Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1 | // |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 5 | #include "Serializer.hpp" |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 6 | #include "SerializerUtils.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> |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 12 | #include <armnn/utility/NumericCast.hpp> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 13 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 14 | #include <fmt/format.h> |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 15 | #include <iostream> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 16 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 17 | using namespace armnn; |
| 18 | namespace fb = flatbuffers; |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 19 | namespace serializer = armnnSerializer; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 20 | |
| 21 | namespace armnnSerializer |
| 22 | { |
| 23 | |
Finn Williams | 85d3671 | 2021-01-26 22:30:06 +0000 | [diff] [blame] | 24 | ISerializer::ISerializer() : pSerializerImpl(new SerializerImpl()) |
| 25 | { |
| 26 | } |
| 27 | |
| 28 | ISerializer::~ISerializer() = default; |
| 29 | |
| 30 | ISerializer* ISerializer::CreateRaw() |
| 31 | { |
| 32 | return new ISerializer(); |
| 33 | } |
| 34 | |
| 35 | ISerializerPtr ISerializer::Create() |
| 36 | { |
| 37 | return ISerializerPtr(CreateRaw(), &ISerializer::Destroy); |
| 38 | } |
| 39 | |
| 40 | void ISerializer::Destroy(ISerializer* serializer) |
| 41 | { |
| 42 | delete serializer; |
| 43 | } |
| 44 | |
| 45 | void ISerializer::Serialize(const armnn::INetwork& inNetwork) |
| 46 | { |
| 47 | pSerializerImpl->Serialize(inNetwork); |
| 48 | } |
| 49 | |
| 50 | bool ISerializer::SaveSerializedToStream(std::ostream& stream) |
| 51 | { |
| 52 | return pSerializerImpl->SaveSerializedToStream(stream); |
| 53 | } |
| 54 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 55 | serializer::ActivationFunction GetFlatBufferActivationFunction(armnn::ActivationFunction function) |
| 56 | { |
| 57 | switch (function) |
| 58 | { |
| 59 | case armnn::ActivationFunction::Sigmoid: |
| 60 | return serializer::ActivationFunction::ActivationFunction_Sigmoid; |
| 61 | case armnn::ActivationFunction::TanH: |
| 62 | return serializer::ActivationFunction::ActivationFunction_TanH; |
| 63 | case armnn::ActivationFunction::Linear: |
| 64 | return serializer::ActivationFunction::ActivationFunction_Linear; |
| 65 | case armnn::ActivationFunction::ReLu: |
| 66 | return serializer::ActivationFunction::ActivationFunction_ReLu; |
| 67 | case armnn::ActivationFunction::BoundedReLu: |
| 68 | return serializer::ActivationFunction::ActivationFunction_BoundedReLu; |
| 69 | case armnn::ActivationFunction::LeakyReLu: |
| 70 | return serializer::ActivationFunction::ActivationFunction_LeakyReLu; |
| 71 | case armnn::ActivationFunction::Abs: |
| 72 | return serializer::ActivationFunction::ActivationFunction_Abs; |
| 73 | case armnn::ActivationFunction::Sqrt: |
| 74 | return serializer::ActivationFunction::ActivationFunction_Sqrt; |
| 75 | case armnn::ActivationFunction::Square: |
| 76 | return serializer::ActivationFunction::ActivationFunction_Square; |
David Monahan | 3b3c381 | 2020-02-25 09:03:29 +0000 | [diff] [blame] | 77 | case armnn::ActivationFunction::Elu: |
| 78 | return serializer::ActivationFunction::ActivationFunction_Elu; |
Colm Donelan | 03fbeaf | 2020-02-26 15:39:23 +0000 | [diff] [blame] | 79 | case armnn::ActivationFunction::HardSwish: |
| 80 | return serializer::ActivationFunction::ActivationFunction_HardSwish; |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 81 | default: |
| 82 | return serializer::ActivationFunction::ActivationFunction_Sigmoid; |
| 83 | } |
| 84 | } |
| 85 | |
Narumol Prangnawarat | 0cfcf23 | 2019-09-09 17:16:24 +0100 | [diff] [blame] | 86 | serializer::ArgMinMaxFunction GetFlatBufferArgMinMaxFunction(armnn::ArgMinMaxFunction function) |
| 87 | { |
| 88 | switch (function) |
| 89 | { |
| 90 | case armnn::ArgMinMaxFunction::Max: |
| 91 | return serializer::ArgMinMaxFunction::ArgMinMaxFunction_Max; |
| 92 | case armnn::ArgMinMaxFunction::Min: |
| 93 | default: |
| 94 | return serializer::ArgMinMaxFunction::ArgMinMaxFunction_Min; |
| 95 | } |
| 96 | } |
| 97 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 98 | uint32_t SerializerStrategy::GetSerializedId(armnn::LayerGuid guid) |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 99 | { |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 100 | if (m_guidMap.empty()) |
| 101 | { |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 102 | m_guidMap.insert(std::make_pair(guid, m_layerId)); |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 103 | } |
| 104 | else if (m_guidMap.find(guid) == m_guidMap.end()) |
| 105 | { |
janeil01 | 3fec1ea | 2019-11-07 09:47:20 +0000 | [diff] [blame] | 106 | ++m_layerId; |
| 107 | m_guidMap.insert(std::make_pair(guid, m_layerId)); |
| 108 | |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 109 | return m_layerId; |
| 110 | } |
Saoirse Stewart | 3021104 | 2019-02-18 17:19:16 +0000 | [diff] [blame] | 111 | return m_guidMap[guid]; |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 112 | } |
| 113 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 114 | // Build FlatBuffer for Input Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 115 | void SerializerStrategy::SerializeInputLayer(const armnn::IConnectableLayer* layer, LayerBindingId id, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 116 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 117 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 118 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 119 | // Create FlatBuffer BaseLayer |
| 120 | auto flatBufferInputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Input); |
| 121 | |
| 122 | // Create FlatBuffer BindableBaseLayer |
| 123 | auto flatBufferInputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 124 | flatBufferInputBaseLayer, |
| 125 | id); |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 126 | // Push layer binding id to outputIds. |
| 127 | m_inputIds.push_back(id); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 128 | |
| 129 | // Create the FlatBuffer InputLayer |
| 130 | auto flatBufferInputLayer = serializer::CreateInputLayer(m_flatBufferBuilder, flatBufferInputBindableBaseLayer); |
| 131 | |
| 132 | // Add the AnyLayer to the FlatBufferLayers |
| 133 | CreateAnyLayer(flatBufferInputLayer.o, serializer::Layer::Layer_InputLayer); |
| 134 | } |
| 135 | |
| 136 | // Build FlatBuffer for Output Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 137 | void SerializerStrategy::SerializeOutputLayer(const armnn::IConnectableLayer* layer, |
| 138 | LayerBindingId id, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 139 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 140 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 141 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 142 | // Create FlatBuffer BaseLayer |
| 143 | auto flatBufferOutputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Output); |
| 144 | |
| 145 | // Create FlatBuffer BindableBaseLayer |
| 146 | auto flatBufferOutputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 147 | flatBufferOutputBaseLayer, |
| 148 | id); |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 149 | // Push layer binding id to outputIds. |
| 150 | m_outputIds.push_back(id); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 151 | |
| 152 | // Create the FlatBuffer OutputLayer |
| 153 | auto flatBufferOutputLayer = serializer::CreateOutputLayer(m_flatBufferBuilder, flatBufferOutputBindableBaseLayer); |
| 154 | // Add the AnyLayer to the FlatBufferLayers |
| 155 | CreateAnyLayer(flatBufferOutputLayer.o, serializer::Layer::Layer_OutputLayer); |
| 156 | } |
| 157 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 158 | // Build FlatBuffer for Activation Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 159 | void SerializerStrategy::SerializeActivationLayer(const armnn::IConnectableLayer* layer, |
| 160 | const armnn::ActivationDescriptor& descriptor, |
| 161 | const char* name) |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 162 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 163 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 164 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 165 | // Create FlatBuffer BaseLayer |
| 166 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Activation); |
| 167 | |
| 168 | // Create the FlatBuffer ActivationDescriptor |
| 169 | auto flatBufferDescriptor = CreateActivationDescriptor(m_flatBufferBuilder, |
| 170 | GetFlatBufferActivationFunction(descriptor.m_Function), |
| 171 | descriptor.m_A, |
| 172 | descriptor.m_B); |
| 173 | |
| 174 | // Create the FlatBuffer ActivationLayer |
| 175 | auto flatBufferAdditionLayer = CreateActivationLayer(m_flatBufferBuilder, |
| 176 | flatBufferBaseLayer, |
| 177 | flatBufferDescriptor); |
| 178 | |
| 179 | // Add the AnyLayer to the FlatBufferLayers |
| 180 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_ActivationLayer); |
| 181 | } |
| 182 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 183 | // Build FlatBuffer for Addition Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 184 | void SerializerStrategy::SerializeAdditionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 185 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 186 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 187 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 188 | // Create FlatBuffer BaseLayer |
| 189 | auto flatBufferAdditionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Addition); |
| 190 | |
| 191 | // Create the FlatBuffer AdditionLayer |
| 192 | auto flatBufferAdditionLayer = serializer::CreateAdditionLayer(m_flatBufferBuilder, flatBufferAdditionBaseLayer); |
| 193 | |
| 194 | // Add the AnyLayer to the FlatBufferLayers |
| 195 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_AdditionLayer); |
| 196 | } |
| 197 | |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 198 | // Build FlatBuffer for ArgMinMax Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 199 | void SerializerStrategy::SerializeArgMinMaxLayer(const armnn::IConnectableLayer *layer, |
| 200 | const armnn::ArgMinMaxDescriptor& descriptor, |
| 201 | const char *name) |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 202 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 203 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 204 | |
Narumol Prangnawarat | 0cfcf23 | 2019-09-09 17:16:24 +0100 | [diff] [blame] | 205 | // Create FlatBuffer BaseLayer |
| 206 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ArgMinMax); |
| 207 | |
| 208 | // Create FlatBuffer Descriptor |
| 209 | auto flatBufferDescriptor = CreateArgMinMaxDescriptor(m_flatBufferBuilder, |
| 210 | GetFlatBufferArgMinMaxFunction(descriptor.m_Function), |
| 211 | descriptor.m_Axis); |
| 212 | |
| 213 | // Create FlatBuffer ArgMinMaxLayer |
| 214 | auto flatBufferLayer = CreateArgMinMaxLayer(m_flatBufferBuilder, |
| 215 | flatBufferBaseLayer, |
| 216 | flatBufferDescriptor); |
| 217 | |
| 218 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ArgMinMaxLayer); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 219 | } |
| 220 | |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 221 | // Build FlatBuffer for BatchToSpaceNd Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 222 | void SerializerStrategy::SerializeBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer, |
| 223 | const armnn::BatchToSpaceNdDescriptor& descriptor, |
| 224 | const char* name) |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 225 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 226 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 227 | |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 228 | // Create FlatBuffer BaseLayer |
| 229 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchToSpaceNd); |
| 230 | |
| 231 | std::vector<unsigned int> crops; |
| 232 | crops.reserve(descriptor.m_Crops.size() * 2); |
| 233 | for (auto& crop : descriptor.m_Crops) |
| 234 | { |
| 235 | crops.push_back(crop.first); |
| 236 | crops.push_back(crop.second); |
| 237 | } |
| 238 | |
| 239 | auto flatBufferDescriptor = |
| 240 | CreateBatchToSpaceNdDescriptor(m_flatBufferBuilder, |
| 241 | m_flatBufferBuilder.CreateVector(descriptor.m_BlockShape), |
| 242 | m_flatBufferBuilder.CreateVector(crops), |
| 243 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 244 | |
| 245 | auto flatBufferLayer = serializer::CreateBatchToSpaceNdLayer(m_flatBufferBuilder, |
| 246 | flatBufferBaseLayer, |
| 247 | flatBufferDescriptor); |
| 248 | |
| 249 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_BatchToSpaceNdLayer); |
| 250 | } |
| 251 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 252 | void SerializerStrategy::SerializeBatchNormalizationLayer( |
| 253 | const armnn::IConnectableLayer* layer, |
| 254 | const armnn::BatchNormalizationDescriptor& batchNormDescriptor, |
| 255 | const std::vector<armnn::ConstTensor>& constants, |
| 256 | const char* name) |
ruoyan01 | 8e7fa23 | 2019-02-28 15:09:07 +0000 | [diff] [blame] | 257 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 258 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 259 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 260 | const armnn::ConstTensor& mean = constants[0]; |
| 261 | const armnn::ConstTensor& variance = constants[1]; |
| 262 | const armnn::ConstTensor& beta = constants[2]; |
| 263 | const armnn::ConstTensor& gamma = constants[3]; |
| 264 | |
ruoyan01 | 8e7fa23 | 2019-02-28 15:09:07 +0000 | [diff] [blame] | 265 | auto fbBatchNormalizationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchNormalization); |
| 266 | auto fbBatchNormalizationDescriptor = serializer::CreateBatchNormalizationDescriptor( |
| 267 | m_flatBufferBuilder, |
| 268 | batchNormDescriptor.m_Eps, |
| 269 | GetFlatBufferDataLayout(batchNormDescriptor.m_DataLayout)); |
| 270 | |
| 271 | auto fbMeanConstTensorInfo = CreateConstTensorInfo(mean); |
