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> |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 11 | #include <armnn/utility/IgnoreUnused.hpp> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 12 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 13 | #include <iostream> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 14 | |
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; |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 49 | case armnn::ActivationFunction::Elu: |
| 50 | return serializer::ActivationFunction::ActivationFunction_Elu; |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 51 | case armnn::ActivationFunction::HardSwish: |
| 52 | return serializer::ActivationFunction::ActivationFunction_HardSwish; |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 53 | default: |
| 54 | return serializer::ActivationFunction::ActivationFunction_Sigmoid; |
| 55 | } |
| 56 | } |
| 57 | |
Narumol Prangnawarat | 0cfcf23 | 2019-09-09 17:16:24 +0100 | [diff] [blame] | 58 | serializer::ArgMinMaxFunction GetFlatBufferArgMinMaxFunction(armnn::ArgMinMaxFunction function) |
| 59 | { |
| 60 | switch (function) |
| 61 | { |
| 62 | case armnn::ArgMinMaxFunction::Max: |
| 63 | return serializer::ArgMinMaxFunction::ArgMinMaxFunction_Max; |
| 64 | case armnn::ArgMinMaxFunction::Min: |
| 65 | default: |
| 66 | return serializer::ArgMinMaxFunction::ArgMinMaxFunction_Min; |
| 67 | } |
| 68 | } |
| 69 | |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 70 | uint32_t SerializerVisitor::GetSerializedId(armnn::LayerGuid guid) |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 71 | { |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 72 | if (m_guidMap.empty()) |
| 73 | { |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 74 | m_guidMap.insert(std::make_pair(guid, m_layerId)); |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 75 | } |
| 76 | else if (m_guidMap.find(guid) == m_guidMap.end()) |
| 77 | { |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 78 | ++m_layerId; |
| 79 | m_guidMap.insert(std::make_pair(guid, m_layerId)); |
| 80 | |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 81 | return m_layerId; |
| 82 | } |
Saoirse Stewart | 3021104 | 2019-02-18 17:19:16 +0000 | [diff] [blame] | 83 | return m_guidMap[guid]; |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 84 | } |
| 85 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 86 | // Build FlatBuffer for Input Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 87 | void SerializerVisitor::VisitInputLayer(const armnn::IConnectableLayer* layer, LayerBindingId id, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 88 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 89 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 90 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 91 | // Create FlatBuffer BaseLayer |
| 92 | auto flatBufferInputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Input); |
| 93 | |
| 94 | // Create FlatBuffer BindableBaseLayer |
| 95 | auto flatBufferInputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 96 | flatBufferInputBaseLayer, |
| 97 | id); |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 98 | // Push layer binding id to outputIds. |
| 99 | m_inputIds.push_back(id); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 100 | |
| 101 | // Create the FlatBuffer InputLayer |
| 102 | auto flatBufferInputLayer = serializer::CreateInputLayer(m_flatBufferBuilder, flatBufferInputBindableBaseLayer); |
| 103 | |
| 104 | // Add the AnyLayer to the FlatBufferLayers |
| 105 | CreateAnyLayer(flatBufferInputLayer.o, serializer::Layer::Layer_InputLayer); |
| 106 | } |
| 107 | |
| 108 | // Build FlatBuffer for Output Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 109 | void SerializerVisitor::VisitOutputLayer(const armnn::IConnectableLayer* layer, LayerBindingId id, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 110 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 111 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 112 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 113 | // Create FlatBuffer BaseLayer |
| 114 | auto flatBufferOutputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Output); |
| 115 | |
| 116 | // Create FlatBuffer BindableBaseLayer |
| 117 | auto flatBufferOutputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 118 | flatBufferOutputBaseLayer, |
| 119 | id); |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 120 | // Push layer binding id to outputIds. |
| 121 | m_outputIds.push_back(id); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 122 | |
| 123 | // Create the FlatBuffer OutputLayer |
| 124 | auto flatBufferOutputLayer = serializer::CreateOutputLayer(m_flatBufferBuilder, flatBufferOutputBindableBaseLayer); |
| 125 | // Add the AnyLayer to the FlatBufferLayers |
| 126 | CreateAnyLayer(flatBufferOutputLayer.o, serializer::Layer::Layer_OutputLayer); |
| 127 | } |
| 128 | |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 129 | void SerializerVisitor::VisitAbsLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 130 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 131 | IgnoreUnused(name); |
FinnWilliamsArm | 4ffcc8f | 2019-09-05 14:34:20 +0100 | [diff] [blame] | 132 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Abs); |
| 133 | auto flatBufferAbsLayer = serializer::CreateAbsLayer(m_flatBufferBuilder, flatBufferBaseLayer); |
| 134 | |
| 135 | CreateAnyLayer(flatBufferAbsLayer.o, serializer::Layer::Layer_AbsLayer); |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 136 | } |
| 137 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 138 | // Build FlatBuffer for Activation Layer |
| 139 | void SerializerVisitor::VisitActivationLayer(const armnn::IConnectableLayer* layer, |
| 140 | const armnn::ActivationDescriptor& descriptor, |
| 141 | const char* name) |
| 142 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 143 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 144 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 145 | // Create FlatBuffer BaseLayer |
| 146 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Activation); |
| 147 | |
| 148 | // Create the FlatBuffer ActivationDescriptor |
| 149 | auto flatBufferDescriptor = CreateActivationDescriptor(m_flatBufferBuilder, |
| 150 | GetFlatBufferActivationFunction(descriptor.m_Function), |
| 151 | descriptor.m_A, |
| 152 | descriptor.m_B); |
| 153 | |
| 154 | // Create the FlatBuffer ActivationLayer |
| 155 | auto flatBufferAdditionLayer = CreateActivationLayer(m_flatBufferBuilder, |
| 156 | flatBufferBaseLayer, |
| 157 | flatBufferDescriptor); |
| 158 | |
| 159 | // Add the AnyLayer to the FlatBufferLayers |
| 160 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_ActivationLayer); |
| 161 | } |
| 162 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 163 | // Build FlatBuffer for Addition Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 164 | void SerializerVisitor::VisitAdditionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 165 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 166 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 167 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 168 | // Create FlatBuffer BaseLayer |
| 169 | auto flatBufferAdditionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Addition); |
| 170 | |
| 171 | // Create the FlatBuffer AdditionLayer |
| 172 | auto flatBufferAdditionLayer = serializer::CreateAdditionLayer(m_flatBufferBuilder, flatBufferAdditionBaseLayer); |
| 173 | |
| 174 | // Add the AnyLayer to the FlatBufferLayers |
| 175 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_AdditionLayer); |
| 176 | } |
| 177 | |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 178 | // Build FlatBuffer for ArgMinMax Layer |
| 179 | void SerializerVisitor::VisitArgMinMaxLayer(const armnn::IConnectableLayer *layer, |
| 180 | const armnn::ArgMinMaxDescriptor& descriptor, |
| 181 | const char *name) |
| 182 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 183 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 184 | |
Narumol Prangnawarat | 0cfcf23 | 2019-09-09 17:16:24 +0100 | [diff] [blame] | 185 | // Create FlatBuffer BaseLayer |
| 186 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ArgMinMax); |
| 187 | |
| 188 | // Create FlatBuffer Descriptor |
| 189 | auto flatBufferDescriptor = CreateArgMinMaxDescriptor(m_flatBufferBuilder, |
| 190 | GetFlatBufferArgMinMaxFunction(descriptor.m_Function), |
| 191 | descriptor.m_Axis); |
| 192 | |
| 193 | // Create FlatBuffer ArgMinMaxLayer |
| 194 | auto flatBufferLayer = CreateArgMinMaxLayer(m_flatBufferBuilder, |
| 195 | flatBufferBaseLayer, |
| 196 | flatBufferDescriptor); |
| 197 | |
| 198 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ArgMinMaxLayer); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 199 | } |
| 200 | |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 201 | // Build FlatBuffer for BatchToSpaceNd Layer |
| 202 | void SerializerVisitor::VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer, |
| 203 | const armnn::BatchToSpaceNdDescriptor& descriptor, |
| 204 | const char* name) |
| 205 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 206 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 207 | |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 208 | // Create FlatBuffer BaseLayer |
| 209 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchToSpaceNd); |
| 210 | |
| 211 | std::vector<unsigned int> crops; |
| 212 | crops.reserve(descriptor.m_Crops.size() * 2); |
| 213 | for (auto& crop : descriptor.m_Crops) |
| 214 | { |
| 215 | crops.push_back(crop.first); |
| 216 | crops.push_back(crop.second); |
| 217 | } |
| 218 | |
| 219 | auto flatBufferDescriptor = |
| 220 | CreateBatchToSpaceNdDescriptor(m_flatBufferBuilder, |
| 221 | m_flatBufferBuilder.CreateVector(descriptor.m_BlockShape), |
| 222 | m_flatBufferBuilder.CreateVector(crops), |
| 223 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 224 | |
| 225 | auto flatBufferLayer = serializer::CreateBatchToSpaceNdLayer(m_flatBufferBuilder, |
| 226 | flatBufferBaseLayer, |
| 227 | flatBufferDescriptor); |
| 228 | |
| 229 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_BatchToSpaceNdLayer); |
| 230 | } |
| 231 | |
ruoyan01 | 8e7fa23 | 2019-02-28 15:09:07 +0000 | [diff] [blame] | 232 | void SerializerVisitor::VisitBatchNormalizationLayer(const armnn::IConnectableLayer* layer, |
| 233 | const armnn::BatchNormalizationDescriptor& batchNormDescriptor, |
| 234 | const armnn::ConstTensor& mean, |
| 235 | const armnn::ConstTensor& variance, |
| 236 | const armnn::ConstTensor& beta, |
| 237 | const armnn::ConstTensor& gamma, |
| 238 | const char* name) |
| 239 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 240 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 241 | |
ruoyan01 | 8e7fa23 | 2019-02-28 15:09:07 +0000 | [diff] [blame] | 242 | auto fbBatchNormalizationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchNormalization); |
| 243 | auto fbBatchNormalizationDescriptor = serializer::CreateBatchNormalizationDescriptor( |
| 244 | m_flatBufferBuilder, |
| 245 | batchNormDescriptor.m_Eps, |
| 246 | GetFlatBufferDataLayout(batchNormDescriptor.m_DataLayout)); |
| 247 | |
| 248 | auto fbMeanConstTensorInfo = CreateConstTensorInfo(mean); |
| 249 | auto fbVarianceConstTensorInfo = CreateConstTensorInfo(variance); |
| 250 | auto fbBetaConstTensorInfo = CreateConstTensorInfo(beta); |
