstmLayer); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1332 | } |
| 1333 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1334 | fb::Offset<serializer::LayerBase> SerializerVisitor::CreateLayerBase(const IConnectableLayer* layer, |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1335 | const serializer::LayerType layerType) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1336 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1337 | |
Sadik Armagan | db059fd | 2019-03-20 12:28:32 +0000 | [diff] [blame] | 1338 | uint32_t fbIndex = GetSerializedId(layer->GetGuid()); |
| 1339 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1340 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots = CreateInputSlots(layer); |
| 1341 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots = CreateOutputSlots(layer); |
| 1342 | |
| 1343 | return serializer::CreateLayerBase(m_flatBufferBuilder, |
Sadik Armagan | db059fd | 2019-03-20 12:28:32 +0000 | [diff] [blame] | 1344 | fbIndex, |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1345 | m_flatBufferBuilder.CreateString(layer->GetName()), |
| 1346 | layerType, |
| 1347 | m_flatBufferBuilder.CreateVector(inputSlots), |
| 1348 | m_flatBufferBuilder.CreateVector(outputSlots)); |
| 1349 | } |
| 1350 | |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1351 | void SerializerVisitor::CreateAnyLayer(const flatbuffers::Offset<void>& layer, const serializer::Layer serializerLayer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1352 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1353 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1354 | auto anyLayer = armnnSerializer::CreateAnyLayer(m_flatBufferBuilder, serializerLayer, layer); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1355 | m_serializedLayers.push_back(anyLayer); |
| 1356 | } |
| 1357 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1358 | template <typename T> |
| 1359 | flatbuffers::Offset<flatbuffers::Vector<T>> SerializerVisitor::CreateDataVector(const void* memory, unsigned int size) |
| 1360 | { |
| 1361 | const T* buffer = reinterpret_cast<const T*>(memory); |
| 1362 | std::vector<T> vector(buffer, buffer + (size / sizeof(T))); |
| 1363 | auto fbVector = m_flatBufferBuilder.CreateVector(vector); |
| 1364 | return fbVector; |
| 1365 | } |
| 1366 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1367 | flatbuffers::Offset<serializer::ConstTensor> |
| 1368 | SerializerVisitor::CreateConstTensorInfo(const armnn::ConstTensor& constTensor) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1369 | { |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1370 | armnn::TensorInfo tensorInfo = constTensor.GetInfo(); |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1371 | |
| 1372 | // Get the dimensions |
| 1373 | std::vector<unsigned int> shape; |
| 1374 | |
| 1375 | for(unsigned int dim = 0; dim < tensorInfo.GetShape().GetNumDimensions(); ++dim) |
| 1376 | { |
| 1377 | shape.push_back(tensorInfo.GetShape()[dim]); |
| 1378 | } |
| 1379 | |
| 1380 | // Create FlatBuffer TensorInfo |
| 1381 | auto flatBufferTensorInfo = serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 1382 | m_flatBufferBuilder.CreateVector(shape), |
| 1383 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 1384 | tensorInfo.GetQuantizationScale(), |
| 1385 | tensorInfo.GetQuantizationOffset()); |
| 1386 | flatbuffers::Offset<void> fbPayload; |
| 1387 | |
| 1388 | switch (tensorInfo.GetDataType()) |
| 1389 | { |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1390 | case armnn::DataType::Float32: |
| 1391 | case armnn::DataType::Signed32: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1392 | { |
| 1393 | auto fbVector = CreateDataVector<int32_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1394 | flatbuffers::Offset<serializer::IntData> flatBuffersData = serializer::CreateIntData( |
| 1395 | m_flatBufferBuilder, |
| 1396 | fbVector); |
| 1397 | fbPayload = flatBuffersData.o; |
| 1398 | break; |
| 1399 | } |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1400 | case armnn::DataType::Float16: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1401 | { |
| 1402 | auto fbVector = CreateDataVector<int16_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1403 | flatbuffers::Offset<serializer::ShortData> flatBuffersData = serializer::CreateShortData( |
| 1404 | m_flatBufferBuilder, |
| 1405 | fbVector); |
| 1406 | fbPayload = flatBuffersData.o; |
| 1407 | break; |
| 1408 | } |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1409 | case armnn::DataType::QSymmS16: |
Nattapat Chaimanowong | cd5ac23 | 2019-03-19 12:26:36 +0000 | [diff] [blame] | 1410 | { |
| 1411 | auto fbVector = CreateDataVector<int16_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1412 | flatbuffers::Offset<serializer::ShortData> flatBuffersData = serializer::CreateShortData( |
| 1413 | m_flatBufferBuilder, |
| 1414 | fbVector); |
| 1415 | fbPayload = flatBuffersData.o; |
| 1416 | break; |
| 1417 | } |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1418 | case armnn::DataType::QAsymmU8: |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1419 | case armnn::DataType::Boolean: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1420 | default: |
| 1421 | { |