| 272 | auto fbVarianceConstTensorInfo = CreateConstTensorInfo(variance); |
| 273 | auto fbBetaConstTensorInfo = CreateConstTensorInfo(beta); |
| 274 | auto fbGammaConstTensorInfo = CreateConstTensorInfo(gamma); |
| 275 | auto fbBatchNormalizationLayer = serializer::CreateBatchNormalizationLayer(m_flatBufferBuilder, |
| 276 | fbBatchNormalizationBaseLayer, |
| 277 | fbBatchNormalizationDescriptor, |
| 278 | fbMeanConstTensorInfo, |
| 279 | fbVarianceConstTensorInfo, |
| 280 | fbBetaConstTensorInfo, |
| 281 | fbGammaConstTensorInfo); |
| 282 | |
| 283 | CreateAnyLayer(fbBatchNormalizationLayer.o, serializer::Layer::Layer_BatchNormalizationLayer); |
| 284 | } |
| 285 | |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 286 | void SerializerStrategy::SerializeCastLayer(const armnn::IConnectableLayer* layer, |
| 287 | const char* name) |
| 288 | { |
| 289 | IgnoreUnused(name); |
| 290 | |
| 291 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Cast); |
| 292 | auto fbCastLayer = serializer::CreateCastLayer(m_flatBufferBuilder, fbBaseLayer); |
| 293 | CreateAnyLayer(fbCastLayer.o, serializer::Layer::Layer_CastLayer); |
| 294 | } |
| 295 | |
Simon Obute | 51f6777 | 2021-09-03 15:50:13 +0100 | [diff] [blame] | 296 | void SerializerStrategy::SerializeChannelShuffleLayer(const armnn::IConnectableLayer* layer, |
| 297 | const armnn::ChannelShuffleDescriptor& descriptor, |
| 298 | const char* name) |
| 299 | { |
| 300 | IgnoreUnused(name); |
| 301 | auto fbDescriptor = CreateChannelShuffleDescriptor(m_flatBufferBuilder, |
| 302 | descriptor.m_Axis, |
| 303 | descriptor.m_NumGroups); |
| 304 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ChannelShuffle); |
| 305 | auto fbChannelShuffleLayer = serializer::CreateChannelShuffleLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 306 | CreateAnyLayer(fbChannelShuffleLayer.o, serializer::Layer::Layer_ChannelShuffleLayer); |
| 307 | } |
| 308 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 309 | void SerializerStrategy::SerializeComparisonLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 310 | const armnn::ComparisonDescriptor& descriptor, |
| 311 | const char* name) |
| 312 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 313 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 314 | |
Aron Virginas-Tar | e80ebd1 | 2019-10-17 16:11:54 +0100 | [diff] [blame] | 315 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Comparison); |
| 316 | auto fbDescriptor = serializer::CreateComparisonDescriptor( |
| 317 | m_flatBufferBuilder, |
| 318 | GetFlatBufferComparisonOperation(descriptor.m_Operation)); |
| 319 | |
| 320 | auto fbLayer = serializer::CreateComparisonLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 321 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_ComparisonLayer); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 322 | } |
| 323 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 324 | // Build FlatBuffer for Constant Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 325 | void SerializerStrategy::SerializeConstantLayer(const armnn::IConnectableLayer* layer, |
| 326 | const std::vector<armnn::ConstTensor>& constants, |
| 327 | const char* name) |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 328 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 329 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 330 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 331 | armnn::ConstTensor input = constants[0]; |
| 332 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 333 | // Create FlatBuffer BaseLayer |
| 334 | auto flatBufferConstantBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Constant); |
| 335 | |
| 336 | auto flatBufferConstTensorInfo = CreateConstTensorInfo(input); |
| 337 | |
| 338 | // Create the FlatBuffer ConstantLayer |
| 339 | auto flatBufferLayer = CreateConstantLayer(m_flatBufferBuilder, |
| 340 | flatBufferConstantBaseLayer, |
| 341 | flatBufferConstTensorInfo); |
| 342 | |
| 343 | // Add the AnyLayer to the FlatBufferLayers |
| 344 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConstantLayer); |
| 345 | } |
| 346 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 347 | // Build FlatBuffer for Convolution2dLayer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 348 | void SerializerStrategy::SerializeConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 349 | const armnn::Convolution2dDescriptor& descriptor, |
| 350 | const std::vector<armnn::ConstTensor>& constants, |
| 351 | const char* name) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 352 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 353 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 354 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 355 | const armnn::ConstTensor weights = constants[0]; |
| 356 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 357 | // Create FlatBuffer BaseLayer |
| 358 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 359 | |
| 360 | auto flatBufferDescriptor = CreateConvolution2dDescriptor(m_flatBufferBuilder, |
| 361 | descriptor.m_PadLeft, |
| 362 | descriptor.m_PadRight, |
| 363 | descriptor.m_PadTop, |
| 364 | descriptor.m_PadBottom, |
| 365 | descriptor.m_StrideX, |
| 366 | descriptor.m_StrideY, |
Matthew Bentham | acad04e | 2019-05-13 10:02:45 +0100 | [diff] [blame] | 367 | descriptor.m_DilationX, |
| 368 | descriptor.m_DilationY, |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 369 | descriptor.m_BiasEnabled, |
| 370 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 371 | auto flatBufferWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 372 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiasesConstTensorInfo; |
| 373 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 374 | if (constants.size() > 1) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 375 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 376 | const armnn::ConstTensor biases = constants[1]; |
| 377 | flatBufferBiasesConstTensorInfo = CreateConstTensorInfo(biases); |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 378 | } |
| 379 | |
| 380 | // Create the FlatBuffer Convolution2dLayer |
| 381 | auto flatBufferLayer = CreateConvolution2dLayer(m_flatBufferBuilder, |
| 382 | flatBufferBaseLayer, |
| 383 | flatBufferDescriptor, |
| 384 | flatBufferWeightsConstTensorInfo, |
| 385 | flatBufferBiasesConstTensorInfo); |
| 386 | |
| 387 | // Add the AnyLayer to the FlatBufferLayers |
| 388 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_Convolution2dLayer); |
| 389 | } |
| 390 | |
Matthew Sloyan | b63a311 | 2021-09-08 13:05:51 +0100 | [diff] [blame] | 391 | // Build FlatBuffer for Convolution2dLayer |
| 392 | void SerializerStrategy::SerializeConvolution3dLayer(const armnn::IConnectableLayer* layer, |
| 393 | const armnn::Convolution3dDescriptor& descriptor, |
| 394 | const std::vector<armnn::ConstTensor>& constants, |
| 395 | const char* name) |
| 396 | { |
| 397 | IgnoreUnused(name); |
| 398 | |
| 399 | const armnn::ConstTensor weights = constants[0]; |
| 400 | |
| 401 | // Create FlatBuffer BaseLayer |
| 402 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 403 | |
| 404 | auto flatBufferDescriptor = CreateConvolution3dDescriptor(m_flatBufferBuilder, |
| 405 | descriptor.m_PadLeft, |
| 406 | descriptor.m_PadRight, |
| 407 | descriptor.m_PadTop, |
| 408 | descriptor.m_PadBottom, |
| 409 | descriptor.m_PadFront, |
| 410 | descriptor.m_PadBack, |
| 411 | descriptor.m_StrideX, |
| 412 | descriptor.m_StrideY, |
| 413 | descriptor.m_StrideZ, |
| 414 | descriptor.m_DilationX, |
| 415 | descriptor.m_DilationY, |
| 416 | descriptor.m_DilationZ, |
| 417 | descriptor.m_BiasEnabled, |
| 418 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 419 | auto flatBufferWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 420 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiasesConstTensorInfo; |
| 421 | |
| 422 | if (constants.size() > 1) |
| 423 | { |
| 424 | const armnn::ConstTensor biases = constants[1]; |
| 425 | flatBufferBiasesConstTensorInfo = CreateConstTensorInfo(biases); |
| 426 | } |
| 427 | |
| 428 | // Create the FlatBuffer Convolution2dLayer |
| 429 | auto flatBufferLayer = CreateConvolution3dLayer(m_flatBufferBuilder, |
| 430 | flatBufferBaseLayer, |
| 431 | flatBufferDescriptor, |
| 432 | flatBufferWeightsConstTensorInfo, |
| 433 | flatBufferBiasesConstTensorInfo); |
| 434 | |
| 435 | // Add the AnyLayer to the FlatBufferLayers |
| 436 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_Convolution3dLayer); |
| 437 | } |
| 438 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 439 | void SerializerStrategy::SerializeDepthToSpaceLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 440 | const armnn::DepthToSpaceDescriptor& descriptor, |
| 441 | const char* name) |
| 442 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 443 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 444 | |
Aron Virginas-Tar | da9d2d3 | 2019-09-20 10:42:02 +0100 | [diff] [blame] | 445 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthToSpace); |
| 446 | auto fbDescriptor = CreateDepthToSpaceDescriptor(m_flatBufferBuilder, |
| 447 | descriptor.m_BlockSize, |
| 448 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 449 | |
| 450 | auto fbLayer = serializer::CreateDepthToSpaceLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 451 | |
| 452 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_DepthToSpaceLayer); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 453 | } |
| 454 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 455 | void SerializerStrategy::SerializeDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 456 | const armnn::DepthwiseConvolution2dDescriptor& descriptor, |
| 457 | const std::vector<armnn::ConstTensor>& constants, |
| 458 | const char* name) |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 459 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 460 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 461 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 462 | const armnn::ConstTensor& weights = constants[0]; |
| 463 | |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 464 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthwiseConvolution2d); |
| 465 | auto fbDescriptor = CreateDepthwiseConvolution2dDescriptor(m_flatBufferBuilder, |
| 466 | descriptor.m_PadLeft, |
| 467 | descriptor.m_PadRight, |
| 468 | descriptor.m_PadTop, |
| 469 | descriptor.m_PadBottom, |
| 470 | descriptor.m_StrideX, |
| 471 | descriptor.m_StrideY, |
Matthew Bentham | acad04e | 2019-05-13 10:02:45 +0100 | [diff] [blame] | 472 | descriptor.m_DilationX, |
| 473 | descriptor.m_DilationY, |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 474 | descriptor.m_BiasEnabled, |
| 475 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 476 | |
| 477 | flatbuffers::Offset<serializer::ConstTensor> fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 478 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 479 | |
| 480 | if (constants.size() > 1) |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 481 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 482 | const armnn::ConstTensor& biases = constants[1]; |
| 483 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases); |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 484 | } |
| 485 | |
| 486 | auto flatBufferLayer = CreateDepthwiseConvolution2dLayer(m_flatBufferBuilder, |
| 487 | fbBaseLayer, |
| 488 | fbDescriptor, |
| 489 | fbWeightsConstTensorInfo, |
| 490 | fbBiasesConstTensorInfo); |
| 491 | |
| 492 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DepthwiseConvolution2dLayer); |
| 493 | } |
| 494 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 495 | void SerializerStrategy::SerializeDequantizeLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 496 | const char* name) |
| 497 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 498 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 499 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 500 | auto fbDequantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Dequantize); |
| 501 | auto fbDequantizeLayer = serializer::CreateDequantizeLayer(m_flatBufferBuilder, fbDequantizeBaseLayer); |
| 502 | |
| 503 | CreateAnyLayer(fbDequantizeLayer.o, serializer::Layer::Layer_DequantizeLayer); |
| 504 | } |
| 505 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 506 | void SerializerStrategy::SerializeDetectionPostProcessLayer(const armnn::IConnectableLayer* layer, |
| 507 | const armnn::DetectionPostProcessDescriptor& descriptor, |
| 508 | const std::vector<armnn::ConstTensor>& constants, |
| 509 | const char* name) |
Nattapat Chaimanowong | 3e14a9d | 2019-03-18 12:37:06 +0000 | [diff] [blame] | 510 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 511 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 512 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 513 | const armnn::ConstTensor& anchors = constants[0]; |
| 514 | |
Nattapat Chaimanowong | 3e14a9d | 2019-03-18 12:37:06 +0000 | [diff] [blame] | 515 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DetectionPostProcess); |
| 516 | auto fbDescriptor = CreateDetectionPostProcessDescriptor(m_flatBufferBuilder, |
| 517 | descriptor.m_MaxDetections, |
| 518 | descriptor.m_MaxClassesPerDetection, |
| 519 | descriptor.m_DetectionsPerClass, |
| 520 | descriptor.m_NmsScoreThreshold, |
| 521 | descriptor.m_NmsIouThreshold, |
| 522 | descriptor.m_NumClasses, |
| 523 | descriptor.m_UseRegularNms, |
| 524 | descriptor.m_ScaleX, |
| 525 | descriptor.m_ScaleY, |
| 526 | descriptor.m_ScaleW, |
| 527 | descriptor.m_ScaleH); |
| 528 | |
| 529 | flatbuffers::Offset<serializer::ConstTensor> fbAnchorsConstTensorInfo = CreateConstTensorInfo(anchors); |
| 530 | |
| 531 | auto flatBufferLayer = CreateDetectionPostProcessLayer(m_flatBufferBuilder, |
| 532 | fbBaseLayer, |
| 533 | fbDescriptor, |
| 534 | fbAnchorsConstTensorInfo); |
| 535 | |
| 536 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DetectionPostProcessLayer); |
| 537 | } |
| 538 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 539 | void SerializerStrategy::SerializeDivisionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 540 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 541 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 542 | |