| 251 | auto fbGammaConstTensorInfo = CreateConstTensorInfo(gamma); |
| 252 | auto fbBatchNormalizationLayer = serializer::CreateBatchNormalizationLayer(m_flatBufferBuilder, |
| 253 | fbBatchNormalizationBaseLayer, |
| 254 | fbBatchNormalizationDescriptor, |
| 255 | fbMeanConstTensorInfo, |
| 256 | fbVarianceConstTensorInfo, |
| 257 | fbBetaConstTensorInfo, |
| 258 | fbGammaConstTensorInfo); |
| 259 | |
| 260 | CreateAnyLayer(fbBatchNormalizationLayer.o, serializer::Layer::Layer_BatchNormalizationLayer); |
| 261 | } |
| 262 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 263 | void SerializerVisitor::VisitComparisonLayer(const armnn::IConnectableLayer* layer, |
| 264 | const armnn::ComparisonDescriptor& descriptor, |
| 265 | const char* name) |
| 266 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 267 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 268 | |
Aron Virginas-Tar | e80ebd1 | 2019-10-17 16:11:54 +0100 | [diff] [blame] | 269 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Comparison); |
| 270 | auto fbDescriptor = serializer::CreateComparisonDescriptor( |
| 271 | m_flatBufferBuilder, |
| 272 | GetFlatBufferComparisonOperation(descriptor.m_Operation)); |
| 273 | |
| 274 | auto fbLayer = serializer::CreateComparisonLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 275 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_ComparisonLayer); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 276 | } |
| 277 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 278 | // Build FlatBuffer for Constant Layer |
| 279 | void SerializerVisitor::VisitConstantLayer(const armnn::IConnectableLayer* layer, |
| 280 | const armnn::ConstTensor& input, |
| 281 | const char* name) |
| 282 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 283 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 284 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 285 | // Create FlatBuffer BaseLayer |
| 286 | auto flatBufferConstantBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Constant); |
| 287 | |
| 288 | auto flatBufferConstTensorInfo = CreateConstTensorInfo(input); |
| 289 | |
| 290 | // Create the FlatBuffer ConstantLayer |
| 291 | auto flatBufferLayer = CreateConstantLayer(m_flatBufferBuilder, |
| 292 | flatBufferConstantBaseLayer, |
| 293 | flatBufferConstTensorInfo); |
| 294 | |
| 295 | // Add the AnyLayer to the FlatBufferLayers |
| 296 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConstantLayer); |
| 297 | } |
| 298 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 299 | // Build FlatBuffer for Convolution2dLayer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 300 | void SerializerVisitor::VisitConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 301 | const armnn::Convolution2dDescriptor& descriptor, |
| 302 | const armnn::ConstTensor& weights, |
| 303 | const armnn::Optional<armnn::ConstTensor>& biases, |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 304 | const char* name) |
| 305 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 306 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 307 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 308 | // Create FlatBuffer BaseLayer |
| 309 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 310 | |
| 311 | auto flatBufferDescriptor = CreateConvolution2dDescriptor(m_flatBufferBuilder, |
| 312 | descriptor.m_PadLeft, |
| 313 | descriptor.m_PadRight, |
| 314 | descriptor.m_PadTop, |
| 315 | descriptor.m_PadBottom, |
| 316 | descriptor.m_StrideX, |
| 317 | descriptor.m_StrideY, |
Matthew Bentham | acad04e | 2019-05-13 10:02:45 +0100 | [diff] [blame] | 318 | descriptor.m_DilationX, |
| 319 | descriptor.m_DilationY, |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 320 | descriptor.m_BiasEnabled, |
| 321 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 322 | auto flatBufferWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 323 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiasesConstTensorInfo; |
| 324 | |
| 325 | if (biases.has_value()) |
| 326 | { |
| 327 | flatBufferBiasesConstTensorInfo = CreateConstTensorInfo(biases.value()); |
| 328 | } |
| 329 | |
| 330 | // Create the FlatBuffer Convolution2dLayer |
| 331 | auto flatBufferLayer = CreateConvolution2dLayer(m_flatBufferBuilder, |
| 332 | flatBufferBaseLayer, |
| 333 | flatBufferDescriptor, |
| 334 | flatBufferWeightsConstTensorInfo, |
| 335 | flatBufferBiasesConstTensorInfo); |
| 336 | |
| 337 | // Add the AnyLayer to the FlatBufferLayers |
| 338 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_Convolution2dLayer); |
| 339 | } |
| 340 | |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 341 | void SerializerVisitor::VisitDepthToSpaceLayer(const armnn::IConnectableLayer* layer, |
| 342 | const armnn::DepthToSpaceDescriptor& descriptor, |
| 343 | const char* name) |
| 344 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 345 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 346 | |
Aron Virginas-Tar | da9d2d3 | 2019-09-20 10:42:02 +0100 | [diff] [blame] | 347 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthToSpace); |
| 348 | auto fbDescriptor = CreateDepthToSpaceDescriptor(m_flatBufferBuilder, |
| 349 | descriptor.m_BlockSize, |
| 350 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 351 | |
| 352 | auto fbLayer = serializer::CreateDepthToSpaceLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 353 | |
| 354 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_DepthToSpaceLayer); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 355 | } |
| 356 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 357 | void SerializerVisitor::VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 358 | const armnn::DepthwiseConvolution2dDescriptor& descriptor, |
| 359 | const armnn::ConstTensor& weights, |
| 360 | const armnn::Optional<armnn::ConstTensor>& biases, |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 361 | const char* name) |
| 362 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 363 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 364 | |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 365 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthwiseConvolution2d); |
| 366 | auto fbDescriptor = CreateDepthwiseConvolution2dDescriptor(m_flatBufferBuilder, |
| 367 | descriptor.m_PadLeft, |
| 368 | descriptor.m_PadRight, |
| 369 | descriptor.m_PadTop, |
| 370 | descriptor.m_PadBottom, |
| 371 | descriptor.m_StrideX, |
| 372 | descriptor.m_StrideY, |
Matthew Bentham | acad04e | 2019-05-13 10:02:45 +0100 | [diff] [blame] | 373 | descriptor.m_DilationX, |
| 374 | descriptor.m_DilationY, |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 375 | descriptor.m_BiasEnabled, |
| 376 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 377 | |
| 378 | flatbuffers::Offset<serializer::ConstTensor> fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 379 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
| 380 | if (biases.has_value()) |
| 381 | { |
| 382 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases.value()); |
| 383 | } |
| 384 | |
| 385 | auto flatBufferLayer = CreateDepthwiseConvolution2dLayer(m_flatBufferBuilder, |
| 386 | fbBaseLayer, |
| 387 | fbDescriptor, |
| 388 | fbWeightsConstTensorInfo, |
| 389 | fbBiasesConstTensorInfo); |
| 390 | |
| 391 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DepthwiseConvolution2dLayer); |
| 392 | } |
| 393 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 394 | void SerializerVisitor::VisitDequantizeLayer(const armnn::IConnectableLayer* layer, |
| 395 | const char* name) |
| 396 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 397 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 398 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 399 | auto fbDequantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Dequantize); |
| 400 | auto fbDequantizeLayer = serializer::CreateDequantizeLayer(m_flatBufferBuilder, fbDequantizeBaseLayer); |
| 401 | |
| 402 | CreateAnyLayer(fbDequantizeLayer.o, serializer::Layer::Layer_DequantizeLayer); |
| 403 | } |
| 404 | |
Nattapat Chaimanowong | 3e14a9d | 2019-03-18 12:37:06 +0000 | [diff] [blame] | 405 | void SerializerVisitor::VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer, |
| 406 | const armnn::DetectionPostProcessDescriptor& descriptor, |
| 407 | const armnn::ConstTensor& anchors, |
| 408 | const char* name) |
| 409 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 410 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 411 | |
Nattapat Chaimanowong | 3e14a9d | 2019-03-18 12:37:06 +0000 | [diff] [blame] | 412 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DetectionPostProcess); |
| 413 | auto fbDescriptor = CreateDetectionPostProcessDescriptor(m_flatBufferBuilder, |
| 414 | descriptor.m_MaxDetections, |
| 415 | descriptor.m_MaxClassesPerDetection, |
| 416 | descriptor.m_DetectionsPerClass, |
| 417 | descriptor.m_NmsScoreThreshold, |
| 418 | descriptor.m_NmsIouThreshold, |
| 419 | descriptor.m_NumClasses, |
| 420 | descriptor.m_UseRegularNms, |
| 421 | descriptor.m_ScaleX, |
| 422 | descriptor.m_ScaleY, |
| 423 | descriptor.m_ScaleW, |
| 424 | descriptor.m_ScaleH); |
| 425 | |
| 426 | flatbuffers::Offset<serializer::ConstTensor> fbAnchorsConstTensorInfo = CreateConstTensorInfo(anchors); |
| 427 | |
| 428 | auto flatBufferLayer = CreateDetectionPostProcessLayer(m_flatBufferBuilder, |
| 429 | fbBaseLayer, |
| 430 | fbDescriptor, |
| 431 | fbAnchorsConstTensorInfo); |
| 432 | |
| 433 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DetectionPostProcessLayer); |
| 434 | } |
| 435 | |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 436 | void SerializerVisitor::VisitDivisionLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 437 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 438 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 439 | |
Aron Virginas-Tar | 0fe3245 | 2019-02-28 13:12:47 +0000 | [diff] [blame] | 440 | auto fbDivisionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Division); |
| 441 | auto fbDivisionLayer = serializer::CreateDivisionLayer(m_flatBufferBuilder, fbDivisionBaseLayer); |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 442 | |
Aron Virginas-Tar | 0fe3245 | 2019-02-28 13:12:47 +0000 | [diff] [blame] | 443 | CreateAnyLayer(fbDivisionLayer.o, serializer::Layer::Layer_DivisionLayer); |
| 444 | } |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 445 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 446 | void SerializerVisitor::VisitElementwiseUnaryLayer(const armnn::IConnectableLayer* layer, |
| 447 | const armnn::ElementwiseUnaryDescriptor& descriptor, |
| 448 | const char* name) |
| 449 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 450 | IgnoreUnused(name); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 451 | |
| 452 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ElementwiseUnary); |
| 453 | auto fbDescriptor = serializer::CreateElementwiseUnaryDescriptor( |
| 454 | m_flatBufferBuilder, |
| 455 | GetFlatBufferUnaryOperation(descriptor.m_Operation)); |
| 456 | |
| 457 | auto fbLayer = serializer::CreateElementwiseUnaryLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 458 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_ElementwiseUnaryLayer); |
| 459 | } |
| 460 | |