| 1422 | auto fbVector = CreateDataVector<int8_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1423 | flatbuffers::Offset<serializer::ByteData> flatBuffersData = serializer::CreateByteData( |
| 1424 | m_flatBufferBuilder, |
| 1425 | fbVector); |
| 1426 | fbPayload = flatBuffersData.o; |
| 1427 | } |
| 1428 | } |
| 1429 | flatbuffers::Offset<serializer::ConstTensor> flatBufferConstTensor = serializer::CreateConstTensor( |
| 1430 | m_flatBufferBuilder, |
| 1431 | flatBufferTensorInfo, |
| 1432 | GetFlatBufferConstTensorData(tensorInfo.GetDataType()), |
| 1433 | fbPayload); |
| 1434 | return flatBufferConstTensor; |
| 1435 | } |
| 1436 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1437 | std::vector<fb::Offset<serializer::InputSlot>> |
| 1438 | SerializerVisitor::CreateInputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1439 | { |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1440 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1441 | |
| 1442 | // Get the InputSlots |
| 1443 | for (unsigned int slotIndex = 0; slotIndex<layer->GetNumInputSlots(); ++slotIndex) |
| 1444 | { |
| 1445 | const IInputSlot& inputSlot = layer->GetInputSlot(slotIndex); |
| 1446 | |
| 1447 | // Get the Connection for the InputSlot |
| 1448 | const IOutputSlot* connection = inputSlot.GetConnection(); |
| 1449 | |
| 1450 | // Create FlatBuffer Connection |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 1451 | serializer::Connection conn(GetSerializedId(inputSlot.GetConnection()->GetOwningLayerGuid()), |
| 1452 | connection->CalculateIndexOnOwner()); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1453 | // Create FlatBuffer InputSlot |
| 1454 | inputSlots.push_back(serializer::CreateInputSlot(m_flatBufferBuilder, slotIndex, &conn)); |
| 1455 | } |
| 1456 | return inputSlots; |
| 1457 | } |
| 1458 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1459 | std::vector<fb::Offset<serializer::OutputSlot>> |
| 1460 | SerializerVisitor::CreateOutputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1461 | { |
| 1462 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots; |
| 1463 | |
| 1464 | // Get the OutputSlots |
| 1465 | for (unsigned int slotIndex = 0; slotIndex < layer->GetNumOutputSlots(); ++slotIndex) |
| 1466 | { |
| 1467 | const IOutputSlot& outputSlot = layer->GetOutputSlot(slotIndex); |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1468 | const armnn::TensorInfo& tensorInfo = outputSlot.GetTensorInfo(); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1469 | |
| 1470 | // Get the dimensions |
| 1471 | std::vector<unsigned int> shape; |
| 1472 | for(unsigned int dim = 0; dim < tensorInfo.GetShape().GetNumDimensions(); ++dim) |
| 1473 | { |
| 1474 | shape.push_back(tensorInfo.GetShape()[dim]); |
| 1475 | } |
| 1476 | |
| 1477 | // Create FlatBuffer TensorInfo |
| 1478 | auto flatBufferTensorInfo = serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 1479 | m_flatBufferBuilder.CreateVector(shape), |
| 1480 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 1481 | tensorInfo.GetQuantizationScale(), |
| 1482 | tensorInfo.GetQuantizationOffset()); |
| 1483 | |
| 1484 | // Create FlatBuffer Outputslot |
| 1485 | outputSlots.push_back(serializer::CreateOutputSlot(m_flatBufferBuilder, |
| 1486 | slotIndex, |
| 1487 | flatBufferTensorInfo)); |
| 1488 | } |
| 1489 | return outputSlots; |
| 1490 | } |
| 1491 | |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1492 | |
| 1493 | ISerializer* ISerializer::CreateRaw() |
| 1494 | { |
| 1495 | return new Serializer(); |
| 1496 | } |
| 1497 | |
| 1498 | ISerializerPtr ISerializer::Create() |
| 1499 | { |
| 1500 | return ISerializerPtr(CreateRaw(), &ISerializer::Destroy); |
| 1501 | } |
| 1502 | |
| 1503 | void ISerializer::Destroy(ISerializer* serializer) |
| 1504 | { |
| 1505 | delete serializer; |
| 1506 | } |
| 1507 | |
| 1508 | void Serializer::Serialize(const INetwork& inNetwork) |
| 1509 | { |
| 1510 | // Iterate through to network |
| 1511 | inNetwork.Accept(m_SerializerVisitor); |
| 1512 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerVisitor.GetFlatBufferBuilder(); |
| 1513 | |
| 1514 | // Create FlatBuffer SerializedGraph |
| 1515 | auto serializedGraph = serializer::CreateSerializedGraph( |
| 1516 | fbBuilder, |
| 1517 | fbBuilder.CreateVector(m_SerializerVisitor.GetSerializedLayers()), |
| 1518 | fbBuilder.CreateVector(m_SerializerVisitor.GetInputIds()), |
| 1519 | fbBuilder.CreateVector(m_SerializerVisitor.GetOutputIds())); |
| 1520 | |
| 1521 | // Serialize the graph |
| 1522 | fbBuilder.Finish(serializedGraph); |
| 1523 | } |
| 1524 | |
| 1525 | bool Serializer::SaveSerializedToStream(std::ostream& stream) |
| 1526 | { |
| 1527 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerVisitor.GetFlatBufferBuilder(); |
| 1528 | |
Nattapat Chaimanowong | 7b53b69 | 2019-02-12 14:38:31 +0000 | [diff] [blame] | 1529 | auto bytesToWrite = boost::numeric_cast<std::streamsize>(fbBuilder.GetSize()); |
| 1530 | stream.write(reinterpret_cast<const char*>(fbBuilder.GetBufferPointer()), bytesToWrite); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1531 | return !stream.bad(); |
| 1532 | } |
| 1533 | |
Matteo Martincigh | ec33391 | 2019-02-13 15:12:39 +0000 | [diff] [blame] | 1534 | } // namespace armnnSerializer |