Aron Virginas-Tar | 0fe3245 | 2019-02-28 13:12:47 +0000 | [diff] [blame] | 543 | auto fbDivisionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Division); |
| 544 | auto fbDivisionLayer = serializer::CreateDivisionLayer(m_flatBufferBuilder, fbDivisionBaseLayer); |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 545 | |
Aron Virginas-Tar | 0fe3245 | 2019-02-28 13:12:47 +0000 | [diff] [blame] | 546 | CreateAnyLayer(fbDivisionLayer.o, serializer::Layer::Layer_DivisionLayer); |
| 547 | } |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 548 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 549 | void SerializerStrategy::SerializeElementwiseUnaryLayer(const armnn::IConnectableLayer* layer, |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 550 | const armnn::ElementwiseUnaryDescriptor& descriptor, |
| 551 | const char* name) |
| 552 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 553 | IgnoreUnused(name); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 554 | |
| 555 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ElementwiseUnary); |
| 556 | auto fbDescriptor = serializer::CreateElementwiseUnaryDescriptor( |
| 557 | m_flatBufferBuilder, |
| 558 | GetFlatBufferUnaryOperation(descriptor.m_Operation)); |
| 559 | |
| 560 | auto fbLayer = serializer::CreateElementwiseUnaryLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 561 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_ElementwiseUnaryLayer); |
| 562 | } |
| 563 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 564 | void SerializerStrategy::SerializeFillLayer(const armnn::IConnectableLayer* layer, |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 565 | const armnn::FillDescriptor& fillDescriptor, |
| 566 | const char* name) |
| 567 | { |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 568 | IgnoreUnused(name); |
Keith Davis | 300ad56 | 2020-06-04 16:34:23 +0100 | [diff] [blame] | 569 | |
| 570 | auto fbFillBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Fill); |
| 571 | |
| 572 | auto fbDescriptor = serializer::CreateFillDescriptor(m_flatBufferBuilder, fillDescriptor.m_Value); |
| 573 | |
| 574 | auto fbFillLayer = serializer::CreateFillLayer(m_flatBufferBuilder, fbFillBaseLayer, fbDescriptor); |
| 575 | |
| 576 | CreateAnyLayer(fbFillLayer.o, serializer::Layer::Layer_FillLayer); |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 577 | } |
| 578 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 579 | void SerializerStrategy::SerializeFloorLayer(const armnn::IConnectableLayer *layer, const char *name) |
Finn Williams | dd2ba7e | 2019-03-01 11:51:52 +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 | |
Finn Williams | dd2ba7e | 2019-03-01 11:51:52 +0000 | [diff] [blame] | 583 | auto flatBufferFloorBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Floor); |
| 584 | auto flatBufferFloorLayer = serializer::CreateFloorLayer(m_flatBufferBuilder, flatBufferFloorBaseLayer); |
| 585 | |
| 586 | CreateAnyLayer(flatBufferFloorLayer.o, serializer::Layer::Layer_FloorLayer); |
| 587 | } |
| 588 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 589 | void SerializerStrategy::SerializeGatherLayer(const armnn::IConnectableLayer* layer, |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 590 | const armnn::GatherDescriptor& gatherDescriptor, |
| 591 | const char* name) |
Saoirse Stewart | a1ed73a | 2019-03-04 13:40:12 +0000 | [diff] [blame] | 592 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 593 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 594 | |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 595 | auto fbGatherDescriptor = CreateGatherDescriptor(m_flatBufferBuilder, |
| 596 | gatherDescriptor.m_Axis); |
Matteo Martincigh | f81edaa | 2019-03-04 14:34:30 +0000 | [diff] [blame] | 597 | auto fbGatherBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Gather); |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 598 | auto flatBufferLayer = serializer::CreateGatherLayer(m_flatBufferBuilder, fbGatherBaseLayer, fbGatherDescriptor); |
Saoirse Stewart | a1ed73a | 2019-03-04 13:40:12 +0000 | [diff] [blame] | 599 | |
| 600 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_GatherLayer); |
| 601 | } |
| 602 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 603 | void SerializerStrategy::SerializeInstanceNormalizationLayer( |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 604 | const armnn::IConnectableLayer* layer, |
| 605 | const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor, |
| 606 | const char* name) |
| 607 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 608 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 609 | |
Aron Virginas-Tar | 781ced9 | 2019-10-03 11:15:39 +0100 | [diff] [blame] | 610 | auto fbDescriptor = serializer::CreateInstanceNormalizationDescriptor( |
| 611 | m_flatBufferBuilder, |
| 612 | instanceNormalizationDescriptor.m_Gamma, |
| 613 | instanceNormalizationDescriptor.m_Beta, |
| 614 | instanceNormalizationDescriptor.m_Eps, |
| 615 | GetFlatBufferDataLayout(instanceNormalizationDescriptor.m_DataLayout)); |
| 616 | |
| 617 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_InstanceNormalization); |
| 618 | auto fbLayer = serializer::CreateInstanceNormalizationLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 619 | |
| 620 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_InstanceNormalizationLayer); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 621 | } |
| 622 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 623 | void SerializerStrategy::SerializeL2NormalizationLayer(const armnn::IConnectableLayer* layer, |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 624 | const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor, |
| 625 | const char* name) |
| 626 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 627 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 628 | |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 629 | // Create FlatBuffer BaseLayer |
| 630 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_L2Normalization); |
| 631 | |
| 632 | // Create the FlatBuffer L2Normalization Descriptor |
| 633 | auto fbDescriptor = serializer::CreateL2NormalizationDescriptor( |
Ferran Balaguer | 0dcffec | 2019-06-18 16:25:06 +0100 | [diff] [blame] | 634 | m_flatBufferBuilder, |
| 635 | GetFlatBufferDataLayout(l2NormalizationDescriptor.m_DataLayout), |
| 636 | l2NormalizationDescriptor.m_Eps); |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 637 | |
Ferran Balaguer | 0dcffec | 2019-06-18 16:25:06 +0100 | [diff] [blame] | 638 | // Create FlatBuffer layer |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 639 | auto fbLayer = serializer::CreateL2NormalizationLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 640 | |
| 641 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_L2NormalizationLayer); |
| 642 | } |
| 643 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 644 | void SerializerStrategy::SerializeLogicalBinaryLayer(const armnn::IConnectableLayer* layer, |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 645 | const armnn::LogicalBinaryDescriptor& descriptor, |
| 646 | const char* name) |
| 647 | { |
| 648 | IgnoreUnused(name); |
| 649 | |
| 650 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_LogicalBinary); |
| 651 | auto fbDescriptor = serializer::CreateLogicalBinaryDescriptor( |
| 652 | m_flatBufferBuilder, |
| 653 | GetFlatBufferLogicalBinaryOperation(descriptor.m_Operation)); |
| 654 | |
| 655 | auto fbLayer = serializer::CreateLogicalBinaryLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 656 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_LogicalBinaryLayer); |
| 657 | } |
| 658 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 659 | void SerializerStrategy::SerializeLogSoftmaxLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 660 | const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor, |
| 661 | const char* name) |
| 662 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 663 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 664 | |
Sadik Armagan | 2625785 | 2019-10-14 13:00:47 +0100 | [diff] [blame] | 665 | // Create FlatBuffer BaseLayer |
| 666 | auto flatBufferLogSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_LogSoftmax); |
| 667 | |
| 668 | // Create the FlatBuffer LogSoftmaxDescriptor |
| 669 | auto flatBufferLogSoftmaxDesc = |
| 670 | serializer::CreateLogSoftmaxDescriptor(m_flatBufferBuilder, |
| 671 | logSoftmaxDescriptor.m_Beta, |
| 672 | logSoftmaxDescriptor.m_Axis); |
| 673 | |
| 674 | // Create the FlatBuffer LogSoftmaxLayer |
| 675 | auto flatBufferLogSoftmaxLayer = |
| 676 | serializer::CreateLogSoftmaxLayer(m_flatBufferBuilder, |
| 677 | flatBufferLogSoftmaxBaseLayer, |
| 678 | flatBufferLogSoftmaxDesc); |
| 679 | |
| 680 | CreateAnyLayer(flatBufferLogSoftmaxLayer.o, serializer::Layer::Layer_LogSoftmaxLayer); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 681 | } |
| 682 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 683 | void SerializerStrategy::SerializeLstmLayer(const armnn::IConnectableLayer* layer, |
| 684 | const armnn::LstmDescriptor& descriptor, |
| 685 | const std::vector<armnn::ConstTensor>& constants, |
| 686 | const char* name) |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 687 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 688 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 689 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 690 | auto fbLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Lstm); |
| 691 | |
| 692 | auto fbLstmDescriptor = serializer::CreateLstmDescriptor( |
| 693 | m_flatBufferBuilder, |
| 694 | descriptor.m_ActivationFunc, |
| 695 | descriptor.m_ClippingThresCell, |
| 696 | descriptor.m_ClippingThresProj, |
| 697 | descriptor.m_CifgEnabled, |
| 698 | descriptor.m_PeepholeEnabled, |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 699 | descriptor.m_ProjectionEnabled, |
| 700 | descriptor.m_LayerNormEnabled); |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 701 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 702 | // Index for constants vector |
| 703 | std::size_t i = 0; |
| 704 | |
| 705 | // Get mandatory/basic input parameters |
| 706 | auto inputToForgetWeights = CreateConstTensorInfo(constants[i++]); //InputToForgetWeights |
| 707 | auto inputToCellWeights = CreateConstTensorInfo(constants[i++]); //InputToCellWeights |
| 708 | auto inputToOutputWeights = CreateConstTensorInfo(constants[i++]); //InputToOutputWeights |
| 709 | auto recurrentToForgetWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToForgetWeights |
| 710 | auto recurrentToCellWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToCellWeights |
| 711 | auto recurrentToOutputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToOutputWeights |
| 712 | auto forgetGateBias = CreateConstTensorInfo(constants[i++]); //ForgetGateBias |
| 713 | auto cellBias = CreateConstTensorInfo(constants[i++]); //CellBias |
| 714 | auto outputGateBias = CreateConstTensorInfo(constants[i++]); //OutputGateBias |
| 715 | |
| 716 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 717 | |
| 718 | //Define optional parameters, these will be set depending on configuration in Lstm descriptor |
| 719 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 720 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 721 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 722 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 723 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 724 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 725 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 726 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 727 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 728 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 729 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 730 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 731 | |
| 732 | if (!descriptor.m_CifgEnabled) |
| 733 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 734 | inputToInputWeights = CreateConstTensorInfo(constants[i++]); //InputToInputWeights |
| 735 | recurrentToInputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToInputWeights |
| 736 | inputGateBias = CreateConstTensorInfo(constants[i++]); //InputGateBias |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 737 | } |
| 738 | |
| 739 | if (descriptor.m_PeepholeEnabled) |
| 740 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 741 | if (!descriptor.m_CifgEnabled) |
| 742 | { |
| 743 | cellToInputWeights = CreateConstTensorInfo(constants[i++]); //CellToInputWeights |
| 744 | } |
| 745 | cellToForgetWeights = CreateConstTensorInfo(constants[i++]); //CellToForgetWeights |
| 746 | cellToOutputWeights = CreateConstTensorInfo(constants[i++]); //CellToOutputWeights |
| 747 | } |
| 748 | |
| 749 | if (descriptor.m_ProjectionEnabled) |
| 750 | { |
| 751 | projectionWeights = CreateConstTensorInfo(constants[i++]); //ProjectionWeights |
| 752 | projectionBias = CreateConstTensorInfo(constants[i++]); //ProjectionBias |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 753 | } |
| 754 | |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 755 | if (descriptor.m_LayerNormEnabled) |
| 756 | { |
| 757 | if (!descriptor.m_CifgEnabled) |
| 758 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 759 | inputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //InputLayerNormWeights |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 760 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 761 | forgetLayerNormWeights = CreateConstTensorInfo(constants[i++]); //ForgetLayerNormWeights |
| 762 | cellLayerNormWeights = CreateConstTensorInfo(constants[i++]); //CellLayerNormWeights |
| 763 | outputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //OutputLayerNormWeights |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 764 | } |
| 765 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 766 | auto fbLstmParams = serializer::CreateLstmInputParams( |
| 767 | m_flatBufferBuilder, |
| 768 | inputToForgetWeights, |