Aron Virginas-Tar | 377351e | 2019-02-27 14:42:31 +0000 | [diff] [blame] | 461 | void SerializerVisitor::VisitEqualLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 462 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 463 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 464 | |
Aron Virginas-Tar | 377351e | 2019-02-27 14:42:31 +0000 | [diff] [blame] | 465 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Equal); |
| 466 | auto fbEqualLayer = serializer::CreateEqualLayer(m_flatBufferBuilder, fbBaseLayer); |
| 467 | |
| 468 | CreateAnyLayer(fbEqualLayer.o, serializer::Layer::Layer_EqualLayer); |
| 469 | } |
| 470 | |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame^] | 471 | void SerializerVisitor::VisitFillLayer(const armnn::IConnectableLayer* layer, |
| 472 | const armnn::FillDescriptor& fillDescriptor, |
| 473 | const char* name) |
| 474 | { |
| 475 | throw UnimplementedException("SerializerVisitor::VisitFillLayer is not implemented"); |
| 476 | IgnoreUnused(name); |
| 477 | IgnoreUnused(layer); |
| 478 | IgnoreUnused(fillDescriptor); |
| 479 | } |
| 480 | |
Finn Williams | dd2ba7e | 2019-03-01 11:51:52 +0000 | [diff] [blame] | 481 | void SerializerVisitor::VisitFloorLayer(const armnn::IConnectableLayer *layer, const char *name) |
| 482 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 483 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 484 | |
Finn Williams | dd2ba7e | 2019-03-01 11:51:52 +0000 | [diff] [blame] | 485 | auto flatBufferFloorBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Floor); |
| 486 | auto flatBufferFloorLayer = serializer::CreateFloorLayer(m_flatBufferBuilder, flatBufferFloorBaseLayer); |
| 487 | |
| 488 | CreateAnyLayer(flatBufferFloorLayer.o, serializer::Layer::Layer_FloorLayer); |
| 489 | } |
| 490 | |
Saoirse Stewart | a1ed73a | 2019-03-04 13:40:12 +0000 | [diff] [blame] | 491 | void SerializerVisitor::VisitGatherLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 492 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 493 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 494 | |
Matteo Martincigh | f81edaa | 2019-03-04 14:34:30 +0000 | [diff] [blame] | 495 | auto fbGatherBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Gather); |
| 496 | auto flatBufferLayer = serializer::CreateGatherLayer(m_flatBufferBuilder, fbGatherBaseLayer); |
Saoirse Stewart | a1ed73a | 2019-03-04 13:40:12 +0000 | [diff] [blame] | 497 | |
| 498 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_GatherLayer); |
| 499 | } |
| 500 | |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 501 | void SerializerVisitor::VisitGreaterLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 502 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 503 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 504 | |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 505 | auto fbGreaterBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Greater); |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 506 | auto fbGreaterLayer = serializer::CreateGreaterLayer(m_flatBufferBuilder, fbGreaterBaseLayer); |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 507 | |
| 508 | CreateAnyLayer(fbGreaterLayer.o, serializer::Layer::Layer_GreaterLayer); |
| 509 | } |
| 510 | |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 511 | void SerializerVisitor::VisitInstanceNormalizationLayer( |
| 512 | const armnn::IConnectableLayer* layer, |
| 513 | const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor, |
| 514 | const char* name) |
| 515 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 516 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 517 | |
Aron Virginas-Tar | 781ced9 | 2019-10-03 11:15:39 +0100 | [diff] [blame] | 518 | auto fbDescriptor = serializer::CreateInstanceNormalizationDescriptor( |
| 519 | m_flatBufferBuilder, |
| 520 | instanceNormalizationDescriptor.m_Gamma, |
| 521 | instanceNormalizationDescriptor.m_Beta, |
| 522 | instanceNormalizationDescriptor.m_Eps, |
| 523 | GetFlatBufferDataLayout(instanceNormalizationDescriptor.m_DataLayout)); |
| 524 | |
| 525 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_InstanceNormalization); |
| 526 | auto fbLayer = serializer::CreateInstanceNormalizationLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 527 | |
| 528 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_InstanceNormalizationLayer); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 529 | } |
| 530 | |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 531 | void SerializerVisitor::VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer, |
| 532 | const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor, |
| 533 | const char* name) |
| 534 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 535 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 536 | |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 537 | // Create FlatBuffer BaseLayer |
| 538 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_L2Normalization); |
| 539 | |
| 540 | // Create the FlatBuffer L2Normalization Descriptor |
| 541 | auto fbDescriptor = serializer::CreateL2NormalizationDescriptor( |
Ferran Balaguer | 0dcffec | 2019-06-18 16:25:06 +0100 | [diff] [blame] | 542 | m_flatBufferBuilder, |
| 543 | GetFlatBufferDataLayout(l2NormalizationDescriptor.m_DataLayout), |
| 544 | l2NormalizationDescriptor.m_Eps); |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 545 | |
Ferran Balaguer | 0dcffec | 2019-06-18 16:25:06 +0100 | [diff] [blame] | 546 | // Create FlatBuffer layer |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 547 | auto fbLayer = serializer::CreateL2NormalizationLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 548 | |
| 549 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_L2NormalizationLayer); |
| 550 | } |
| 551 | |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 552 | void SerializerVisitor::VisitLogSoftmaxLayer(const armnn::IConnectableLayer* layer, |
| 553 | const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor, |
| 554 | const char* name) |
| 555 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 556 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 557 | |
Sadik Armagan | 2625785 | 2019-10-14 13:00:47 +0100 | [diff] [blame] | 558 | // Create FlatBuffer BaseLayer |
| 559 | auto flatBufferLogSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_LogSoftmax); |
| 560 | |
| 561 | // Create the FlatBuffer LogSoftmaxDescriptor |
| 562 | auto flatBufferLogSoftmaxDesc = |
| 563 | serializer::CreateLogSoftmaxDescriptor(m_flatBufferBuilder, |
| 564 | logSoftmaxDescriptor.m_Beta, |
| 565 | logSoftmaxDescriptor.m_Axis); |
| 566 | |
| 567 | // Create the FlatBuffer LogSoftmaxLayer |
| 568 | auto flatBufferLogSoftmaxLayer = |
| 569 | serializer::CreateLogSoftmaxLayer(m_flatBufferBuilder, |
| 570 | flatBufferLogSoftmaxBaseLayer, |
| 571 | flatBufferLogSoftmaxDesc); |
| 572 | |
| 573 | CreateAnyLayer(flatBufferLogSoftmaxLayer.o, serializer::Layer::Layer_LogSoftmaxLayer); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 574 | } |
| 575 | |
| 576 | void SerializerVisitor::VisitLstmLayer(const armnn::IConnectableLayer* layer, |
| 577 | const armnn::LstmDescriptor& descriptor, |
| 578 | const armnn::LstmInputParams& params, |
| 579 | const char* name) |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 580 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 581 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 582 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 583 | auto fbLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Lstm); |
| 584 | |
| 585 | auto fbLstmDescriptor = serializer::CreateLstmDescriptor( |
| 586 | m_flatBufferBuilder, |
| 587 | descriptor.m_ActivationFunc, |
| 588 | descriptor.m_ClippingThresCell, |
| 589 | descriptor.m_ClippingThresProj, |
| 590 | descriptor.m_CifgEnabled, |
| 591 | descriptor.m_PeepholeEnabled, |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 592 | descriptor.m_ProjectionEnabled, |
| 593 | descriptor.m_LayerNormEnabled); |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 594 | |
| 595 | // Get mandatory input parameters |
| 596 | auto inputToForgetWeights = CreateConstTensorInfo(*params.m_InputToForgetWeights); |
| 597 | auto inputToCellWeights = CreateConstTensorInfo(*params.m_InputToCellWeights); |
| 598 | auto inputToOutputWeights = CreateConstTensorInfo(*params.m_InputToOutputWeights); |
| 599 | auto recurrentToForgetWeights = CreateConstTensorInfo(*params.m_RecurrentToForgetWeights); |
| 600 | auto recurrentToCellWeights = CreateConstTensorInfo(*params.m_RecurrentToCellWeights); |
| 601 | auto recurrentToOutputWeights = CreateConstTensorInfo(*params.m_RecurrentToOutputWeights); |
| 602 | auto forgetGateBias = CreateConstTensorInfo(*params.m_ForgetGateBias); |
| 603 | auto cellBias = CreateConstTensorInfo(*params.m_CellBias); |
| 604 | auto outputGateBias = CreateConstTensorInfo(*params.m_OutputGateBias); |
| 605 | |
| 606 | //Define optional parameters, these will be set depending on configuration in Lstm descriptor |
| 607 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 608 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 609 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 610 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 611 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 612 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 613 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 614 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 615 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 616 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 617 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 618 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 619 | |
| 620 | if (!descriptor.m_CifgEnabled) |
| 621 | { |
| 622 | inputToInputWeights = CreateConstTensorInfo(*params.m_InputToInputWeights); |
| 623 | recurrentToInputWeights = CreateConstTensorInfo(*params.m_RecurrentToInputWeights); |
| 624 | cellToInputWeights = CreateConstTensorInfo(*params.m_CellToInputWeights); |
| 625 | inputGateBias = CreateConstTensorInfo(*params.m_InputGateBias); |
| 626 | } |
| 627 | |
| 628 | if (descriptor.m_ProjectionEnabled) |
| 629 | { |
| 630 | projectionWeights = CreateConstTensorInfo(*params.m_ProjectionWeights); |
| 631 | projectionBias = CreateConstTensorInfo(*params.m_ProjectionBias); |
| 632 | } |
| 633 | |
| 634 | if (descriptor.m_PeepholeEnabled) |
| 635 | { |
| 636 | cellToForgetWeights = CreateConstTensorInfo(*params.m_CellToForgetWeights); |
| 637 | cellToOutputWeights = CreateConstTensorInfo(*params.m_CellToOutputWeights); |
| 638 | } |
| 639 | |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 640 | if (descriptor.m_LayerNormEnabled) |
| 641 | { |
| 642 | if (!descriptor.m_CifgEnabled) |
| 643 | { |
| 644 | inputLayerNormWeights = CreateConstTensorInfo((*params.m_InputLayerNormWeights)); |
| 645 | } |
| 646 | forgetLayerNormWeights = CreateConstTensorInfo(*params.m_ForgetLayerNormWeights); |
| 647 | cellLayerNormWeights = CreateConstTensorInfo(*params.m_CellLayerNormWeights); |
| 648 | outputLayerNormWeights = CreateConstTensorInfo(*params.m_OutputLayerNormWeights); |
| 649 | } |
| 650 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 651 | auto fbLstmParams = serializer::CreateLstmInputParams( |
| 652 | m_flatBufferBuilder, |
| 653 | inputToForgetWeights, |
| 654 | inputToCellWeights, |
| 655 | inputToOutputWeights, |
| 656 | recurrentToForgetWeights, |
| 657 | recurrentToCellWeights, |
| 658 | recurrentToOutputWeights, |
| 659 | forgetGateBias, |