| 769 | inputToCellWeights, |
| 770 | inputToOutputWeights, |
| 771 | recurrentToForgetWeights, |
| 772 | recurrentToCellWeights, |
| 773 | recurrentToOutputWeights, |
| 774 | forgetGateBias, |
| 775 | cellBias, |
| 776 | outputGateBias, |
| 777 | inputToInputWeights, |
| 778 | recurrentToInputWeights, |
| 779 | cellToInputWeights, |
| 780 | inputGateBias, |
| 781 | projectionWeights, |
| 782 | projectionBias, |
| 783 | cellToForgetWeights, |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 784 | cellToOutputWeights, |
| 785 | inputLayerNormWeights, |
| 786 | forgetLayerNormWeights, |
| 787 | cellLayerNormWeights, |
| 788 | outputLayerNormWeights); |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 789 | |
| 790 | auto fbLstmLayer = serializer::CreateLstmLayer( |
| 791 | m_flatBufferBuilder, |
| 792 | fbLstmBaseLayer, |
| 793 | fbLstmDescriptor, |
| 794 | fbLstmParams); |
| 795 | |
| 796 | CreateAnyLayer(fbLstmLayer.o, serializer::Layer::Layer_LstmLayer); |
| 797 | } |
| 798 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 799 | void SerializerStrategy::SerializeMaximumLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 800 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 801 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 802 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 803 | auto fbMaximumBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Maximum); |
| 804 | auto fbMaximumLayer = serializer::CreateMaximumLayer(m_flatBufferBuilder, fbMaximumBaseLayer); |
| 805 | |
| 806 | CreateAnyLayer(fbMaximumLayer.o, serializer::Layer::Layer_MaximumLayer); |
| 807 | } |
| 808 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 809 | void SerializerStrategy::SerializeMeanLayer(const armnn::IConnectableLayer* layer, |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 810 | const armnn::MeanDescriptor& descriptor, |
| 811 | const char* name) |
| 812 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 813 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 814 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 815 | auto fbMeanBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Mean); |
| 816 | auto fbMeanDescriptor = serializer::CreateMeanDescriptor(m_flatBufferBuilder, |
| 817 | m_flatBufferBuilder.CreateVector(descriptor.m_Axis), |
| 818 | descriptor.m_KeepDims); |
| 819 | |
| 820 | auto fbMeanLayer = serializer::CreateMeanLayer(m_flatBufferBuilder, |
| 821 | fbMeanBaseLayer, |
| 822 | fbMeanDescriptor); |
| 823 | |
| 824 | CreateAnyLayer(fbMeanLayer.o, serializer::Layer::Layer_MeanLayer); |
| 825 | } |
| 826 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 827 | void SerializerStrategy::SerializeMinimumLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 828 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 829 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 830 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 831 | auto fbMinimumBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Minimum); |
| 832 | auto fbMinimumLayer = serializer::CreateMinimumLayer(m_flatBufferBuilder, fbMinimumBaseLayer); |
| 833 | |
| 834 | CreateAnyLayer(fbMinimumLayer.o, serializer::Layer::Layer_MinimumLayer); |
| 835 | } |
| 836 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 837 | void SerializerStrategy::SerializeMergeLayer(const armnn::IConnectableLayer* layer, const char* name) |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 838 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 839 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 840 | |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 841 | auto fbMergeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Merge); |
| 842 | auto fbMergeLayer = serializer::CreateMergeLayer(m_flatBufferBuilder, fbMergeBaseLayer); |
| 843 | |
| 844 | CreateAnyLayer(fbMergeLayer.o, serializer::Layer::Layer_MergeLayer); |
| 845 | } |
| 846 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 847 | void SerializerStrategy::SerializeConcatLayer(const armnn::IConnectableLayer* layer, |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 848 | const armnn::ConcatDescriptor& concatDescriptor, |
| 849 | const char* name) |
| 850 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 851 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 852 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 853 | auto flatBufferConcatBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Concat); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 854 | |
| 855 | std::vector<flatbuffers::Offset<UintVector>> views; |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 856 | for (unsigned int v = 0; v < concatDescriptor.GetNumViews(); ++v) |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 857 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 858 | const uint32_t* origin = concatDescriptor.GetViewOrigin(v); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 859 | std::vector<uint32_t> origins; |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 860 | for (unsigned int d = 0; d < concatDescriptor.GetNumDimensions(); ++d) |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 861 | { |
| 862 | origins.push_back(origin[d]); |
| 863 | } |
| 864 | auto view = m_flatBufferBuilder.CreateVector(origins); |
| 865 | auto uintVector = CreateUintVector(m_flatBufferBuilder, view); |
| 866 | views.push_back(uintVector); |
| 867 | } |
| 868 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 869 | auto flatBufferConcatDescriptor = CreateOriginsDescriptor(m_flatBufferBuilder, |
| 870 | concatDescriptor.GetConcatAxis(), |
| 871 | concatDescriptor.GetNumViews(), |
| 872 | concatDescriptor.GetNumDimensions(), |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 873 | m_flatBufferBuilder.CreateVector(views)); |
| 874 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 875 | auto flatBufferLayer = CreateConcatLayer(m_flatBufferBuilder, |
| 876 | flatBufferConcatBaseLayer, |
| 877 | flatBufferConcatDescriptor); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 878 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 879 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConcatLayer); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 880 | } |
| 881 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 882 | void SerializerStrategy::SerializeMultiplicationLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 883 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 884 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 885 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 886 | auto fbMultiplicationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Multiplication); |
| 887 | auto fbMultiplicationLayer = serializer::CreateMultiplicationLayer(m_flatBufferBuilder, |
| 888 | fbMultiplicationBaseLayer); |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 889 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 890 | CreateAnyLayer(fbMultiplicationLayer.o, serializer::Layer::Layer_MultiplicationLayer); |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 891 | } |
| 892 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 893 | void SerializerStrategy::SerializePadLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 894 | const armnn::PadDescriptor& padDescriptor, |
| 895 | const char* name) |
| 896 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 897 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 898 | |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 899 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pad); |
| 900 | |
| 901 | std::vector<unsigned int> padList; |
| 902 | for (auto& p: padDescriptor.m_PadList) |
| 903 | { |
| 904 | padList.push_back(p.first); |
| 905 | padList.push_back(p.second); |
| 906 | } |
| 907 | |
| 908 | auto flatBufferPadDesc = serializer::CreatePadDescriptor(m_flatBufferBuilder, |
David Monahan | 3475781 | 2019-06-19 11:47:21 +0100 | [diff] [blame] | 909 | m_flatBufferBuilder.CreateVector(padList), |
Aron Virginas-Tar | f356905 | 2019-07-05 16:01:08 +0100 | [diff] [blame] | 910 | padDescriptor.m_PadValue); |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 911 | |
| 912 | auto flatBufferPadLayer = serializer::CreatePadLayer(m_flatBufferBuilder, |
| 913 | flatBufferBaseLayer, |
| 914 | flatBufferPadDesc); |
| 915 | |
| 916 | CreateAnyLayer(flatBufferPadLayer.o, serializer::Layer::Layer_PadLayer); |
| 917 | } |
| 918 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 919 | void SerializerStrategy::SerializePermuteLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 920 | const armnn::PermuteDescriptor& permuteDescriptor, |
| 921 | const char* name) |
| 922 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 923 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 924 | |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 925 | // Create FlatBuffer BaseLayer |
| 926 | auto flatBufferPermuteBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Permute); |
| 927 | |
| 928 | std::vector<unsigned int> dimMappings; |
Matthew Jackson | dba634f | 2019-08-15 15:14:18 +0100 | [diff] [blame] | 929 | for (unsigned int i=0; i<permuteDescriptor.m_DimMappings.GetSize(); ++i) |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 930 | { |
Matthew Jackson | dba634f | 2019-08-15 15:14:18 +0100 | [diff] [blame] | 931 | dimMappings.push_back(permuteDescriptor.m_DimMappings[i]); |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 932 | } |
| 933 | |
| 934 | auto flatBufferPermuteDesc = serializer::CreatePermuteDescriptor(m_flatBufferBuilder, |
| 935 | m_flatBufferBuilder.CreateVector(dimMappings)); |
| 936 | |
| 937 | // Create the FlatBuffer PermuteLayer |
| 938 | auto flatBufferPermuteLayer = serializer::CreatePermuteLayer(m_flatBufferBuilder, |
| 939 | flatBufferPermuteBaseLayer, |
| 940 | flatBufferPermuteDesc); |
| 941 | |
| 942 | // Add the AnyLayer to the FlatBufferLayers |
| 943 | CreateAnyLayer(flatBufferPermuteLayer.o, serializer::Layer::Layer_PermuteLayer); |
| 944 | } |
| 945 | |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 946 | // Build FlatBuffer for Rank Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 947 | void SerializerStrategy::SerializeRankLayer(const armnn::IConnectableLayer* layer, |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 948 | const char* name) |
| 949 | { |
| 950 | IgnoreUnused(name); |
| 951 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Rank); |
| 952 | auto flatBufferRankLayer = serializer::CreateRankLayer(m_flatBufferBuilder, flatBufferBaseLayer); |
| 953 | |
| 954 | CreateAnyLayer(flatBufferRankLayer.o, serializer::Layer::Layer_RankLayer); |
| 955 | } |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 956 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 957 | void SerializerStrategy::SerializeReduceLayer(const armnn::IConnectableLayer* layer, |
| 958 | const armnn::ReduceDescriptor& reduceDescriptor, |
| 959 | const char*) |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 960 | { |
| 961 | auto fbReduceBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Reduce); |
| 962 | auto fbDescriptor = CreateReduceDescriptor(m_flatBufferBuilder, |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 963 | reduceDescriptor.m_KeepDims, |
| 964 | m_flatBufferBuilder.CreateVector(reduceDescriptor.m_vAxis), |
| 965 | GetFlatBufferReduceOperation(reduceDescriptor.m_ReduceOperation)); |
| 966 | auto fbReduceLayer = serializer::CreateReduceLayer(m_flatBufferBuilder, |
| 967 | fbReduceBaseLayer, |
| 968 | fbDescriptor); |
| 969 | |
| 970 | CreateAnyLayer(fbReduceLayer.o, serializer::Layer::Layer_ReduceLayer); |
| 971 | } |
| 972 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 973 | // Build FlatBuffer for Reshape Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 974 | void SerializerStrategy::SerializeReshapeLayer(const armnn::IConnectableLayer* layer, |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 975 | const armnn::ReshapeDescriptor& reshapeDescriptor, |
| 976 | const char* name) |
| 977 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 978 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 979 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 980 | // Create FlatBuffer BaseLayer |
| 981 | auto flatBufferReshapeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Reshape); |
| 982 | |
| 983 | std::vector<unsigned int> targetShape; |
| 984 | for (unsigned int i =0; i < reshapeDescriptor.m_TargetShape.GetNumDimensions(); i++) |
| 985 | { |
| 986 | targetShape.push_back(reshapeDescriptor.m_TargetShape[i]); |
| 987 | } |
| 988 | |
| 989 | auto flatBufferReshapeDesc = serializer::CreateReshapeDescriptor(m_flatBufferBuilder, |
| 990 | m_flatBufferBuilder.CreateVector(targetShape)); |
| 991 | |
| 992 | // Create the FlatBuffer ReshapeLayer |
| 993 | auto flatBufferReshapeLayer = serializer::CreateReshapeLayer(m_flatBufferBuilder, flatBufferReshapeBaseLayer, |
| 994 | flatBufferReshapeDesc); |
| 995 | |
| 996 | // Add the AnyLayer to the FlatBufferLayers |
| 997 | CreateAnyLayer(flatBufferReshapeLayer.o, serializer::Layer::Layer_ReshapeLayer); |
| 998 | } |
| 999 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1000 | void SerializerStrategy::SerializeResizeLayer(const armnn::IConnectableLayer* layer, |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1001 | const armnn::ResizeDescriptor& resizeDescriptor, |
| 1002 | const char* name) |
| 1003 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1004 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1005 | |
FinnWilliamsArm | 6fb339a | 2019-06-28 15:07:10 +0100 | [diff] [blame] | 1006 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Resize); |
| 1007 | |
| 1008 | auto flatBufferDescriptor = |
| 1009 | CreateResizeDescriptor(m_flatBufferBuilder, |
| 1010 | resizeDescriptor.m_TargetHeight, |
| 1011 | resizeDescriptor.m_TargetWidth, |
| 1012 | GetFlatBufferResizeMethod(resizeDescriptor.m_Method), |
David Monahan | 4a0c9b9 | 2020-05-30 09:48:39 +0100 | [diff] [blame] | 1013 | GetFlatBufferDataLayout(resizeDescriptor.m_DataLayout), |
| 1014 | resizeDescriptor.m_AlignCorners, |
| 1015 | resizeDescriptor.m_HalfPixelCenters); |
FinnWilliamsArm | 6fb339a | 2019-06-28 15:07:10 +0100 | [diff] [blame] | 1016 | |
| 1017 | auto flatBufferLayer = serializer::CreateResizeLayer(m_flatBufferBuilder, |
| 1018 | flatBufferBaseLayer, |
| 1019 | flatBufferDescriptor); |
| 1020 | |
| 1021 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ResizeLayer); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1022 | } |
| 1023 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1024 | void SerializerStrategy::SerializeSliceLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1025 | const armnn::SliceDescriptor& sliceDescriptor, |
| 1026 | const char* name) |
| 1027 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1028 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1029 | |
Aron Virginas-Tar | 2fda80b | 2019-09-18 13:36:52 +0100 | [diff] [blame] | 1030 | auto fbSliceBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Slice); |
| 1031 | auto fbSliceDescriptor = CreateSliceDescriptor(m_flatBufferBuilder, |
| 1032 | m_flatBufferBuilder.CreateVector(sliceDescriptor.m_Begin), |
| 1033 | m_flatBufferBuilder.CreateVector(sliceDescriptor.m_Size)); |
| 1034 | |
| 1035 | auto fbSliceLayer = serializer::CreateSliceLayer(m_flatBufferBuilder, fbSliceBaseLayer, fbSliceDescriptor); |
| 1036 | |
| 1037 | CreateAnyLayer(fbSliceLayer.o, serializer::Layer::Layer_SliceLayer); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1038 | } |
| 1039 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 1040 | // Build FlatBuffer for Softmax Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1041 | void SerializerStrategy::SerializeSoftmaxLayer(const armnn::IConnectableLayer* layer, |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1042 | const armnn::SoftmaxDescriptor& softmaxDescriptor, |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 1043 | const char* name) |
| 1044 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1045 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1046 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 1047 | // Create FlatBuffer BaseLayer |
| 1048 | auto flatBufferSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Softmax); |
| 1049 | |
| 1050 | // Create the FlatBuffer SoftmaxDescriptor |
| 1051 | auto flatBufferSoftmaxDesc = |
| 1052 | serializer::CreateSoftmaxDescriptor(m_flatBufferBuilder, softmaxDescriptor.m_Beta); |
| 1053 | |
| 1054 | // Create the FlatBuffer SoftmaxLayer |
| 1055 | auto flatBufferSoftmaxLayer = |
| 1056 | serializer::CreateSoftmaxLayer(m_flatBufferBuilder, |
| 1057 | flatBufferSoftmaxBaseLayer, |
| 1058 | flatBufferSoftmaxDesc); |
| 1059 | |
| 1060 | CreateAnyLayer(flatBufferSoftmaxLayer.o, serializer::Layer::Layer_SoftmaxLayer); |
| 1061 | } |
| 1062 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1063 | void SerializerStrategy::SerializePooling2dLayer(const armnn::IConnectableLayer* layer, |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1064 | const armnn::Pooling2dDescriptor& pooling2dDescriptor, |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 1065 | const char* name) |
| 1066 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1067 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1068 | |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 1069 | auto fbPooling2dBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pooling2d); |
| 1070 | auto fbPooling2dDescriptor = serializer::CreatePooling2dDescriptor( |
| 1071 | m_flatBufferBuilder, |
| 1072 | GetFlatBufferPoolingAlgorithm(pooling2dDescriptor.m_PoolType), |
| 1073 | pooling2dDescriptor.m_PadLeft, |
| 1074 | pooling2dDescriptor.m_PadRight, |
| 1075 | pooling2dDescriptor.m_PadTop, |
| 1076 | pooling2dDescriptor.m_PadBottom, |
| 1077 | pooling2dDescriptor.m_PoolWidth, |
| 1078 | pooling2dDescriptor.m_PoolHeight, |
| 1079 | pooling2dDescriptor.m_StrideX, |
| 1080 | pooling2dDescriptor.m_StrideY, |
| 1081 | GetFlatBufferOutputShapeRounding(pooling2dDescriptor.m_OutputShapeRounding), |
| 1082 | GetFlatBufferPaddingMethod(pooling2dDescriptor.m_PaddingMethod), |
| 1083 | GetFlatBufferDataLayout(pooling2dDescriptor.m_DataLayout)); |
| 1084 | |
| 1085 | auto fbPooling2dLayer = serializer::CreatePooling2dLayer(m_flatBufferBuilder, |
| 1086 | fbPooling2dBaseLayer, |
| 1087 | fbPooling2dDescriptor); |
| 1088 | |
| 1089 | CreateAnyLayer(fbPooling2dLayer.o, serializer::Layer::Layer_Pooling2dLayer); |
| 1090 | } |
| 1091 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1092 | void SerializerStrategy::SerializePreluLayer(const armnn::IConnectableLayer* layer, |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1093 | const char* name) |
| 1094 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1095 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1096 | |
Ellen Norris-Thompson | 5198247 | 2019-06-19 11:46:21 +0100 | [diff] [blame] | 1097 | // Create FlatBuffer BaseLayer |
| 1098 | auto flatBufferPreluBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Prelu); |
| 1099 | |
| 1100 | // Create the FlatBuffer AdditionLayer |
| 1101 | auto flatBufferPreluLayer = serializer::CreatePreluLayer(m_flatBufferBuilder, flatBufferPreluBaseLayer); |
| 1102 | |
| 1103 | // Add the AnyLayer to the FlatBufferLayers |
| 1104 | CreateAnyLayer(flatBufferPreluLayer.o, serializer::Layer::Layer_PreluLayer); |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1105 | } |
| 1106 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1107 | void SerializerStrategy::SerializeQuantizeLayer(const armnn::IConnectableLayer *layer, const char *name) |
Derek Lamberti | 87acb27 | 2019-03-27 16:51:31 +0000 | [diff] [blame] | 1108 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1109 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1110 | |
Derek Lamberti | 87acb27 | 2019-03-27 16:51:31 +0000 | [diff] [blame] | 1111 | auto fbQuantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Quantize); |
| 1112 | auto fbQuantizeLayer = serializer::CreateQuantizeLayer(m_flatBufferBuilder, |
| 1113 | fbQuantizeBaseLayer); |
| 1114 | CreateAnyLayer(fbQuantizeLayer.o, serializer::Layer::Layer_QuantizeLayer); |
| 1115 | } |
| 1116 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1117 | // Build FlatBuffer for FullyConnected Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1118 | void SerializerStrategy::SerializeFullyConnectedLayer(const armnn::IConnectableLayer* layer, |
| 1119 | const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1120 | const char*) |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1121 | { |
| 1122 | // Create FlatBuffer BaseLayer |
| 1123 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_FullyConnected); |
| 1124 | |
| 1125 | // Create FlatBuffer FullyConnectedDescriptor |
| 1126 | auto flatBufferDescriptor = |
| 1127 | serializer::CreateFullyConnectedDescriptor(m_flatBufferBuilder, |
| 1128 | fullyConnectedDescriptor.m_BiasEnabled, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1129 | fullyConnectedDescriptor.m_TransposeWeightMatrix, |
| 1130 | fullyConnectedDescriptor.m_ConstantWeights); |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1131 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1132 | // Create FlatBuffer FullyConnectedLayer |
| 1133 | auto flatBufferLayer = serializer::CreateFullyConnectedLayer(m_flatBufferBuilder, |
| 1134 | flatBufferBaseLayer, |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 1135 | flatBufferDescriptor); |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1136 | |
| 1137 | // Add created FullyConnectedLayer to the FlatBufferLayers |
| 1138 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_FullyConnectedLayer); |
| 1139 | } |
| 1140 | |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1141 | // Build FlatBuffer for SpaceToBatchNd Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1142 | void SerializerStrategy::SerializeSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1143 | const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor, |
| 1144 | const char* name) |
| 1145 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1146 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1147 | |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1148 | // Create FlatBuffer BaseLayer |
| 1149 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_SpaceToBatchNd); |
| 1150 | |
| 1151 | std::vector<unsigned int> padList; |
| 1152 | padList.reserve(spaceToBatchNdDescriptor.m_PadList.size()*2); |
| 1153 | for (auto& pad : spaceToBatchNdDescriptor.m_PadList) |
| 1154 | { |
| 1155 | padList.push_back(pad.first); |
| 1156 | padList.push_back(pad.second); |
| 1157 | } |
| 1158 | |
| 1159 | auto flatBufferDescriptor = |
| 1160 | CreateSpaceToBatchNdDescriptor(m_flatBufferBuilder, |
| 1161 | m_flatBufferBuilder.CreateVector(spaceToBatchNdDescriptor.m_BlockShape), |
| 1162 | m_flatBufferBuilder.CreateVector(padList), |
| 1163 | GetFlatBufferDataLayout(spaceToBatchNdDescriptor.m_DataLayout)); |
| 1164 | |
| 1165 | auto flatBufferLayer = serializer::CreateSpaceToBatchNdLayer(m_flatBufferBuilder, |
| 1166 | flatBufferBaseLayer, |
| 1167 | flatBufferDescriptor); |
| 1168 | |
| 1169 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_SpaceToBatchNdLayer); |
| 1170 | } |
| 1171 | |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1172 | // Build FlatBuffer for SpaceToDepthLayer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1173 | void SerializerStrategy::SerializeSpaceToDepthLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1174 | const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor, |
| 1175 | const char* name) |
| 1176 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1177 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1178 | |
Aron Virginas-Tar | aa06714 | 2019-06-11 16:01:44 +0100 | [diff] [blame] | 1179 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_SpaceToDepth); |
| 1180 | auto flatBufferDescriptor = |
| 1181 | CreateSpaceToDepthDescriptor(m_flatBufferBuilder, |
| 1182 | spaceToDepthDescriptor.m_BlockSize, |
| 1183 | GetFlatBufferDataLayout(spaceToDepthDescriptor.m_DataLayout)); |
| 1184 | |
| 1185 | auto flatBufferLayer = serializer::CreateSpaceToDepthLayer(m_flatBufferBuilder, |
| 1186 | flatBufferBaseLayer, |
| 1187 | flatBufferDescriptor); |
| 1188 | |
| 1189 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_SpaceToDepthLayer); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1190 | } |
| 1191 | |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1192 | // Build FlatBuffer for Splitter Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1193 | void SerializerStrategy::SerializeSplitterLayer(const armnn::IConnectableLayer* layer, |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1194 | const armnn::ViewsDescriptor& viewsDescriptor, |
| 1195 | const char* name) |
| 1196 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1197 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1198 | |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1199 | // Create FlatBuffer ViewOrigins |
| 1200 | std::vector<flatbuffers::Offset<UintVector>> flatBufferViewOrigins; |
| 1201 | flatBufferViewOrigins.reserve(viewsDescriptor.GetNumViews()); |
| 1202 | |
| 1203 | for(unsigned int vIdx = 0; vIdx < viewsDescriptor.GetNumViews(); ++vIdx) |
| 1204 | { |
| 1205 | std::vector<uint32_t> viewOrigin; |
| 1206 | viewOrigin.reserve(viewsDescriptor.GetNumDimensions()); |
| 1207 | |
| 1208 | // Copy vector |
| 1209 | for(unsigned int dIdx = 0; dIdx < viewsDescriptor.GetNumDimensions(); ++dIdx) |
| 1210 | { |
| 1211 | viewOrigin.push_back(viewsDescriptor.GetViewOrigin(vIdx)[dIdx]); |
| 1212 | } |
| 1213 | |
| 1214 | flatBufferViewOrigins.push_back(CreateUintVector(m_flatBufferBuilder, |
| 1215 | m_flatBufferBuilder.CreateVector(viewOrigin))); |
| 1216 | } |
| 1217 | |
| 1218 | // Create FlatBuffer OriginsDescriptor |
| 1219 | auto flatBufferOriginDescriptor = CreateOriginsDescriptor(m_flatBufferBuilder, |
| 1220 | viewsDescriptor.GetOrigins().GetConcatAxis(), |
| 1221 | viewsDescriptor.GetOrigins().GetNumViews(), |
| 1222 | viewsDescriptor.GetOrigins().GetNumDimensions(), |
| 1223 | m_flatBufferBuilder.CreateVector(flatBufferViewOrigins)); |
| 1224 | |
| 1225 | // Create FlatBuffer ViewOrigins |
| 1226 | std::vector<flatbuffers::Offset<UintVector>> flatBufferViewSizes; |
| 1227 | flatBufferViewSizes.reserve(viewsDescriptor.GetNumViews()); |
| 1228 | |
| 1229 | for(unsigned int vIdx = 0; vIdx < viewsDescriptor.GetNumViews(); ++vIdx) |
| 1230 | { |
| 1231 | std::vector<uint32_t> viewSize; |
| 1232 | viewSize.reserve(viewsDescriptor.GetNumDimensions()); |
| 1233 | |
| 1234 | // Copy vector |
| 1235 | for(unsigned int dIdx = 0; dIdx < viewsDescriptor.GetNumDimensions(); ++dIdx) |
| 1236 | { |
| 1237 | viewSize.push_back(viewsDescriptor.GetViewSizes(vIdx)[dIdx]); |
| 1238 | } |
| 1239 | |
| 1240 | flatBufferViewSizes.push_back(CreateUintVector(m_flatBufferBuilder, |
| 1241 | m_flatBufferBuilder.CreateVector(viewSize))); |
| 1242 | } |
| 1243 | |
| 1244 | // Create FlatBuffer ViewsDescriptor |
| 1245 | auto flatBufferViewsDescriptor = CreateViewsDescriptor(m_flatBufferBuilder, |
| 1246 | flatBufferOriginDescriptor, |
| 1247 | m_flatBufferBuilder.CreateVector(flatBufferViewSizes)); |
| 1248 | |
| 1249 | // Create FlatBuffer BaseLayer |
| 1250 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Splitter); |
| 1251 | |
| 1252 | auto flatBufferSplitterLayer = serializer::CreateSplitterLayer(m_flatBufferBuilder, |
| 1253 | flatBufferBaseLayer, |
| 1254 | flatBufferViewsDescriptor); |
| 1255 | |
| 1256 | CreateAnyLayer(flatBufferSplitterLayer.o, serializer::Layer::Layer_SplitterLayer); |
| 1257 | } |
| 1258 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1259 | void SerializerStrategy::SerializeNormalizationLayer(const armnn::IConnectableLayer* layer, |
Nina Drozd | 5772878 | 2019-02-27 10:53:27 +0000 | [diff] [blame] | 1260 | const armnn::NormalizationDescriptor& descriptor, |
| 1261 | const char* name) |
| 1262 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1263 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1264 | |
Nina Drozd | 5772878 | 2019-02-27 10:53:27 +0000 | [diff] [blame] | 1265 | auto fbNormalizationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Normalization); |
| 1266 | |