| 660 | cellBias, |
| 661 | outputGateBias, |
| 662 | inputToInputWeights, |
| 663 | recurrentToInputWeights, |
| 664 | cellToInputWeights, |
| 665 | inputGateBias, |
| 666 | projectionWeights, |
| 667 | projectionBias, |
| 668 | cellToForgetWeights, |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 669 | cellToOutputWeights, |
| 670 | inputLayerNormWeights, |
| 671 | forgetLayerNormWeights, |
| 672 | cellLayerNormWeights, |
| 673 | outputLayerNormWeights); |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 674 | |
| 675 | auto fbLstmLayer = serializer::CreateLstmLayer( |
| 676 | m_flatBufferBuilder, |
| 677 | fbLstmBaseLayer, |
| 678 | fbLstmDescriptor, |
| 679 | fbLstmParams); |
| 680 | |
| 681 | CreateAnyLayer(fbLstmLayer.o, serializer::Layer::Layer_LstmLayer); |
| 682 | } |
| 683 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 684 | void SerializerVisitor::VisitMaximumLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 685 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 686 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 687 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 688 | auto fbMaximumBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Maximum); |
| 689 | auto fbMaximumLayer = serializer::CreateMaximumLayer(m_flatBufferBuilder, fbMaximumBaseLayer); |
| 690 | |
| 691 | CreateAnyLayer(fbMaximumLayer.o, serializer::Layer::Layer_MaximumLayer); |
| 692 | } |
| 693 | |
| 694 | void SerializerVisitor::VisitMeanLayer(const armnn::IConnectableLayer* layer, |
| 695 | const armnn::MeanDescriptor& descriptor, |
| 696 | const char* name) |
| 697 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 698 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 699 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 700 | auto fbMeanBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Mean); |
| 701 | auto fbMeanDescriptor = serializer::CreateMeanDescriptor(m_flatBufferBuilder, |
| 702 | m_flatBufferBuilder.CreateVector(descriptor.m_Axis), |
| 703 | descriptor.m_KeepDims); |
| 704 | |
| 705 | auto fbMeanLayer = serializer::CreateMeanLayer(m_flatBufferBuilder, |
| 706 | fbMeanBaseLayer, |
| 707 | fbMeanDescriptor); |
| 708 | |
| 709 | CreateAnyLayer(fbMeanLayer.o, serializer::Layer::Layer_MeanLayer); |
| 710 | } |
| 711 | |
| 712 | void SerializerVisitor::VisitMinimumLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 713 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 714 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 715 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 716 | auto fbMinimumBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Minimum); |
| 717 | auto fbMinimumLayer = serializer::CreateMinimumLayer(m_flatBufferBuilder, fbMinimumBaseLayer); |
| 718 | |
| 719 | CreateAnyLayer(fbMinimumLayer.o, serializer::Layer::Layer_MinimumLayer); |
| 720 | } |
| 721 | |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 722 | void SerializerVisitor::VisitMergeLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 723 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 724 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 725 | |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 726 | auto fbMergeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Merge); |
| 727 | auto fbMergeLayer = serializer::CreateMergeLayer(m_flatBufferBuilder, fbMergeBaseLayer); |
| 728 | |
| 729 | CreateAnyLayer(fbMergeLayer.o, serializer::Layer::Layer_MergeLayer); |
| 730 | } |
| 731 | |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 732 | void SerializerVisitor::VisitMergerLayer(const armnn::IConnectableLayer* layer, |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 733 | const armnn::MergerDescriptor& mergerDescriptor, |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 734 | const char* name) |
| 735 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 736 | VisitConcatLayer(layer, mergerDescriptor, name); |
| 737 | } |
| 738 | |
| 739 | void SerializerVisitor::VisitConcatLayer(const armnn::IConnectableLayer* layer, |
| 740 | const armnn::ConcatDescriptor& concatDescriptor, |
| 741 | const char* name) |
| 742 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 743 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 744 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 745 | auto flatBufferConcatBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Concat); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 746 | |
| 747 | std::vector<flatbuffers::Offset<UintVector>> views; |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 748 | for (unsigned int v = 0; v < concatDescriptor.GetNumViews(); ++v) |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 749 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 750 | const uint32_t* origin = concatDescriptor.GetViewOrigin(v); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 751 | std::vector<uint32_t> origins; |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 752 | for (unsigned int d = 0; d < concatDescriptor.GetNumDimensions(); ++d) |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 753 | { |
| 754 | origins.push_back(origin[d]); |
| 755 | } |
| 756 | auto view = m_flatBufferBuilder.CreateVector(origins); |
| 757 | auto uintVector = CreateUintVector(m_flatBufferBuilder, view); |
| 758 | views.push_back(uintVector); |
| 759 | } |
| 760 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 761 | auto flatBufferConcatDescriptor = CreateOriginsDescriptor(m_flatBufferBuilder, |
| 762 | concatDescriptor.GetConcatAxis(), |
| 763 | concatDescriptor.GetNumViews(), |
| 764 | concatDescriptor.GetNumDimensions(), |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 765 | m_flatBufferBuilder.CreateVector(views)); |
| 766 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 767 | auto flatBufferLayer = CreateConcatLayer(m_flatBufferBuilder, |
| 768 | flatBufferConcatBaseLayer, |
| 769 | flatBufferConcatDescriptor); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 770 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 771 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConcatLayer); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 772 | } |
| 773 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 774 | void SerializerVisitor::VisitMultiplicationLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 775 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 776 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 777 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 778 | auto fbMultiplicationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Multiplication); |
| 779 | auto fbMultiplicationLayer = serializer::CreateMultiplicationLayer(m_flatBufferBuilder, |
| 780 | fbMultiplicationBaseLayer); |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 781 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 782 | CreateAnyLayer(fbMultiplicationLayer.o, serializer::Layer::Layer_MultiplicationLayer); |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 783 | } |
| 784 | |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 785 | void SerializerVisitor::VisitPadLayer(const armnn::IConnectableLayer* layer, |
| 786 | const armnn::PadDescriptor& padDescriptor, |
| 787 | const char* name) |
| 788 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 789 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 790 | |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 791 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pad); |
| 792 | |
| 793 | std::vector<unsigned int> padList; |
| 794 | for (auto& p: padDescriptor.m_PadList) |
| 795 | { |
| 796 | padList.push_back(p.first); |
| 797 | padList.push_back(p.second); |
| 798 | } |
| 799 | |
| 800 | auto flatBufferPadDesc = serializer::CreatePadDescriptor(m_flatBufferBuilder, |
David Monahan | 3475781 | 2019-06-19 11:47:21 +0100 | [diff] [blame] | 801 | m_flatBufferBuilder.CreateVector(padList), |
Aron Virginas-Tar | f356905 | 2019-07-05 16:01:08 +0100 | [diff] [blame] | 802 | padDescriptor.m_PadValue); |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 803 | |
| 804 | auto flatBufferPadLayer = serializer::CreatePadLayer(m_flatBufferBuilder, |
| 805 | flatBufferBaseLayer, |
| 806 | flatBufferPadDesc); |
| 807 | |
| 808 | CreateAnyLayer(flatBufferPadLayer.o, serializer::Layer::Layer_PadLayer); |
| 809 | } |
| 810 | |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 811 | void SerializerVisitor::VisitPermuteLayer(const armnn::IConnectableLayer* layer, |
| 812 | const armnn::PermuteDescriptor& permuteDescriptor, |
| 813 | const char* name) |
| 814 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 815 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 816 | |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 817 | // Create FlatBuffer BaseLayer |
| 818 | auto flatBufferPermuteBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Permute); |
| 819 | |
| 820 | std::vector<unsigned int> dimMappings; |
Matthew Jackson | dba634f | 2019-08-15 15:14:18 +0100 | [diff] [blame] | 821 | for (unsigned int i=0; i<permuteDescriptor.m_DimMappings.GetSize(); ++i) |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 822 | { |
Matthew Jackson | dba634f | 2019-08-15 15:14:18 +0100 | [diff] [blame] | 823 | dimMappings.push_back(permuteDescriptor.m_DimMappings[i]); |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 824 | } |
| 825 | |
| 826 | auto flatBufferPermuteDesc = serializer::CreatePermuteDescriptor(m_flatBufferBuilder, |
| 827 | m_flatBufferBuilder.CreateVector(dimMappings)); |
| 828 | |
| 829 | // Create the FlatBuffer PermuteLayer |
| 830 | auto flatBufferPermuteLayer = serializer::CreatePermuteLayer(m_flatBufferBuilder, |
| 831 | flatBufferPermuteBaseLayer, |
| 832 | flatBufferPermuteDesc); |
| 833 | |
| 834 | // Add the AnyLayer to the FlatBufferLayers |
| 835 | CreateAnyLayer(flatBufferPermuteLayer.o, serializer::Layer::Layer_PermuteLayer); |
| 836 | } |
| 837 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 838 | // Build FlatBuffer for Reshape Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 839 | void SerializerVisitor::VisitReshapeLayer(const armnn::IConnectableLayer* layer, |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 840 | const armnn::ReshapeDescriptor& reshapeDescriptor, |
| 841 | const char* name) |
| 842 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 843 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 844 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 845 | // Create FlatBuffer BaseLayer |
| 846 | auto flatBufferReshapeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Reshape); |
| 847 | |
| 848 | std::vector<unsigned int> targetShape; |
| 849 | for (unsigned int i =0; i < reshapeDescriptor.m_TargetShape.GetNumDimensions(); i++) |
| 850 | { |
| 851 | targetShape.push_back(reshapeDescriptor.m_TargetShape[i]); |
| 852 | } |
| 853 | |
| 854 | auto flatBufferReshapeDesc = serializer::CreateReshapeDescriptor(m_flatBufferBuilder, |
| 855 | m_flatBufferBuilder.CreateVector(targetShape)); |
| 856 | |
| 857 | // Create the FlatBuffer ReshapeLayer |
| 858 | auto flatBufferReshapeLayer = serializer::CreateReshapeLayer(m_flatBufferBuilder, flatBufferReshapeBaseLayer, |
| 859 | flatBufferReshapeDesc); |
| 860 | |
| 861 | // Add the AnyLayer to the FlatBufferLayers |
| 862 | CreateAnyLayer(flatBufferReshapeLayer.o, serializer::Layer::Layer_ReshapeLayer); |
| 863 | } |
| 864 | |