| 1267 | auto fbNormalizationDescriptor = serializer::CreateNormalizationDescriptor( |
| 1268 | m_flatBufferBuilder, |
| 1269 | GetFlatBufferNormalizationAlgorithmChannel(descriptor.m_NormChannelType), |
| 1270 | GetFlatBufferNormalizationAlgorithmMethod(descriptor.m_NormMethodType), |
| 1271 | descriptor.m_NormSize, |
| 1272 | descriptor.m_Alpha, |
| 1273 | descriptor.m_Beta, |
| 1274 | descriptor.m_K, |
| 1275 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 1276 | |
| 1277 | auto flatBufferLayer = serializer::CreateNormalizationLayer(m_flatBufferBuilder, |
| 1278 | fbNormalizationBaseLayer, |
| 1279 | fbNormalizationDescriptor); |
| 1280 | |
| 1281 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_NormalizationLayer); |
| 1282 | } |
| 1283 | |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame] | 1284 | void SerializerStrategy::SerializeShapeLayer(const armnn::IConnectableLayer* layer, |
| 1285 | const char* name) |
| 1286 | { |
| 1287 | IgnoreUnused(name); |
| 1288 | |
| 1289 | auto shapeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Shape); |
| 1290 | auto shapeLayer = serializer::CreateShapeLayer(m_flatBufferBuilder, shapeBaseLayer); |
| 1291 | |
| 1292 | CreateAnyLayer(shapeLayer.o, serializer::Layer::Layer_ShapeLayer); |
| 1293 | } |
| 1294 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1295 | void SerializerStrategy::SerializeStackLayer(const armnn::IConnectableLayer* layer, |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1296 | const armnn::StackDescriptor& stackDescriptor, |
| 1297 | const char* name) |
| 1298 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1299 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1300 | |
Matthew Jackson | b5433ee | 2019-07-11 15:54:20 +0100 | [diff] [blame] | 1301 | auto stackBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Stack); |
| 1302 | |
| 1303 | std::vector<unsigned int> inputShape; |
| 1304 | for (unsigned int i =0; i < stackDescriptor.m_InputShape.GetNumDimensions(); i++) |
| 1305 | { |
| 1306 | inputShape.push_back(stackDescriptor.m_InputShape[i]); |
| 1307 | } |
| 1308 | |
| 1309 | auto flatBufferStackDescriptor = CreateStackDescriptor(m_flatBufferBuilder, |
| 1310 | stackDescriptor.m_Axis, |
| 1311 | stackDescriptor.m_NumInputs, |
| 1312 | m_flatBufferBuilder.CreateVector(inputShape)); |
| 1313 | |
| 1314 | auto stackLayer = serializer::CreateStackLayer(m_flatBufferBuilder, stackBaseLayer, flatBufferStackDescriptor); |
| 1315 | CreateAnyLayer(stackLayer.o, serializer::Layer::Layer_StackLayer); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1316 | } |
| 1317 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1318 | void SerializerStrategy::SerializeStandInLayer(const armnn::IConnectableLayer *layer, |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1319 | const armnn::StandInDescriptor& standInDescriptor, |
| 1320 | const char *name) |
| 1321 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1322 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1323 | |
Aron Virginas-Tar | 85121a2 | 2019-10-23 10:41:35 +0100 | [diff] [blame] | 1324 | auto fbDescriptor = serializer::CreateStandInDescriptor(m_flatBufferBuilder, |
| 1325 | standInDescriptor.m_NumInputs, |
| 1326 | standInDescriptor.m_NumOutputs); |
| 1327 | |
| 1328 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_StandIn); |
| 1329 | auto fbLayer = serializer::CreateStandInLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 1330 | |
| 1331 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_StandInLayer); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1332 | } |
| 1333 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1334 | void SerializerStrategy::SerializeStridedSliceLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | b348521 | 2019-03-04 12:35:39 +0000 | [diff] [blame] | 1335 | const armnn::StridedSliceDescriptor& stridedSliceDescriptor, |
| 1336 | const char* name) |
| 1337 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1338 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1339 | |
Nattapat Chaimanowong | b348521 | 2019-03-04 12:35:39 +0000 | [diff] [blame] | 1340 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_StridedSlice); |
| 1341 | |
| 1342 | auto flatBufferDescriptor = |
| 1343 | CreateStridedSliceDescriptor(m_flatBufferBuilder, |
| 1344 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_Begin), |
| 1345 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_End), |
| 1346 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_Stride), |
| 1347 | stridedSliceDescriptor.m_BeginMask, |
| 1348 | stridedSliceDescriptor.m_EndMask, |
| 1349 | stridedSliceDescriptor.m_ShrinkAxisMask, |
| 1350 | stridedSliceDescriptor.m_EllipsisMask, |
| 1351 | stridedSliceDescriptor.m_NewAxisMask, |
| 1352 | GetFlatBufferDataLayout(stridedSliceDescriptor.m_DataLayout)); |
| 1353 | |
| 1354 | auto flatBufferLayer = serializer::CreateStridedSliceLayer(m_flatBufferBuilder, |
| 1355 | flatBufferBaseLayer, |
| 1356 | flatBufferDescriptor); |
| 1357 | |
| 1358 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_StridedSliceLayer); |
| 1359 | } |
| 1360 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1361 | void SerializerStrategy::SerializeSubtractionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Conor Kennedy | da1f975 | 2019-03-01 14:37:12 +0000 | [diff] [blame] | 1362 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1363 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1364 | |
Conor Kennedy | da1f975 | 2019-03-01 14:37:12 +0000 | [diff] [blame] | 1365 | auto fbSubtractionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Subtraction); |
| 1366 | auto fbSubtractionLayer = serializer::CreateSubtractionLayer(m_flatBufferBuilder, fbSubtractionBaseLayer); |
| 1367 | |
| 1368 | CreateAnyLayer(fbSubtractionLayer.o, serializer::Layer::Layer_SubtractionLayer); |
| 1369 | } |
| 1370 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1371 | void SerializerStrategy::SerializeSwitchLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1372 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1373 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1374 | |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1375 | auto fbSwitchBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Switch); |
| 1376 | auto fbSwitchLayer = serializer::CreateSwitchLayer(m_flatBufferBuilder, fbSwitchBaseLayer); |
| 1377 | |
| 1378 | CreateAnyLayer(fbSwitchLayer.o, serializer::Layer::Layer_SwitchLayer); |
| 1379 | } |
| 1380 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1381 | void SerializerStrategy::SerializeTransposeConvolution2dLayer( |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1382 | const armnn::IConnectableLayer* layer, |
| 1383 | const armnn::TransposeConvolution2dDescriptor& descriptor, |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1384 | const std::vector<armnn::ConstTensor>& constants, |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1385 | const char* name) |
| 1386 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1387 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1388 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1389 | const armnn::ConstTensor& weights = constants.at(0); |
| 1390 | |
Aron Virginas-Tar | cb54930 | 2019-06-21 13:53:38 +0100 | [diff] [blame] | 1391 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 1392 | auto fbDescriptor = CreateTransposeConvolution2dDescriptor(m_flatBufferBuilder, |
| 1393 | descriptor.m_PadLeft, |
| 1394 | descriptor.m_PadRight, |
| 1395 | descriptor.m_PadTop, |
| 1396 | descriptor.m_PadBottom, |
| 1397 | descriptor.m_StrideX, |
| 1398 | descriptor.m_StrideY, |
| 1399 | descriptor.m_BiasEnabled, |
| 1400 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 1401 | |
| 1402 | // weights & biases |
| 1403 | auto fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 1404 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1405 | if (constants.size() > 1) |
Aron Virginas-Tar | cb54930 | 2019-06-21 13:53:38 +0100 | [diff] [blame] | 1406 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1407 | const armnn::ConstTensor& biases = constants.at(1); |
| 1408 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases); |
Aron Virginas-Tar | cb54930 | 2019-06-21 13:53:38 +0100 | [diff] [blame] | 1409 | } |
| 1410 | |
| 1411 | auto fbLayer = CreateTransposeConvolution2dLayer(m_flatBufferBuilder, |
| 1412 | fbBaseLayer, |
| 1413 | fbDescriptor, |
| 1414 | fbWeightsConstTensorInfo, |
| 1415 | fbBiasesConstTensorInfo); |
| 1416 | |
| 1417 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_TransposeConvolution2dLayer); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1418 | } |
| 1419 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1420 | void SerializerStrategy::SerializeTransposeLayer(const armnn::IConnectableLayer* layer, |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1421 | const armnn::TransposeDescriptor& descriptor, |
| 1422 | const char* name) |
| 1423 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1424 | IgnoreUnused(name); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1425 | |
| 1426 | // Create FlatBuffer BaseLayer |
| 1427 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Transpose); |
| 1428 | |
| 1429 | std::vector<unsigned int> dimMappings; |
| 1430 | for (unsigned int i=0; i<descriptor.m_DimMappings.GetSize(); ++i) |
| 1431 | { |
| 1432 | dimMappings.push_back(descriptor.m_DimMappings[i]); |
| 1433 | } |
| 1434 | |
| 1435 | auto flatBufferDesc = serializer::CreateTransposeDescriptor(m_flatBufferBuilder, |
| 1436 | m_flatBufferBuilder.CreateVector(dimMappings)); |
| 1437 | |
| 1438 | // Create the FlatBuffer TransposeLayer |
| 1439 | auto flatBufferLayer = serializer::CreateTransposeLayer(m_flatBufferBuilder, |
| 1440 | flatBufferBaseLayer, |
| 1441 | flatBufferDesc); |
| 1442 | |
| 1443 | // Add the AnyLayer to the FlatBufferLayers |
| 1444 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_TransposeLayer); |
| 1445 | } |
| 1446 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1447 | void SerializerStrategy::SerializeQLstmLayer(const armnn::IConnectableLayer* layer, |
| 1448 | const armnn::QLstmDescriptor& descriptor, |
| 1449 | const std::vector<armnn::ConstTensor>& constants, |
| 1450 | const char* name) |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1451 | { |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1452 | IgnoreUnused(name); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1453 | |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1454 | auto fbQLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_QLstm); |
| 1455 | |
| 1456 | auto fbQLstmDescriptor = serializer::CreateQLstmDescriptor( |
| 1457 | m_flatBufferBuilder, |
| 1458 | descriptor.m_CifgEnabled, |
| 1459 | descriptor.m_PeepholeEnabled, |
| 1460 | descriptor.m_ProjectionEnabled, |
| 1461 | descriptor.m_LayerNormEnabled, |
| 1462 | descriptor.m_CellClip, |
| 1463 | descriptor.m_ProjectionClip, |
| 1464 | descriptor.m_InputIntermediateScale, |
| 1465 | descriptor.m_ForgetIntermediateScale, |
| 1466 | descriptor.m_CellIntermediateScale, |
| 1467 | descriptor.m_OutputIntermediateScale, |
| 1468 | descriptor.m_HiddenStateZeroPoint, |
| 1469 | descriptor.m_HiddenStateScale |
| 1470 | ); |
| 1471 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1472 | // Index for constants vector |
| 1473 | std::size_t i = 0; |
| 1474 | |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1475 | // Mandatory params |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1476 | auto inputToForgetWeights = CreateConstTensorInfo(constants[i++]); //InputToForgetWeights |
| 1477 | auto inputToCellWeights = CreateConstTensorInfo(constants[i++]); //InputToCellWeights |
| 1478 | auto inputToOutputWeights = CreateConstTensorInfo(constants[i++]); //InputToOutputWeights |
| 1479 | auto recurrentToForgetWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToForgetWeights |
| 1480 | auto recurrentToCellWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToCellWeights |
| 1481 | auto recurrentToOutputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToOutputWeights |
| 1482 | auto forgetGateBias = CreateConstTensorInfo(constants[i++]); //ForgetGateBias |
| 1483 | auto cellBias = CreateConstTensorInfo(constants[i++]); //CellBias |
| 1484 | auto outputGateBias = CreateConstTensorInfo(constants[i++]); //OutputGateBias |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1485 | |
| 1486 | // CIFG |
| 1487 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 1488 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 1489 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 1490 | |
| 1491 | if (!descriptor.m_CifgEnabled) |
| 1492 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1493 | inputToInputWeights = CreateConstTensorInfo(constants[i++]); //InputToInputWeights |
| 1494 | recurrentToInputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToInputWeights |
| 1495 | inputGateBias = CreateConstTensorInfo(constants[i++]); //InputGateBias |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1496 | } |
| 1497 | |
| 1498 | // Peephole |
| 1499 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 1500 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 1501 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
| 1502 | |
| 1503 | if (descriptor.m_PeepholeEnabled) |
| 1504 | { |
| 1505 | if (!descriptor.m_CifgEnabled) |
| 1506 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1507 | cellToInputWeights = CreateConstTensorInfo(constants[i++]); //CellToInputWeights |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1508 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1509 | cellToForgetWeights = CreateConstTensorInfo(constants[i++]); //CellToForgetWeights |
| 1510 | cellToOutputWeights = CreateConstTensorInfo(constants[i++]); //CellToOutputWeights |
| 1511 | } |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1512 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1513 | // Projection |
| 1514 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 1515 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 1516 | |
| 1517 | if (descriptor.m_ProjectionEnabled) |
| 1518 | { |
| 1519 | projectionWeights = CreateConstTensorInfo(constants[i++]); //ProjectionWeights |
| 1520 | projectionBias = CreateConstTensorInfo(constants[i++]); //ProjectionBias |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1521 | } |
| 1522 | |
| 1523 | // Layer norm |
| 1524 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 1525 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 1526 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 1527 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
| 1528 | |
| 1529 | if (descriptor.m_LayerNormEnabled) |
| 1530 | { |
| 1531 | if (!descriptor.m_CifgEnabled) |
| 1532 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1533 | inputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //InputLayerNormWeights |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1534 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1535 | forgetLayerNormWeights = CreateConstTensorInfo(constants[i++]); //ForgetLayerNormWeights |
| 1536 | cellLayerNormWeights = CreateConstTensorInfo(constants[i++]); //CellLayerNormWeights |
| 1537 | outputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //OutputLayerNormWeights |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1538 | } |
| 1539 | |
| 1540 | auto fbQLstmParams = serializer::CreateQLstmInputParams( |
| 1541 | m_flatBufferBuilder, |
| 1542 | inputToForgetWeights, |
| 1543 | inputToCellWeights, |
| 1544 | inputToOutputWeights, |
| 1545 | recurrentToForgetWeights, |
| 1546 | recurrentToCellWeights, |
| 1547 | recurrentToOutputWeights, |
| 1548 | forgetGateBias, |
| 1549 | cellBias, |
| 1550 | outputGateBias, |
| 1551 | inputToInputWeights, |
| 1552 | recurrentToInputWeights, |
| 1553 | inputGateBias, |
| 1554 | projectionWeights, |
| 1555 | projectionBias, |
| 1556 | cellToInputWeights, |
| 1557 | cellToForgetWeights, |
| 1558 | cellToOutputWeights, |
| 1559 | inputLayerNormWeights, |
| 1560 | forgetLayerNormWeights, |
| 1561 | cellLayerNormWeights, |
| 1562 | outputLayerNormWeights); |
| 1563 | |
| 1564 | auto fbQLstmLayer = serializer::CreateQLstmLayer( |
| 1565 | m_flatBufferBuilder, |
| 1566 | fbQLstmBaseLayer, |
| 1567 | fbQLstmDescriptor, |
| 1568 | fbQLstmParams); |
| 1569 | |
| 1570 | CreateAnyLayer(fbQLstmLayer.o, serializer::Layer::Layer_QLstmLayer); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1571 | } |
| 1572 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1573 | void SerializerStrategy::SerializeQuantizedLstmLayer(const armnn::IConnectableLayer* layer, |
| 1574 | const std::vector<armnn::ConstTensor>& constants, |
| 1575 | const char* name) |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1576 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1577 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1578 | |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1579 | auto fbQuantizedLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_QuantizedLstm); |
| 1580 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1581 | // index for constants vector |
| 1582 | size_t i = 0; |
| 1583 | |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1584 | // Get input parameters |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1585 | auto inputToInputWeights = CreateConstTensorInfo(constants[i++]); |
| 1586 | auto inputToForgetWeights = CreateConstTensorInfo(constants[i++]); |
| 1587 | auto inputToCellWeights = CreateConstTensorInfo(constants[i++]); |
| 1588 | auto inputToOutputWeights = CreateConstTensorInfo(constants[i++]); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1589 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1590 | auto recurrentToInputWeights = CreateConstTensorInfo(constants[i++]); |
| 1591 | auto recurrentToForgetWeights = CreateConstTensorInfo(constants[i++]); |
| 1592 | auto recurrentToCellWeights = CreateConstTensorInfo(constants[i++]); |
| 1593 | auto recurrentToOutputWeights = CreateConstTensorInfo(constants[i++]); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1594 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1595 | auto inputGateBias = CreateConstTensorInfo(constants[i++]); |
| 1596 | auto forgetGateBias = CreateConstTensorInfo(constants[i++]); |
| 1597 | auto cellBias = CreateConstTensorInfo(constants[i++]); |
| 1598 | auto outputGateBias = CreateConstTensorInfo(constants[i++]); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1599 | |
| 1600 | auto fbQuantizedLstmParams = serializer::CreateQuantizedLstmInputParams( |
| 1601 | m_flatBufferBuilder, |
| 1602 | inputToInputWeights, |
| 1603 | inputToForgetWeights, |
| 1604 | inputToCellWeights, |
| 1605 | inputToOutputWeights, |
| 1606 | recurrentToInputWeights, |
| 1607 | recurrentToForgetWeights, |
| 1608 | recurrentToCellWeights, |
| 1609 | recurrentToOutputWeights, |
| 1610 | inputGateBias, |
| 1611 | forgetGateBias, |
| 1612 | cellBias, |
| 1613 | outputGateBias); |
| 1614 | |
| 1615 | auto fbQuantizedLstmLayer = serializer::CreateQuantizedLstmLayer( |
| 1616 | m_flatBufferBuilder, |
| 1617 | fbQuantizedLstmBaseLayer, |
| 1618 | fbQuantizedLstmParams); |
| 1619 | |
| 1620 | CreateAnyLayer(fbQuantizedLstmLayer.o, serializer::Layer::Layer_QuantizedLstmLayer); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1621 | } |
| 1622 | |
Narumol Prangnawarat | a0162e1 | 2021-07-23 14:47:49 +0100 | [diff] [blame] | 1623 | void SerializerStrategy::SerializeUnidirectionalSequenceLstmLayer( |
| 1624 | const armnn::IConnectableLayer* layer, |
| 1625 | const armnn::UnidirectionalSequenceLstmDescriptor& descriptor, |
| 1626 | const std::vector<armnn::ConstTensor>& constants, |
| 1627 | const char* name) |
| 1628 | { |
| 1629 | IgnoreUnused(name); |
| 1630 | |
| 1631 | auto fbUnidirectionalSequenceLstmBaseLayer = |
| 1632 | CreateLayerBase(layer, serializer::LayerType::LayerType_UnidirectionalSequenceLstm); |
| 1633 | |
| 1634 | auto fbUnidirectionalSequenceLstmDescriptor = serializer::CreateUnidirectionalSequenceLstmDescriptor( |
| 1635 | m_flatBufferBuilder, |
| 1636 | descriptor.m_ActivationFunc, |
| 1637 | descriptor.m_ClippingThresCell, |
| 1638 | descriptor.m_ClippingThresProj, |
| 1639 | descriptor.m_CifgEnabled, |
| 1640 | descriptor.m_PeepholeEnabled, |
| 1641 | descriptor.m_ProjectionEnabled, |
| 1642 | descriptor.m_LayerNormEnabled, |
| 1643 | descriptor.m_TimeMajor); |
| 1644 | |
| 1645 | // Index for constants vector |
| 1646 | std::size_t i = 0; |
| 1647 | |
| 1648 | // Get mandatory/basic input parameters |
| 1649 | auto inputToForgetWeights = CreateConstTensorInfo(constants[i++]); //InputToForgetWeights |
| 1650 | auto inputToCellWeights = CreateConstTensorInfo(constants[i++]); //InputToCellWeights |
| 1651 | auto inputToOutputWeights = CreateConstTensorInfo(constants[i++]); //InputToOutputWeights |
| 1652 | auto recurrentToForgetWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToForgetWeights |
| 1653 | auto recurrentToCellWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToCellWeights |
| 1654 | auto recurrentToOutputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToOutputWeights |
| 1655 | auto forgetGateBias = CreateConstTensorInfo(constants[i++]); //ForgetGateBias |
| 1656 | auto cellBias = CreateConstTensorInfo(constants[i++]); //CellBias |
| 1657 | auto outputGateBias = CreateConstTensorInfo(constants[i++]); //OutputGateBias |
| 1658 | |
| 1659 | //Define optional parameters, these will be set depending on configuration in Lstm descriptor |
| 1660 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 1661 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 1662 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 1663 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 1664 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 1665 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 1666 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 1667 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
| 1668 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 1669 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 1670 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 1671 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
| 1672 | |
| 1673 | if (!descriptor.m_CifgEnabled) |
| 1674 | { |
| 1675 | inputToInputWeights = CreateConstTensorInfo(constants[i++]); //InputToInputWeights |
| 1676 | recurrentToInputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToInputWeights |
| 1677 | inputGateBias = CreateConstTensorInfo(constants[i++]); //InputGateBias |
| 1678 | } |
| 1679 | |
| 1680 | if (descriptor.m_PeepholeEnabled) |
| 1681 | { |
| 1682 | if (!descriptor.m_CifgEnabled) |
| 1683 | { |
| 1684 | cellToInputWeights = CreateConstTensorInfo(constants[i++]); //CellToInputWeights |
| 1685 | } |
| 1686 | cellToForgetWeights = CreateConstTensorInfo(constants[i++]); //CellToForgetWeights |
| 1687 | cellToOutputWeights = CreateConstTensorInfo(constants[i++]); //CellToOutputWeights |
| 1688 | } |
| 1689 | |
| 1690 | if (descriptor.m_ProjectionEnabled) |
| 1691 | { |
| 1692 | projectionWeights = CreateConstTensorInfo(constants[i++]); //ProjectionWeights |
| 1693 | projectionBias = CreateConstTensorInfo(constants[i++]); //ProjectionBias |
| 1694 | } |
| 1695 | |
| 1696 | if (descriptor.m_LayerNormEnabled) |
| 1697 | { |
| 1698 | if (!descriptor.m_CifgEnabled) |
| 1699 | { |
| 1700 | inputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //InputLayerNormWeights |
| 1701 | } |
| 1702 | forgetLayerNormWeights = CreateConstTensorInfo(constants[i++]); //ForgetLayerNormWeights |
| 1703 | cellLayerNormWeights = CreateConstTensorInfo(constants[i++]); //CellLayerNormWeights |
| 1704 | outputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //OutputLayerNormWeights |
| 1705 | } |
| 1706 | |
| 1707 | auto fbUnidirectionalSequenceLstmParams = serializer::CreateLstmInputParams( |
| 1708 | m_flatBufferBuilder, |
| 1709 | inputToForgetWeights, |
| 1710 | inputToCellWeights, |
| 1711 | inputToOutputWeights, |
| 1712 | recurrentToForgetWeights, |
| 1713 | recurrentToCellWeights, |
| 1714 | recurrentToOutputWeights, |
| 1715 | forgetGateBias, |
| 1716 | cellBias, |
| 1717 | outputGateBias, |
| 1718 | inputToInputWeights, |
| 1719 | recurrentToInputWeights, |
| 1720 | cellToInputWeights, |
| 1721 | inputGateBias, |
| 1722 | projectionWeights, |
| 1723 | projectionBias, |
| 1724 | cellToForgetWeights, |
| 1725 | cellToOutputWeights, |
| 1726 | inputLayerNormWeights, |
| 1727 | forgetLayerNormWeights, |
| 1728 | cellLayerNormWeights, |
| 1729 | outputLayerNormWeights); |
| 1730 | |
| 1731 | auto fbUnidirectionalSequenceLstmLayer = serializer::CreateUnidirectionalSequenceLstmLayer( |
| 1732 | m_flatBufferBuilder, |
| 1733 | fbUnidirectionalSequenceLstmBaseLayer, |
| 1734 | fbUnidirectionalSequenceLstmDescriptor, |
| 1735 | fbUnidirectionalSequenceLstmParams); |
| 1736 | |
| 1737 | CreateAnyLayer(fbUnidirectionalSequenceLstmLayer.o, serializer::Layer::Layer_UnidirectionalSequenceLstmLayer); |
| 1738 | } |
| 1739 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1740 | fb::Offset<serializer::LayerBase> SerializerStrategy::CreateLayerBase(const IConnectableLayer* layer, |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1741 | const serializer::LayerType layerType) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1742 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1743 | |
Sadik Armagan | db059fd | 2019-03-20 12:28:32 +0000 | [diff] [blame] | 1744 | uint32_t fbIndex = GetSerializedId(layer->GetGuid()); |
| 1745 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1746 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots = CreateInputSlots(layer); |
| 1747 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots = CreateOutputSlots(layer); |
| 1748 | |
| 1749 | return serializer::CreateLayerBase(m_flatBufferBuilder, |
Sadik Armagan | db059fd | 2019-03-20 12:28:32 +0000 | [diff] [blame] | 1750 | fbIndex, |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1751 | m_flatBufferBuilder.CreateString(layer->GetName()), |
| 1752 | layerType, |
| 1753 | m_flatBufferBuilder.CreateVector(inputSlots), |
| 1754 | m_flatBufferBuilder.CreateVector(outputSlots)); |
| 1755 | } |
| 1756 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1757 | void SerializerStrategy::CreateAnyLayer(const flatbuffers::Offset<void>& layer, const serializer::Layer serializerLayer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1758 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1759 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1760 | auto anyLayer = armnnSerializer::CreateAnyLayer(m_flatBufferBuilder, serializerLayer, layer); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1761 | m_serializedLayers.push_back(anyLayer); |
| 1762 | } |
| 1763 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1764 | template <typename T> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1765 | flatbuffers::Offset<flatbuffers::Vector<T>> SerializerStrategy::CreateDataVector(const void* memory, unsigned int size) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1766 | { |
| 1767 | const T* buffer = reinterpret_cast<const T*>(memory); |
| 1768 | std::vector<T> vector(buffer, buffer + (size / sizeof(T))); |
| 1769 | auto fbVector = m_flatBufferBuilder.CreateVector(vector); |
| 1770 | return fbVector; |
| 1771 | } |
| 1772 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1773 | flatbuffers::Offset<TensorInfo> SerializerStrategy::CreateTensorInfo(const armnn::TensorInfo& tensorInfo) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1774 | { |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1775 | // Get the dimensions |
| 1776 | std::vector<unsigned int> shape; |
Colm Donelan | 800b281 | 2021-02-12 12:43:35 +0000 | [diff] [blame] | 1777 | std::vector<bool> specificity; |
| 1778 | // This assumes that the TensorShape constructors have ensured that the size of m_DimensionsSpecificity |
| 1779 | // matches the size of dimensions. |
| 1780 | for(unsigned int dim = 0; dim < tensorInfo.GetShape().GetNumDimensions(); ++dim) |
| 1781 | { |
| 1782 | specificity.push_back(tensorInfo.GetShape().GetDimensionSpecificity(dim)); |
Mike Kelly | df25859 | 2021-04-26 23:53:31 +0100 | [diff] [blame] | 1783 | |