Nattapat Chaimanowong | 6522cdc | 2019-03-01 16:14:13 +0000 | [diff] [blame] | 865 | void SerializerVisitor::VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer, |
| 866 | const armnn::ResizeBilinearDescriptor& resizeDescriptor, |
| 867 | const char* name) |
| 868 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 869 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 870 | |
Nattapat Chaimanowong | 6522cdc | 2019-03-01 16:14:13 +0000 | [diff] [blame] | 871 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ResizeBilinear); |
| 872 | |
| 873 | auto flatBufferDescriptor = |
| 874 | CreateResizeBilinearDescriptor(m_flatBufferBuilder, |
| 875 | resizeDescriptor.m_TargetWidth, |
| 876 | resizeDescriptor.m_TargetHeight, |
David Monahan | 4a0c9b9 | 2020-05-30 09:48:39 +0100 | [diff] [blame] | 877 | GetFlatBufferDataLayout(resizeDescriptor.m_DataLayout), |
| 878 | resizeDescriptor.m_AlignCorners, |
| 879 | resizeDescriptor.m_HalfPixelCenters); |
Nattapat Chaimanowong | 6522cdc | 2019-03-01 16:14:13 +0000 | [diff] [blame] | 880 | |
| 881 | auto flatBufferLayer = serializer::CreateResizeBilinearLayer(m_flatBufferBuilder, |
| 882 | flatBufferBaseLayer, |
| 883 | flatBufferDescriptor); |
| 884 | |
| 885 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ResizeBilinearLayer); |
| 886 | } |
| 887 | |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 888 | void SerializerVisitor::VisitResizeLayer(const armnn::IConnectableLayer* layer, |
| 889 | const armnn::ResizeDescriptor& resizeDescriptor, |
| 890 | const char* name) |
| 891 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 892 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 893 | |
FinnWilliamsArm | 6fb339a | 2019-06-28 15:07:10 +0100 | [diff] [blame] | 894 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Resize); |
| 895 | |
| 896 | auto flatBufferDescriptor = |
| 897 | CreateResizeDescriptor(m_flatBufferBuilder, |
| 898 | resizeDescriptor.m_TargetHeight, |
| 899 | resizeDescriptor.m_TargetWidth, |
| 900 | GetFlatBufferResizeMethod(resizeDescriptor.m_Method), |
David Monahan | 4a0c9b9 | 2020-05-30 09:48:39 +0100 | [diff] [blame] | 901 | GetFlatBufferDataLayout(resizeDescriptor.m_DataLayout), |
| 902 | resizeDescriptor.m_AlignCorners, |
| 903 | resizeDescriptor.m_HalfPixelCenters); |
FinnWilliamsArm | 6fb339a | 2019-06-28 15:07:10 +0100 | [diff] [blame] | 904 | |
| 905 | auto flatBufferLayer = serializer::CreateResizeLayer(m_flatBufferBuilder, |
| 906 | flatBufferBaseLayer, |
| 907 | flatBufferDescriptor); |
| 908 | |
| 909 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ResizeLayer); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 910 | } |
| 911 | |
Sadik Armagan | 8b42a38 | 2019-03-01 14:24:49 +0000 | [diff] [blame] | 912 | void SerializerVisitor::VisitRsqrtLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 913 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 914 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 915 | |
Sadik Armagan | 8b42a38 | 2019-03-01 14:24:49 +0000 | [diff] [blame] | 916 | auto fbRsqrtBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Rsqrt); |
| 917 | auto fbRsqrtLayer = serializer::CreateRsqrtLayer(m_flatBufferBuilder, fbRsqrtBaseLayer); |
| 918 | |
| 919 | CreateAnyLayer(fbRsqrtLayer.o, serializer::Layer::Layer_RsqrtLayer); |
| 920 | } |
| 921 | |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 922 | void SerializerVisitor::VisitSliceLayer(const armnn::IConnectableLayer* layer, |
| 923 | const armnn::SliceDescriptor& sliceDescriptor, |
| 924 | const char* name) |
| 925 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 926 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 927 | |
Aron Virginas-Tar | 2fda80b | 2019-09-18 13:36:52 +0100 | [diff] [blame] | 928 | auto fbSliceBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Slice); |
| 929 | auto fbSliceDescriptor = CreateSliceDescriptor(m_flatBufferBuilder, |
| 930 | m_flatBufferBuilder.CreateVector(sliceDescriptor.m_Begin), |
| 931 | m_flatBufferBuilder.CreateVector(sliceDescriptor.m_Size)); |
| 932 | |
| 933 | auto fbSliceLayer = serializer::CreateSliceLayer(m_flatBufferBuilder, fbSliceBaseLayer, fbSliceDescriptor); |
| 934 | |
| 935 | CreateAnyLayer(fbSliceLayer.o, serializer::Layer::Layer_SliceLayer); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 936 | } |
| 937 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 938 | // Build FlatBuffer for Softmax Layer |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 939 | void SerializerVisitor::VisitSoftmaxLayer(const armnn::IConnectableLayer* layer, |
| 940 | const armnn::SoftmaxDescriptor& softmaxDescriptor, |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 941 | const char* name) |
| 942 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 943 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 944 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 945 | // Create FlatBuffer BaseLayer |
| 946 | auto flatBufferSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Softmax); |
| 947 | |
| 948 | // Create the FlatBuffer SoftmaxDescriptor |
| 949 | auto flatBufferSoftmaxDesc = |
| 950 | serializer::CreateSoftmaxDescriptor(m_flatBufferBuilder, softmaxDescriptor.m_Beta); |
| 951 | |
| 952 | // Create the FlatBuffer SoftmaxLayer |
| 953 | auto flatBufferSoftmaxLayer = |
| 954 | serializer::CreateSoftmaxLayer(m_flatBufferBuilder, |
| 955 | flatBufferSoftmaxBaseLayer, |
| 956 | flatBufferSoftmaxDesc); |
| 957 | |
| 958 | CreateAnyLayer(flatBufferSoftmaxLayer.o, serializer::Layer::Layer_SoftmaxLayer); |
| 959 | } |
| 960 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 961 | void SerializerVisitor::VisitPooling2dLayer(const armnn::IConnectableLayer* layer, |
| 962 | const armnn::Pooling2dDescriptor& pooling2dDescriptor, |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 963 | const char* name) |
| 964 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 965 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 966 | |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 967 | auto fbPooling2dBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pooling2d); |
| 968 | auto fbPooling2dDescriptor = serializer::CreatePooling2dDescriptor( |
| 969 | m_flatBufferBuilder, |
| 970 | GetFlatBufferPoolingAlgorithm(pooling2dDescriptor.m_PoolType), |
| 971 | pooling2dDescriptor.m_PadLeft, |
| 972 | pooling2dDescriptor.m_PadRight, |
| 973 | pooling2dDescriptor.m_PadTop, |
| 974 | pooling2dDescriptor.m_PadBottom, |
| 975 | pooling2dDescriptor.m_PoolWidth, |
| 976 | pooling2dDescriptor.m_PoolHeight, |
| 977 | pooling2dDescriptor.m_StrideX, |
| 978 | pooling2dDescriptor.m_StrideY, |
| 979 | GetFlatBufferOutputShapeRounding(pooling2dDescriptor.m_OutputShapeRounding), |
| 980 | GetFlatBufferPaddingMethod(pooling2dDescriptor.m_PaddingMethod), |
| 981 | GetFlatBufferDataLayout(pooling2dDescriptor.m_DataLayout)); |
| 982 | |
| 983 | auto fbPooling2dLayer = serializer::CreatePooling2dLayer(m_flatBufferBuilder, |
| 984 | fbPooling2dBaseLayer, |
| 985 | fbPooling2dDescriptor); |
| 986 | |
| 987 | CreateAnyLayer(fbPooling2dLayer.o, serializer::Layer::Layer_Pooling2dLayer); |
| 988 | } |
| 989 | |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 990 | void SerializerVisitor::VisitPreluLayer(const armnn::IConnectableLayer* layer, |
| 991 | const char* name) |
| 992 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 993 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 994 | |
Ellen Norris-Thompson | 5198247 | 2019-06-19 11:46:21 +0100 | [diff] [blame] | 995 | // Create FlatBuffer BaseLayer |
| 996 | auto flatBufferPreluBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Prelu); |
| 997 | |
| 998 | // Create the FlatBuffer AdditionLayer |
| 999 | auto flatBufferPreluLayer = serializer::CreatePreluLayer(m_flatBufferBuilder, flatBufferPreluBaseLayer); |
| 1000 | |
| 1001 | // Add the AnyLayer to the FlatBufferLayers |
| 1002 | CreateAnyLayer(flatBufferPreluLayer.o, serializer::Layer::Layer_PreluLayer); |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1003 | } |
| 1004 | |
Derek Lamberti | 87acb27 | 2019-03-27 16:51:31 +0000 | [diff] [blame] | 1005 | void SerializerVisitor::VisitQuantizeLayer(const armnn::IConnectableLayer *layer, const char *name) |
| 1006 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1007 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1008 | |
Derek Lamberti | 87acb27 | 2019-03-27 16:51:31 +0000 | [diff] [blame] | 1009 | auto fbQuantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Quantize); |
| 1010 | auto fbQuantizeLayer = serializer::CreateQuantizeLayer(m_flatBufferBuilder, |
| 1011 | fbQuantizeBaseLayer); |
| 1012 | CreateAnyLayer(fbQuantizeLayer.o, serializer::Layer::Layer_QuantizeLayer); |
| 1013 | } |
| 1014 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1015 | // Build FlatBuffer for FullyConnected Layer |
| 1016 | void SerializerVisitor::VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer, |
| 1017 | const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor, |
| 1018 | const armnn::ConstTensor& weights, |
| 1019 | const armnn::Optional<armnn::ConstTensor>& biases, |
| 1020 | const char* name) |
| 1021 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1022 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1023 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1024 | // Create FlatBuffer BaseLayer |
| 1025 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_FullyConnected); |
| 1026 | |
| 1027 | // Create FlatBuffer FullyConnectedDescriptor |
| 1028 | auto flatBufferDescriptor = |
| 1029 | serializer::CreateFullyConnectedDescriptor(m_flatBufferBuilder, |
| 1030 | fullyConnectedDescriptor.m_BiasEnabled, |
| 1031 | fullyConnectedDescriptor.m_TransposeWeightMatrix); |
| 1032 | |
| 1033 | // Create FlatBuffer weights data |
| 1034 | auto flatBufferWeights = CreateConstTensorInfo(weights); |
| 1035 | |
| 1036 | // Create FlatBuffer bias data |
| 1037 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiases; |
| 1038 | if (fullyConnectedDescriptor.m_BiasEnabled) |
| 1039 | { |
| 1040 | flatBufferBiases = CreateConstTensorInfo(biases.value()); |
| 1041 | } |
| 1042 | |
| 1043 | // Create FlatBuffer FullyConnectedLayer |
| 1044 | auto flatBufferLayer = serializer::CreateFullyConnectedLayer(m_flatBufferBuilder, |
| 1045 | flatBufferBaseLayer, |
| 1046 | flatBufferDescriptor, |
| 1047 | flatBufferWeights, |
| 1048 | flatBufferBiases); |
| 1049 | |
| 1050 | // Add created FullyConnectedLayer to the FlatBufferLayers |
| 1051 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_FullyConnectedLayer); |
| 1052 | } |
| 1053 | |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1054 | // Build FlatBuffer for SpaceToBatchNd Layer |
| 1055 | void SerializerVisitor::VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer, |
| 1056 | const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor, |
| 1057 | const char* name) |
| 1058 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1059 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1060 | |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1061 | // Create FlatBuffer BaseLayer |
| 1062 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_SpaceToBatchNd); |
| 1063 | |
| 1064 | std::vector<unsigned int> padList; |
| 1065 | padList.reserve(spaceToBatchNdDescriptor.m_PadList.size()*2); |
| 1066 | for (auto& pad : spaceToBatchNdDescriptor.m_PadList) |
| 1067 | { |
| 1068 | padList.push_back(pad.first); |
| 1069 | padList.push_back(pad.second); |
| 1070 | } |
| 1071 | |
| 1072 | auto flatBufferDescriptor = |
| 1073 | CreateSpaceToBatchNdDescriptor(m_flatBufferBuilder, |
| 1074 | m_flatBufferBuilder.CreateVector(spaceToBatchNdDescriptor.m_BlockShape), |
| 1075 | m_flatBufferBuilder.CreateVector(padList), |
| 1076 | GetFlatBufferDataLayout(spaceToBatchNdDescriptor.m_DataLayout)); |
| 1077 | |
| 1078 | auto flatBufferLayer = serializer::CreateSpaceToBatchNdLayer(m_flatBufferBuilder, |
| 1079 | flatBufferBaseLayer, |
| 1080 | flatBufferDescriptor); |
| 1081 | |
| 1082 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_SpaceToBatchNdLayer); |
| 1083 | } |
| 1084 | |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1085 | // Build FlatBuffer for SpaceToDepthLayer |
| 1086 | void SerializerVisitor::VisitSpaceToDepthLayer(const armnn::IConnectableLayer* layer, |
| 1087 | const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor, |
| 1088 | const char* name) |
| 1089 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1090 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1091 | |
Aron Virginas-Tar | aa06714 | 2019-06-11 16:01:44 +0100 | [diff] [blame] | 1092 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_SpaceToDepth); |
| 1093 | auto flatBufferDescriptor = |
| 1094 | CreateSpaceToDepthDescriptor(m_flatBufferBuilder, |
| 1095 | spaceToDepthDescriptor.m_BlockSize, |
| 1096 | GetFlatBufferDataLayout(spaceToDepthDescriptor.m_DataLayout)); |
| 1097 | |
| 1098 | auto flatBufferLayer = serializer::CreateSpaceToDepthLayer(m_flatBufferBuilder, |
| 1099 | flatBufferBaseLayer, |
| 1100 | flatBufferDescriptor); |
| 1101 | |
| 1102 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_SpaceToDepthLayer); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1103 | } |
| 1104 | |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1105 | // Build FlatBuffer for Splitter Layer |
| 1106 | void SerializerVisitor::VisitSplitterLayer(const armnn::IConnectableLayer* layer, |
| 1107 | const armnn::ViewsDescriptor& viewsDescriptor, |
| 1108 | const char* name) |
| 1109 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1110 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1111 | |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1112 | // Create FlatBuffer ViewOrigins |
| 1113 | std::vector<flatbuffers::Offset<UintVector>> flatBufferViewOrigins; |
| 1114 | flatBufferViewOrigins.reserve(viewsDescriptor.GetNumViews()); |
| 1115 | |
| 1116 | for(unsigned int vIdx = 0; vIdx < viewsDescriptor.GetNumViews(); ++vIdx) |
| 1117 | { |
| 1118 | std::vector<uint32_t> viewOrigin; |
| 1119 | viewOrigin.reserve(viewsDescriptor.GetNumDimensions()); |
| 1120 | |
| 1121 | // Copy vector |
| 1122 | for(unsigned int dIdx = 0; dIdx < viewsDescriptor.GetNumDimensions(); ++dIdx) |
| 1123 | { |
| 1124 | viewOrigin.push_back(viewsDescriptor.GetViewOrigin(vIdx)[dIdx]); |
| 1125 | } |
| 1126 | |
| 1127 | flatBufferViewOrigins.push_back(CreateUintVector(m_flatBufferBuilder, |
| 1128 | m_flatBufferBuilder.CreateVector(viewOrigin))); |
| 1129 | } |
| 1130 | |
| 1131 | // Create FlatBuffer OriginsDescriptor |
| 1132 | auto flatBufferOriginDescriptor = CreateOriginsDescriptor(m_flatBufferBuilder, |
| 1133 | viewsDescriptor.GetOrigins().GetConcatAxis(), |
| 1134 | viewsDescriptor.GetOrigins().GetNumViews(), |
| 1135 | viewsDescriptor.GetOrigins().GetNumDimensions(), |
| 1136 | m_flatBufferBuilder.CreateVector(flatBufferViewOrigins)); |
| 1137 | |
| 1138 | // Create FlatBuffer ViewOrigins |
| 1139 | std::vector<flatbuffers::Offset<UintVector>> flatBufferViewSizes; |
| 1140 | flatBufferViewSizes.reserve(viewsDescriptor.GetNumViews()); |
| 1141 | |
| 1142 | for(unsigned int vIdx = 0; vIdx < viewsDescriptor.GetNumViews(); ++vIdx) |
| 1143 | { |
| 1144 | std::vector<uint32_t> viewSize; |
| 1145 | viewSize.reserve(viewsDescriptor.GetNumDimensions()); |
| 1146 | |
| 1147 | // Copy vector |
| 1148 | for(unsigned int dIdx = 0; dIdx < viewsDescriptor.GetNumDimensions(); ++dIdx) |
| 1149 | { |
| 1150 | viewSize.push_back(viewsDescriptor.GetViewSizes(vIdx)[dIdx]); |
| 1151 | } |
| 1152 | |
| 1153 | flatBufferViewSizes.push_back(CreateUintVector(m_flatBufferBuilder, |
| 1154 | m_flatBufferBuilder.CreateVector(viewSize))); |
| 1155 | } |
| 1156 | |
| 1157 | // Create FlatBuffer ViewsDescriptor |
| 1158 | auto flatBufferViewsDescriptor = CreateViewsDescriptor(m_flatBufferBuilder, |
| 1159 | flatBufferOriginDescriptor, |
| 1160 | m_flatBufferBuilder.CreateVector(flatBufferViewSizes)); |
| 1161 | |
| 1162 | // Create FlatBuffer BaseLayer |
| 1163 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Splitter); |
| 1164 | |
| 1165 | auto flatBufferSplitterLayer = serializer::CreateSplitterLayer(m_flatBufferBuilder, |
| 1166 | flatBufferBaseLayer, |
| 1167 | flatBufferViewsDescriptor); |
| 1168 | |
| 1169 | CreateAnyLayer(flatBufferSplitterLayer.o, serializer::Layer::Layer_SplitterLayer); |
| 1170 | } |
| 1171 | |
Nina Drozd | 5772878 | 2019-02-27 10:53:27 +0000 | [diff] [blame] | 1172 | void SerializerVisitor::VisitNormalizationLayer(const armnn::IConnectableLayer* layer, |
| 1173 | const armnn::NormalizationDescriptor& descriptor, |
| 1174 | const char* name) |
| 1175 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1176 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1177 | |
Nina Drozd | 5772878 | 2019-02-27 10:53:27 +0000 | [diff] [blame] | 1178 | auto fbNormalizationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Normalization); |
| 1179 | |
| 1180 | auto fbNormalizationDescriptor = serializer::CreateNormalizationDescriptor( |
| 1181 | m_flatBufferBuilder, |
| 1182 | GetFlatBufferNormalizationAlgorithmChannel(descriptor.m_NormChannelType), |
| 1183 | GetFlatBufferNormalizationAlgorithmMethod(descriptor.m_NormMethodType), |
| 1184 | descriptor.m_NormSize, |
| 1185 | descriptor.m_Alpha, |
| 1186 | descriptor.m_Beta, |
| 1187 | descriptor.m_K, |
| 1188 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 1189 | |
| 1190 | auto flatBufferLayer = serializer::CreateNormalizationLayer(m_flatBufferBuilder, |
| 1191 | fbNormalizationBaseLayer, |
| 1192 | fbNormalizationDescriptor); |
| 1193 | |
| 1194 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_NormalizationLayer); |
| 1195 | } |
| 1196 | |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1197 | void SerializerVisitor::VisitStackLayer(const armnn::IConnectableLayer* layer, |
| 1198 | const armnn::StackDescriptor& stackDescriptor, |
| 1199 | const char* name) |
| 1200 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1201 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1202 | |
Matthew Jackson | b5433ee | 2019-07-11 15:54:20 +0100 | [diff] [blame] | 1203 | auto stackBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Stack); |
| 1204 | |
| 1205 | std::vector<unsigned int> inputShape; |
| 1206 | for (unsigned int i =0; i < stackDescriptor.m_InputShape.GetNumDimensions(); i++) |
| 1207 | { |
| 1208 | inputShape.push_back(stackDescriptor.m_InputShape[i]); |
| 1209 | } |
| 1210 | |
| 1211 | auto flatBufferStackDescriptor = CreateStackDescriptor(m_flatBufferBuilder, |
| 1212 | stackDescriptor.m_Axis, |
| 1213 | stackDescriptor.m_NumInputs, |
| 1214 | m_flatBufferBuilder.CreateVector(inputShape)); |
| 1215 | |
| 1216 | auto stackLayer = serializer::CreateStackLayer(m_flatBufferBuilder, stackBaseLayer, flatBufferStackDescriptor); |
| 1217 | CreateAnyLayer(stackLayer.o, serializer::Layer::Layer_StackLayer); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1218 | } |
| 1219 | |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1220 | void SerializerVisitor::VisitStandInLayer(const armnn::IConnectableLayer *layer, |
| 1221 | const armnn::StandInDescriptor& standInDescriptor, |
| 1222 | const char *name) |
| 1223 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1224 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1225 | |
Aron Virginas-Tar | 85121a2 | 2019-10-23 10:41:35 +0100 | [diff] [blame] | 1226 | auto fbDescriptor = serializer::CreateStandInDescriptor(m_flatBufferBuilder, |
| 1227 | standInDescriptor.m_NumInputs, |
| 1228 | standInDescriptor.m_NumOutputs); |
| 1229 | |
| 1230 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_StandIn); |
| 1231 | auto fbLayer = serializer::CreateStandInLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 1232 | |
| 1233 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_StandInLayer); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1234 | } |
| 1235 | |
Nattapat Chaimanowong | b348521 | 2019-03-04 12:35:39 +0000 | [diff] [blame] | 1236 | void SerializerVisitor::VisitStridedSliceLayer(const armnn::IConnectableLayer* layer, |
| 1237 | const armnn::StridedSliceDescriptor& stridedSliceDescriptor, |
| 1238 | const char* name) |
| 1239 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1240 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1241 | |
Nattapat Chaimanowong | b348521 | 2019-03-04 12:35:39 +0000 | [diff] [blame] | 1242 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_StridedSlice); |
| 1243 | |
| 1244 | auto flatBufferDescriptor = |
| 1245 | CreateStridedSliceDescriptor(m_flatBufferBuilder, |
| 1246 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_Begin), |
| 1247 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_End), |
| 1248 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_Stride), |
| 1249 | stridedSliceDescriptor.m_BeginMask, |
| 1250 | stridedSliceDescriptor.m_EndMask, |
| 1251 | stridedSliceDescriptor.m_ShrinkAxisMask, |
| 1252 | stridedSliceDescriptor.m_EllipsisMask, |
| 1253 | stridedSliceDescriptor.m_NewAxisMask, |
| 1254 | GetFlatBufferDataLayout(stridedSliceDescriptor.m_DataLayout)); |
| 1255 | |
| 1256 | auto flatBufferLayer = serializer::CreateStridedSliceLayer(m_flatBufferBuilder, |
| 1257 | flatBufferBaseLayer, |
| 1258 | flatBufferDescriptor); |
| 1259 | |
| 1260 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_StridedSliceLayer); |
| 1261 | } |
| 1262 | |
Conor Kennedy | da1f975 | 2019-03-01 14:37:12 +0000 | [diff] [blame] | 1263 | void SerializerVisitor::VisitSubtractionLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 1264 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1265 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1266 | |
Conor Kennedy | da1f975 | 2019-03-01 14:37:12 +0000 | [diff] [blame] | 1267 | auto fbSubtractionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Subtraction); |
| 1268 | auto fbSubtractionLayer = serializer::CreateSubtractionLayer(m_flatBufferBuilder, fbSubtractionBaseLayer); |
| 1269 | |
| 1270 | CreateAnyLayer(fbSubtractionLayer.o, serializer::Layer::Layer_SubtractionLayer); |
| 1271 | } |
| 1272 | |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1273 | void SerializerVisitor::VisitSwitchLayer(const armnn::IConnectableLayer* layer, const char* name) |
| 1274 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1275 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1276 | |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1277 | auto fbSwitchBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Switch); |
| 1278 | auto fbSwitchLayer = serializer::CreateSwitchLayer(m_flatBufferBuilder, fbSwitchBaseLayer); |
| 1279 | |
| 1280 | CreateAnyLayer(fbSwitchLayer.o, serializer::Layer::Layer_SwitchLayer); |
| 1281 | } |
| 1282 | |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1283 | void SerializerVisitor::VisitTransposeConvolution2dLayer( |
| 1284 | const armnn::IConnectableLayer* layer, |
| 1285 | const armnn::TransposeConvolution2dDescriptor& descriptor, |
| 1286 | const armnn::ConstTensor& weights, |
| 1287 | const armnn::Optional<armnn::ConstTensor>& biases, |
| 1288 | const char* name) |
| 1289 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1290 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1291 | |
Aron Virginas-Tar | cb54930 | 2019-06-21 13:53:38 +0100 | [diff] [blame] | 1292 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 1293 | auto fbDescriptor = CreateTransposeConvolution2dDescriptor(m_flatBufferBuilder, |
| 1294 | descriptor.m_PadLeft, |
| 1295 | descriptor.m_PadRight, |
| 1296 | descriptor.m_PadTop, |
| 1297 | descriptor.m_PadBottom, |
| 1298 | descriptor.m_StrideX, |
| 1299 | descriptor.m_StrideY, |
| 1300 | descriptor.m_BiasEnabled, |
| 1301 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 1302 | |
| 1303 | // weights & biases |
| 1304 | auto fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 1305 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
| 1306 | if (biases.has_value()) |
| 1307 | { |
| 1308 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases.value()); |
| 1309 | } |
| 1310 | |
| 1311 | auto fbLayer = CreateTransposeConvolution2dLayer(m_flatBufferBuilder, |
| 1312 | fbBaseLayer, |
| 1313 | fbDescriptor, |
| 1314 | fbWeightsConstTensorInfo, |
| 1315 | fbBiasesConstTensorInfo); |
| 1316 | |
| 1317 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_TransposeConvolution2dLayer); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1318 | } |
| 1319 | |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1320 | void SerializerVisitor::VisitTransposeLayer(const armnn::IConnectableLayer* layer, |
| 1321 | const armnn::TransposeDescriptor& descriptor, |
| 1322 | const char* name) |
| 1323 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1324 | IgnoreUnused(name); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1325 | |
| 1326 | // Create FlatBuffer BaseLayer |
| 1327 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Transpose); |
| 1328 | |
| 1329 | std::vector<unsigned int> dimMappings; |
| 1330 | for (unsigned int i=0; i<descriptor.m_DimMappings.GetSize(); ++i) |
| 1331 | { |
| 1332 | dimMappings.push_back(descriptor.m_DimMappings[i]); |
| 1333 | } |
| 1334 | |
| 1335 | auto flatBufferDesc = serializer::CreateTransposeDescriptor(m_flatBufferBuilder, |
| 1336 | m_flatBufferBuilder.CreateVector(dimMappings)); |
| 1337 | |
| 1338 | // Create the FlatBuffer TransposeLayer |
| 1339 | auto flatBufferLayer = serializer::CreateTransposeLayer(m_flatBufferBuilder, |
| 1340 | flatBufferBaseLayer, |
| 1341 | flatBufferDesc); |
| 1342 | |
| 1343 | // Add the AnyLayer to the FlatBufferLayers |
| 1344 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_TransposeLayer); |
| 1345 | } |
| 1346 | |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1347 | void SerializerVisitor::VisitQLstmLayer(const armnn::IConnectableLayer* layer, |
| 1348 | const armnn::QLstmDescriptor& descriptor, |
| 1349 | const armnn::LstmInputParams& params, |
| 1350 | const char* name) |
| 1351 | { |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1352 | IgnoreUnused(name); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1353 | |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1354 | auto fbQLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_QLstm); |
| 1355 | |
| 1356 | auto fbQLstmDescriptor = serializer::CreateQLstmDescriptor( |
| 1357 | m_flatBufferBuilder, |
| 1358 | descriptor.m_CifgEnabled, |
| 1359 | descriptor.m_PeepholeEnabled, |
| 1360 | descriptor.m_ProjectionEnabled, |
| 1361 | descriptor.m_LayerNormEnabled, |
| 1362 | descriptor.m_CellClip, |
| 1363 | descriptor.m_ProjectionClip, |
| 1364 | descriptor.m_InputIntermediateScale, |
| 1365 | descriptor.m_ForgetIntermediateScale, |
| 1366 | descriptor.m_CellIntermediateScale, |
| 1367 | descriptor.m_OutputIntermediateScale, |
| 1368 | descriptor.m_HiddenStateZeroPoint, |
| 1369 | descriptor.m_HiddenStateScale |
| 1370 | ); |
| 1371 | |
| 1372 | // Mandatory params |
| 1373 | auto inputToForgetWeights = CreateConstTensorInfo(*params.m_InputToForgetWeights); |
| 1374 | auto inputToCellWeights = CreateConstTensorInfo(*params.m_InputToCellWeights); |
| 1375 | auto inputToOutputWeights = CreateConstTensorInfo(*params.m_InputToOutputWeights); |
| 1376 | auto recurrentToForgetWeights = CreateConstTensorInfo(*params.m_RecurrentToForgetWeights); |
| 1377 | auto recurrentToCellWeights = CreateConstTensorInfo(*params.m_RecurrentToCellWeights); |
| 1378 | auto recurrentToOutputWeights = CreateConstTensorInfo(*params.m_RecurrentToOutputWeights); |
| 1379 | auto forgetGateBias = CreateConstTensorInfo(*params.m_ForgetGateBias); |
| 1380 | auto cellBias = CreateConstTensorInfo(*params.m_CellBias); |
| 1381 | auto outputGateBias = CreateConstTensorInfo(*params.m_OutputGateBias); |
| 1382 | |
| 1383 | // CIFG |
| 1384 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 1385 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 1386 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 1387 | |
| 1388 | if (!descriptor.m_CifgEnabled) |
| 1389 | { |
| 1390 | inputToInputWeights = CreateConstTensorInfo(*params.m_InputToInputWeights); |
| 1391 | recurrentToInputWeights = CreateConstTensorInfo(*params.m_RecurrentToInputWeights); |
| 1392 | inputGateBias = CreateConstTensorInfo(*params.m_InputGateBias); |
| 1393 | } |
| 1394 | |
| 1395 | // Projectiom |
| 1396 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 1397 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 1398 | |
| 1399 | if (descriptor.m_ProjectionEnabled) |
| 1400 | { |
| 1401 | projectionWeights = CreateConstTensorInfo(*params.m_ProjectionWeights); |
| 1402 | projectionBias = CreateConstTensorInfo(*params.m_ProjectionBias); |
| 1403 | } |
| 1404 | |
| 1405 | // Peephole |
| 1406 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 1407 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 1408 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
| 1409 | |
| 1410 | if (descriptor.m_PeepholeEnabled) |
| 1411 | { |
| 1412 | if (!descriptor.m_CifgEnabled) |
| 1413 | { |
| 1414 | cellToInputWeights = CreateConstTensorInfo(*params.m_CellToInputWeights); |
| 1415 | } |
| 1416 | |
| 1417 | cellToForgetWeights = CreateConstTensorInfo(*params.m_CellToForgetWeights); |
| 1418 | cellToOutputWeights = CreateConstTensorInfo(*params.m_CellToOutputWeights); |
| 1419 | } |
| 1420 | |
| 1421 | // Layer norm |
| 1422 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 1423 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 1424 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 1425 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
| 1426 | |
| 1427 | if (descriptor.m_LayerNormEnabled) |
| 1428 | { |
| 1429 | if (!descriptor.m_CifgEnabled) |
| 1430 | { |
| 1431 | inputLayerNormWeights = CreateConstTensorInfo((*params.m_InputLayerNormWeights)); |
| 1432 | } |
| 1433 | |
| 1434 | forgetLayerNormWeights = CreateConstTensorInfo(*params.m_ForgetLayerNormWeights); |
| 1435 | cellLayerNormWeights = CreateConstTensorInfo(*params.m_CellLayerNormWeights); |
| 1436 | outputLayerNormWeights = CreateConstTensorInfo(*params.m_OutputLayerNormWeights); |
| 1437 | } |
| 1438 | |
| 1439 | auto fbQLstmParams = serializer::CreateQLstmInputParams( |
| 1440 | m_flatBufferBuilder, |
| 1441 | inputToForgetWeights, |
| 1442 | inputToCellWeights, |
| 1443 | inputToOutputWeights, |
| 1444 | recurrentToForgetWeights, |
| 1445 | recurrentToCellWeights, |
| 1446 | recurrentToOutputWeights, |
| 1447 | forgetGateBias, |
| 1448 | cellBias, |
| 1449 | outputGateBias, |
| 1450 | inputToInputWeights, |
| 1451 | recurrentToInputWeights, |
| 1452 | inputGateBias, |
| 1453 | projectionWeights, |
| 1454 | projectionBias, |
| 1455 | cellToInputWeights, |
| 1456 | cellToForgetWeights, |
| 1457 | cellToOutputWeights, |
| 1458 | inputLayerNormWeights, |
| 1459 | forgetLayerNormWeights, |
| 1460 | cellLayerNormWeights, |
| 1461 | outputLayerNormWeights); |
| 1462 | |
| 1463 | auto fbQLstmLayer = serializer::CreateQLstmLayer( |
| 1464 | m_flatBufferBuilder, |
| 1465 | fbQLstmBaseLayer, |
| 1466 | fbQLstmDescriptor, |
| 1467 | fbQLstmParams); |
| 1468 | |
| 1469 | CreateAnyLayer(fbQLstmLayer.o, serializer::Layer::Layer_QLstmLayer); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1470 | } |
| 1471 | |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1472 | void SerializerVisitor::VisitQuantizedLstmLayer(const armnn::IConnectableLayer* layer, |
| 1473 | const armnn::QuantizedLstmInputParams& params, |
| 1474 | const char* name) |
| 1475 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1476 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1477 | |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1478 | auto fbQuantizedLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_QuantizedLstm); |
| 1479 | |
| 1480 | // Get input parameters |
Francis Murtagh | bb590b4 | 2019-08-14 09:51:36 +0100 | [diff] [blame] | 1481 | auto inputToInputWeights = CreateConstTensorInfo(params.GetInputToInputWeights()); |
| 1482 | auto inputToForgetWeights = CreateConstTensorInfo(params.GetInputToForgetWeights()); |
| 1483 | auto inputToCellWeights = CreateConstTensorInfo(params.GetInputToCellWeights()); |
| 1484 | auto inputToOutputWeights = CreateConstTensorInfo(params.GetInputToOutputWeights()); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1485 | |
Francis Murtagh | bb590b4 | 2019-08-14 09:51:36 +0100 | [diff] [blame] | 1486 | auto recurrentToInputWeights = CreateConstTensorInfo(params.GetRecurrentToInputWeights()); |
| 1487 | auto recurrentToForgetWeights = CreateConstTensorInfo(params.GetRecurrentToForgetWeights()); |
| 1488 | auto recurrentToCellWeights = CreateConstTensorInfo(params.GetRecurrentToCellWeights()); |
| 1489 | auto recurrentToOutputWeights = CreateConstTensorInfo(params.GetRecurrentToOutputWeights()); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1490 | |
Francis Murtagh | bb590b4 | 2019-08-14 09:51:36 +0100 | [diff] [blame] | 1491 | auto inputGateBias = CreateConstTensorInfo(params.GetInputGateBias()); |
| 1492 | auto forgetGateBias = CreateConstTensorInfo(params.GetForgetGateBias()); |
| 1493 | auto cellBias = CreateConstTensorInfo(params.GetCellBias()); |
| 1494 | auto outputGateBias = CreateConstTensorInfo(params.GetOutputGateBias()); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1495 | |
| 1496 | auto fbQuantizedLstmParams = serializer::CreateQuantizedLstmInputParams( |
| 1497 | m_flatBufferBuilder, |
| 1498 | inputToInputWeights, |
| 1499 | inputToForgetWeights, |
| 1500 | inputToCellWeights, |
| 1501 | inputToOutputWeights, |
| 1502 | recurrentToInputWeights, |
| 1503 | recurrentToForgetWeights, |
| 1504 | recurrentToCellWeights, |
| 1505 | recurrentToOutputWeights, |
| 1506 | inputGateBias, |
| 1507 | forgetGateBias, |
| 1508 | cellBias, |
| 1509 | outputGateBias); |
| 1510 | |
| 1511 | auto fbQuantizedLstmLayer = serializer::CreateQuantizedLstmLayer( |
| 1512 | m_flatBufferBuilder, |
| 1513 | fbQuantizedLstmBaseLayer, |
| 1514 | fbQuantizedLstmParams); |
| 1515 | |
| 1516 | CreateAnyLayer(fbQuantizedLstmLayer.o, serializer::Layer::Layer_QuantizedLstmLayer); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1517 | } |
| 1518 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1519 | fb::Offset<serializer::LayerBase> SerializerVisitor::CreateLayerBase(const IConnectableLayer* layer, |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1520 | const serializer::LayerType layerType) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1521 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1522 | |
Sadik Armagan | db059fd | 2019-03-20 12:28:32 +0000 | [diff] [blame] | 1523 | uint32_t fbIndex = GetSerializedId(layer->GetGuid()); |
| 1524 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1525 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots = CreateInputSlots(layer); |
| 1526 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots = CreateOutputSlots(layer); |
| 1527 | |
| 1528 | return serializer::CreateLayerBase(m_flatBufferBuilder, |
Sadik Armagan | db059fd | 2019-03-20 12:28:32 +0000 | [diff] [blame] | 1529 | fbIndex, |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1530 | m_flatBufferBuilder.CreateString(layer->GetName()), |
| 1531 | layerType, |
| 1532 | m_flatBufferBuilder.CreateVector(inputSlots), |
| 1533 | m_flatBufferBuilder.CreateVector(outputSlots)); |
| 1534 | } |
| 1535 | |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1536 | void SerializerVisitor::CreateAnyLayer(const flatbuffers::Offset<void>& layer, const serializer::Layer serializerLayer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1537 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1538 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1539 | auto anyLayer = armnnSerializer::CreateAnyLayer(m_flatBufferBuilder, serializerLayer, layer); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1540 | m_serializedLayers.push_back(anyLayer); |
| 1541 | } |
| 1542 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1543 | template <typename T> |
| 1544 | flatbuffers::Offset<flatbuffers::Vector<T>> SerializerVisitor::CreateDataVector(const void* memory, unsigned int size) |
| 1545 | { |
| 1546 | const T* buffer = reinterpret_cast<const T*>(memory); |
| 1547 | std::vector<T> vector(buffer, buffer + (size / sizeof(T))); |
| 1548 | auto fbVector = m_flatBufferBuilder.CreateVector(vector); |
| 1549 | return fbVector; |
| 1550 | } |
| 1551 | |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1552 | flatbuffers::Offset<TensorInfo> SerializerVisitor::CreateTensorInfo(const armnn::TensorInfo& tensorInfo) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1553 | { |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1554 | // Get the dimensions |
| 1555 | std::vector<unsigned int> shape; |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1556 | for(unsigned int dim = 0; dim < tensorInfo.GetShape().GetNumDimensions(); ++dim) |
| 1557 | { |
| 1558 | shape.push_back(tensorInfo.GetShape()[dim]); |
| 1559 | } |
| 1560 | |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1561 | if (tensorInfo.HasPerAxisQuantization()) |
| 1562 | { |
| 1563 | // Create FlatBuffer TensorInfo |
| 1564 | auto flatBufferTensorInfo = |
| 1565 | serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 1566 | m_flatBufferBuilder.CreateVector(shape), |
| 1567 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 1568 | tensorInfo.GetQuantizationScales()[0], |
| 1569 | tensorInfo.GetQuantizationOffset(), |
| 1570 | m_flatBufferBuilder.CreateVector(tensorInfo.GetQuantizationScales()), |
| 1571 | tensorInfo.GetQuantizationDim().value()); |
| 1572 | return flatBufferTensorInfo; |
| 1573 | } |
| 1574 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1575 | // Create FlatBuffer TensorInfo |
| 1576 | auto flatBufferTensorInfo = serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 1577 | m_flatBufferBuilder.CreateVector(shape), |
| 1578 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 1579 | tensorInfo.GetQuantizationScale(), |
| 1580 | tensorInfo.GetQuantizationOffset()); |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1581 | return flatBufferTensorInfo; |
| 1582 | } |
| 1583 | |
| 1584 | flatbuffers::Offset<serializer::ConstTensor> |
| 1585 | SerializerVisitor::CreateConstTensorInfo(const armnn::ConstTensor& constTensor) |
| 1586 | { |
| 1587 | armnn::TensorInfo tensorInfo = constTensor.GetInfo(); |
| 1588 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1589 | flatbuffers::Offset<void> fbPayload; |
| 1590 | |
| 1591 | switch (tensorInfo.GetDataType()) |
| 1592 | { |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1593 | case armnn::DataType::Float32: |
| 1594 | case armnn::DataType::Signed32: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1595 | { |
| 1596 | auto fbVector = CreateDataVector<int32_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1597 | flatbuffers::Offset<serializer::IntData> flatBuffersData = serializer::CreateIntData( |
| 1598 | m_flatBufferBuilder, |
| 1599 | fbVector); |
| 1600 | fbPayload = flatBuffersData.o; |
| 1601 | break; |
| 1602 | } |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1603 | case armnn::DataType::Float16: |
Mike Kelly | ae42f01 | 2020-04-24 15:44:01 +0100 | [diff] [blame] | 1604 | case armnn::DataType::BFloat16: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1605 | case armnn::DataType::QSymmS16: |
Nattapat Chaimanowong | cd5ac23 | 2019-03-19 12:26:36 +0000 | [diff] [blame] | 1606 | { |
| 1607 | auto fbVector = CreateDataVector<int16_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1608 | flatbuffers::Offset<serializer::ShortData> flatBuffersData = serializer::CreateShortData( |
| 1609 | m_flatBufferBuilder, |
| 1610 | fbVector); |
| 1611 | fbPayload = flatBuffersData.o; |
| 1612 | break; |
| 1613 | } |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1614 | case armnn::DataType::QSymmS8: |
Mike Kelly | ae42f01 | 2020-04-24 15:44:01 +0100 | [diff] [blame] | 1615 | case armnn::DataType::QAsymmS8: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1616 | case armnn::DataType::QAsymmU8: |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1617 | case armnn::DataType::Boolean: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1618 | default: |
| 1619 | { |
| 1620 | auto fbVector = CreateDataVector<int8_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1621 | flatbuffers::Offset<serializer::ByteData> flatBuffersData = serializer::CreateByteData( |
| 1622 | m_flatBufferBuilder, |
| 1623 | fbVector); |
| 1624 | fbPayload = flatBuffersData.o; |
| 1625 | } |
| 1626 | } |
| 1627 | flatbuffers::Offset<serializer::ConstTensor> flatBufferConstTensor = serializer::CreateConstTensor( |
| 1628 | m_flatBufferBuilder, |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1629 | CreateTensorInfo(tensorInfo), |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1630 | GetFlatBufferConstTensorData(tensorInfo.GetDataType()), |
| 1631 | fbPayload); |
| 1632 | return flatBufferConstTensor; |
| 1633 | } |
| 1634 | |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 1635 | flatbuffers::Offset<armnnSerializer::FeatureCompatibilityVersions> SerializerVisitor::GetVersionTable() |
| 1636 | { |
| 1637 | flatbuffers::Offset<armnnSerializer::FeatureCompatibilityVersions> versionsTable = |
| 1638 | serializer::CreateFeatureCompatibilityVersions( |
| 1639 | m_flatBufferBuilder, |
| 1640 | 1 // Binding ids scheme version |
| 1641 | ); |
| 1642 | return versionsTable; |
| 1643 | } |
| 1644 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1645 | std::vector<fb::Offset<serializer::InputSlot>> |
| 1646 | SerializerVisitor::CreateInputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1647 | { |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1648 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1649 | |
| 1650 | // Get the InputSlots |
| 1651 | for (unsigned int slotIndex = 0; slotIndex<layer->GetNumInputSlots(); ++slotIndex) |
| 1652 | { |
| 1653 | const IInputSlot& inputSlot = layer->GetInputSlot(slotIndex); |
| 1654 | |
| 1655 | // Get the Connection for the InputSlot |
| 1656 | const IOutputSlot* connection = inputSlot.GetConnection(); |
| 1657 | |
| 1658 | // Create FlatBuffer Connection |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 1659 | serializer::Connection conn(GetSerializedId(inputSlot.GetConnection()->GetOwningLayerGuid()), |
| 1660 | connection->CalculateIndexOnOwner()); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1661 | // Create FlatBuffer InputSlot |
| 1662 | inputSlots.push_back(serializer::CreateInputSlot(m_flatBufferBuilder, slotIndex, &conn)); |
| 1663 | } |
| 1664 | return inputSlots; |
| 1665 | } |
| 1666 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1667 | std::vector<fb::Offset<serializer::OutputSlot>> |
| 1668 | SerializerVisitor::CreateOutputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1669 | { |
| 1670 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots; |
| 1671 | |
| 1672 | // Get the OutputSlots |
| 1673 | for (unsigned int slotIndex = 0; slotIndex < layer->GetNumOutputSlots(); ++slotIndex) |
| 1674 | { |
| 1675 | const IOutputSlot& outputSlot = layer->GetOutputSlot(slotIndex); |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1676 | const armnn::TensorInfo& tensorInfo = outputSlot.GetTensorInfo(); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1677 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1678 | // Create FlatBuffer Outputslot |
| 1679 | outputSlots.push_back(serializer::CreateOutputSlot(m_flatBufferBuilder, |
| 1680 | slotIndex, |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1681 | CreateTensorInfo(tensorInfo))); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1682 | } |
| 1683 | return outputSlots; |
| 1684 | } |
| 1685 | |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1686 | |
| 1687 | ISerializer* ISerializer::CreateRaw() |
| 1688 | { |
| 1689 | return new Serializer(); |
| 1690 | } |
| 1691 | |
| 1692 | ISerializerPtr ISerializer::Create() |
| 1693 | { |
| 1694 | return ISerializerPtr(CreateRaw(), &ISerializer::Destroy); |
| 1695 | } |
| 1696 | |
| 1697 | void ISerializer::Destroy(ISerializer* serializer) |
| 1698 | { |
| 1699 | delete serializer; |
| 1700 | } |
| 1701 | |
| 1702 | void Serializer::Serialize(const INetwork& inNetwork) |
| 1703 | { |
| 1704 | // Iterate through to network |
| 1705 | inNetwork.Accept(m_SerializerVisitor); |
| 1706 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerVisitor.GetFlatBufferBuilder(); |
| 1707 | |
| 1708 | // Create FlatBuffer SerializedGraph |
| 1709 | auto serializedGraph = serializer::CreateSerializedGraph( |
| 1710 | fbBuilder, |
| 1711 | fbBuilder.CreateVector(m_SerializerVisitor.GetSerializedLayers()), |
| 1712 | fbBuilder.CreateVector(m_SerializerVisitor.GetInputIds()), |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 1713 | fbBuilder.CreateVector(m_SerializerVisitor.GetOutputIds()), |
| 1714 | m_SerializerVisitor.GetVersionTable()); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1715 | |
| 1716 | // Serialize the graph |
| 1717 | fbBuilder.Finish(serializedGraph); |
| 1718 | } |
| 1719 | |
| 1720 | bool Serializer::SaveSerializedToStream(std::ostream& stream) |
| 1721 | { |
| 1722 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerVisitor.GetFlatBufferBuilder(); |
| 1723 | |
Nattapat Chaimanowong | 7b53b69 | 2019-02-12 14:38:31 +0000 | [diff] [blame] | 1724 | auto bytesToWrite = boost::numeric_cast<std::streamsize>(fbBuilder.GetSize()); |
| 1725 | stream.write(reinterpret_cast<const char*>(fbBuilder.GetBufferPointer()), bytesToWrite); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1726 | return !stream.bad(); |
| 1727 | } |
| 1728 | |
Matteo Martincigh | ec33391 | 2019-02-13 15:12:39 +0000 | [diff] [blame] | 1729 | } // namespace armnnSerializer |