| 1784 | if (tensorInfo.GetShape().GetDimensionSpecificity(dim)) |
| 1785 | { |
| 1786 | shape.push_back(tensorInfo.GetShape()[dim]); |
| 1787 | } |
| 1788 | else |
| 1789 | { |
| 1790 | shape.push_back(0); |
| 1791 | } |
Colm Donelan | 800b281 | 2021-02-12 12:43:35 +0000 | [diff] [blame] | 1792 | } |
| 1793 | |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1794 | if (tensorInfo.HasPerAxisQuantization()) |
| 1795 | { |
| 1796 | // Create FlatBuffer TensorInfo |
| 1797 | auto flatBufferTensorInfo = |
| 1798 | serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 1799 | m_flatBufferBuilder.CreateVector(shape), |
| 1800 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 1801 | tensorInfo.GetQuantizationScales()[0], |
| 1802 | tensorInfo.GetQuantizationOffset(), |
| 1803 | m_flatBufferBuilder.CreateVector(tensorInfo.GetQuantizationScales()), |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1804 | tensorInfo.GetQuantizationDim().value(), |
| 1805 | static_cast<unsigned int> |
Colm Donelan | 800b281 | 2021-02-12 12:43:35 +0000 | [diff] [blame] | 1806 | (tensorInfo.GetShape().GetDimensionality()), |
| 1807 | m_flatBufferBuilder.CreateVector(specificity)); |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1808 | return flatBufferTensorInfo; |
| 1809 | } |
| 1810 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1811 | // Create FlatBuffer TensorInfo |
| 1812 | auto flatBufferTensorInfo = serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 1813 | m_flatBufferBuilder.CreateVector(shape), |
| 1814 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 1815 | tensorInfo.GetQuantizationScale(), |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1816 | tensorInfo.GetQuantizationOffset(), |
| 1817 | 0, |
| 1818 | 0, |
| 1819 | static_cast<unsigned int> |
Colm Donelan | 800b281 | 2021-02-12 12:43:35 +0000 | [diff] [blame] | 1820 | (tensorInfo.GetShape().GetDimensionality()), |
| 1821 | m_flatBufferBuilder.CreateVector(specificity)); |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1822 | return flatBufferTensorInfo; |
| 1823 | } |
| 1824 | |
| 1825 | flatbuffers::Offset<serializer::ConstTensor> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1826 | SerializerStrategy::CreateConstTensorInfo(const armnn::ConstTensor& constTensor) |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1827 | { |
| 1828 | armnn::TensorInfo tensorInfo = constTensor.GetInfo(); |
| 1829 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1830 | flatbuffers::Offset<void> fbPayload; |
| 1831 | |
| 1832 | switch (tensorInfo.GetDataType()) |
| 1833 | { |
Mike Kelly | 1f140f7 | 2021-04-06 12:25:55 +0100 | [diff] [blame] | 1834 | case armnn::DataType::Signed64: |
| 1835 | { |
| 1836 | auto fbVector = CreateDataVector<int64_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1837 | flatbuffers::Offset<serializer::LongData> flatBuffersData = serializer::CreateLongData( |
| 1838 | m_flatBufferBuilder, |
| 1839 | fbVector); |
| 1840 | fbPayload = flatBuffersData.o; |
| 1841 | break; |
| 1842 | } |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1843 | case armnn::DataType::Float32: |
| 1844 | case armnn::DataType::Signed32: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1845 | { |
| 1846 | auto fbVector = CreateDataVector<int32_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1847 | flatbuffers::Offset<serializer::IntData> flatBuffersData = serializer::CreateIntData( |
| 1848 | m_flatBufferBuilder, |
| 1849 | fbVector); |
| 1850 | fbPayload = flatBuffersData.o; |
| 1851 | break; |
| 1852 | } |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1853 | case armnn::DataType::Float16: |
Mike Kelly | ae42f01 | 2020-04-24 15:44:01 +0100 | [diff] [blame] | 1854 | case armnn::DataType::BFloat16: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1855 | case armnn::DataType::QSymmS16: |
Nattapat Chaimanowong | cd5ac23 | 2019-03-19 12:26:36 +0000 | [diff] [blame] | 1856 | { |
| 1857 | auto fbVector = CreateDataVector<int16_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1858 | flatbuffers::Offset<serializer::ShortData> flatBuffersData = serializer::CreateShortData( |
| 1859 | m_flatBufferBuilder, |
| 1860 | fbVector); |
| 1861 | fbPayload = flatBuffersData.o; |
| 1862 | break; |
| 1863 | } |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1864 | case armnn::DataType::QSymmS8: |
Mike Kelly | ae42f01 | 2020-04-24 15:44:01 +0100 | [diff] [blame] | 1865 | case armnn::DataType::QAsymmS8: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1866 | case armnn::DataType::QAsymmU8: |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1867 | case armnn::DataType::Boolean: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1868 | default: |
| 1869 | { |
| 1870 | auto fbVector = CreateDataVector<int8_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1871 | flatbuffers::Offset<serializer::ByteData> flatBuffersData = serializer::CreateByteData( |
| 1872 | m_flatBufferBuilder, |
| 1873 | fbVector); |
| 1874 | fbPayload = flatBuffersData.o; |
| 1875 | } |
| 1876 | } |
| 1877 | flatbuffers::Offset<serializer::ConstTensor> flatBufferConstTensor = serializer::CreateConstTensor( |
| 1878 | m_flatBufferBuilder, |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1879 | CreateTensorInfo(tensorInfo), |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1880 | GetFlatBufferConstTensorData(tensorInfo.GetDataType()), |
| 1881 | fbPayload); |
| 1882 | return flatBufferConstTensor; |
| 1883 | } |
| 1884 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1885 | flatbuffers::Offset<armnnSerializer::FeatureCompatibilityVersions> SerializerStrategy::GetVersionTable() |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 1886 | { |
| 1887 | flatbuffers::Offset<armnnSerializer::FeatureCompatibilityVersions> versionsTable = |
| 1888 | serializer::CreateFeatureCompatibilityVersions( |
| 1889 | m_flatBufferBuilder, |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 1890 | 1, // Binding ids scheme version |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 1891 | 1, // Weights layout scheme version |
| 1892 | 1 // Constant tensors as inputs version |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 1893 | ); |
| 1894 | return versionsTable; |
| 1895 | } |
| 1896 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1897 | std::vector<fb::Offset<serializer::InputSlot>> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1898 | SerializerStrategy::CreateInputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1899 | { |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1900 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1901 | |
| 1902 | // Get the InputSlots |
| 1903 | for (unsigned int slotIndex = 0; slotIndex<layer->GetNumInputSlots(); ++slotIndex) |
| 1904 | { |
| 1905 | const IInputSlot& inputSlot = layer->GetInputSlot(slotIndex); |
| 1906 | |
| 1907 | // Get the Connection for the InputSlot |
| 1908 | const IOutputSlot* connection = inputSlot.GetConnection(); |
| 1909 | |
| 1910 | // Create FlatBuffer Connection |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 1911 | serializer::Connection conn(GetSerializedId(inputSlot.GetConnection()->GetOwningLayerGuid()), |
| 1912 | connection->CalculateIndexOnOwner()); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1913 | // Create FlatBuffer InputSlot |
| 1914 | inputSlots.push_back(serializer::CreateInputSlot(m_flatBufferBuilder, slotIndex, &conn)); |
| 1915 | } |
| 1916 | return inputSlots; |
| 1917 | } |
| 1918 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1919 | std::vector<fb::Offset<serializer::OutputSlot>> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1920 | SerializerStrategy::CreateOutputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1921 | { |
| 1922 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots; |
| 1923 | |
| 1924 | // Get the OutputSlots |
| 1925 | for (unsigned int slotIndex = 0; slotIndex < layer->GetNumOutputSlots(); ++slotIndex) |
| 1926 | { |
| 1927 | const IOutputSlot& outputSlot = layer->GetOutputSlot(slotIndex); |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1928 | const armnn::TensorInfo& tensorInfo = outputSlot.GetTensorInfo(); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1929 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1930 | // Create FlatBuffer Outputslot |
| 1931 | outputSlots.push_back(serializer::CreateOutputSlot(m_flatBufferBuilder, |
| 1932 | slotIndex, |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1933 | CreateTensorInfo(tensorInfo))); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1934 | } |
| 1935 | return outputSlots; |
| 1936 | } |
| 1937 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1938 | void SerializerStrategy::ExecuteStrategy(const armnn::IConnectableLayer* layer, |
| 1939 | const BaseDescriptor& descriptor, |
| 1940 | const std::vector<armnn::ConstTensor>& constants, |
| 1941 | const char* name, |
| 1942 | const armnn::LayerBindingId id) |
| 1943 | { |
| 1944 | IgnoreUnused(constants); |
| 1945 | |
| 1946 | switch (layer->GetType()) |
| 1947 | { |
| 1948 | case armnn::LayerType::Activation : |
| 1949 | { |
| 1950 | const armnn::ActivationDescriptor& layerDescriptor = |
| 1951 | static_cast<const armnn::ActivationDescriptor&>(descriptor); |
| 1952 | SerializeActivationLayer(layer, layerDescriptor, name); |
| 1953 | break; |
| 1954 | } |
| 1955 | case armnn::LayerType::Addition : |
| 1956 | { |
| 1957 | SerializeAdditionLayer(layer, name); |
| 1958 | break; |
| 1959 | } |
| 1960 | case armnn::LayerType::ArgMinMax : |
| 1961 | { |
| 1962 | const armnn::ArgMinMaxDescriptor& layerDescriptor = |
| 1963 | static_cast<const armnn::ArgMinMaxDescriptor&>(descriptor); |
| 1964 | SerializeArgMinMaxLayer(layer, layerDescriptor, name); |
| 1965 | break; |
| 1966 | } |
| 1967 | case armnn::LayerType::BatchNormalization : |
| 1968 | { |
| 1969 | const armnn::BatchNormalizationDescriptor& layerDescriptor = |
| 1970 | static_cast<const armnn::BatchNormalizationDescriptor&>(descriptor); |
| 1971 | SerializeBatchNormalizationLayer(layer, |
| 1972 | layerDescriptor, |
| 1973 | constants, |
| 1974 | name); |
| 1975 | break; |
| 1976 | } |
| 1977 | case armnn::LayerType::BatchToSpaceNd : |
| 1978 | { |
| 1979 | const armnn::BatchToSpaceNdDescriptor& layerDescriptor = |
| 1980 | static_cast<const armnn::BatchToSpaceNdDescriptor&>(descriptor); |
| 1981 | SerializeBatchToSpaceNdLayer(layer, |
| 1982 | layerDescriptor, |
| 1983 | name); |
| 1984 | break; |
| 1985 | } |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 1986 | case armnn::LayerType::Cast : |
| 1987 | { |
| 1988 | SerializeCastLayer(layer, name); |
| 1989 | break; |
| 1990 | } |
Simon Obute | 51f6777 | 2021-09-03 15:50:13 +0100 | [diff] [blame] | 1991 | case armnn::LayerType::ChannelShuffle : |
| 1992 | { |
| 1993 | const armnn::ChannelShuffleDescriptor& layerDescriptor = |
| 1994 | static_cast<const armnn::ChannelShuffleDescriptor&>(descriptor); |
| 1995 | SerializeChannelShuffleLayer(layer, |
| 1996 | layerDescriptor, |
| 1997 | name); |
| 1998 | break; |
| 1999 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2000 | case armnn::LayerType::Comparison : |
| 2001 | { |
| 2002 | const armnn::ComparisonDescriptor& layerDescriptor = |
| 2003 | static_cast<const armnn::ComparisonDescriptor&>(descriptor); |
| 2004 | SerializeComparisonLayer(layer, |
| 2005 | layerDescriptor, |
| 2006 | name); |
| 2007 | break; |
| 2008 | } |
| 2009 | case armnn::LayerType::Concat : |
| 2010 | { |
| 2011 | const armnn::ConcatDescriptor& layerDescriptor = |
| 2012 | static_cast<const armnn::ConcatDescriptor&>(descriptor); |
| 2013 | SerializeConcatLayer(layer, |
| 2014 | layerDescriptor, |
| 2015 | name); |
| 2016 | break; |
| 2017 | } |
| 2018 | case armnn::LayerType::Constant : |
| 2019 | { |
| 2020 | SerializeConstantLayer(layer, |
| 2021 | constants, |
| 2022 | name); |
| 2023 | break; |
| 2024 | } |
| 2025 | case armnn::LayerType::Convolution2d : |
| 2026 | { |
| 2027 | const armnn::Convolution2dDescriptor& layerDescriptor = |
| 2028 | static_cast<const armnn::Convolution2dDescriptor&>(descriptor); |
| 2029 | SerializeConvolution2dLayer(layer, |
| 2030 | layerDescriptor, |
| 2031 | constants, |
| 2032 | name); |
| 2033 | break; |
| 2034 | } |
Matthew Sloyan | b63a311 | 2021-09-08 13:05:51 +0100 | [diff] [blame] | 2035 | case armnn::LayerType::Convolution3d : |
| 2036 | { |
| 2037 | const armnn::Convolution3dDescriptor& layerDescriptor = |
| 2038 | static_cast<const armnn::Convolution3dDescriptor&>(descriptor); |
| 2039 | SerializeConvolution3dLayer(layer, |
| 2040 | layerDescriptor, |
| 2041 | constants, |
| 2042 | name); |
| 2043 | break; |
| 2044 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2045 | case armnn::LayerType::DepthToSpace : |
| 2046 | { |
| 2047 | const armnn::DepthToSpaceDescriptor& layerDescriptor = |
| 2048 | static_cast<const armnn::DepthToSpaceDescriptor&>(descriptor); |
| 2049 | SerializeDepthToSpaceLayer(layer, |
| 2050 | layerDescriptor, |
| 2051 | name); |
| 2052 | break; |
| 2053 | } |
| 2054 | case armnn::LayerType::DepthwiseConvolution2d : |
| 2055 | { |
| 2056 | const armnn::DepthwiseConvolution2dDescriptor& layerDescriptor = |
| 2057 | static_cast<const armnn::DepthwiseConvolution2dDescriptor&>(descriptor); |
| 2058 | SerializeDepthwiseConvolution2dLayer(layer, |
| 2059 | layerDescriptor, |
| 2060 | constants, |
| 2061 | name); |
| 2062 | break; |
| 2063 | } |
| 2064 | case armnn::LayerType::Dequantize : |
| 2065 | { |
| 2066 | SerializeDequantizeLayer(layer, |
| 2067 | name); |
| 2068 | break; |
| 2069 | } |
| 2070 | case armnn::LayerType::DetectionPostProcess : |
| 2071 | { |
| 2072 | const armnn::DetectionPostProcessDescriptor& layerDescriptor = |
| 2073 | static_cast<const armnn::DetectionPostProcessDescriptor&>(descriptor); |
| 2074 | SerializeDetectionPostProcessLayer(layer, layerDescriptor, constants, name); |
| 2075 | break; |
| 2076 | } |
| 2077 | case armnn::LayerType::Division : |
| 2078 | { |
| 2079 | SerializeDivisionLayer(layer, name); |
| 2080 | break; |
| 2081 | } |
| 2082 | case armnn::LayerType::ElementwiseUnary : |
| 2083 | { |
| 2084 | const armnn::ElementwiseUnaryDescriptor& layerDescriptor = |
| 2085 | static_cast<const armnn::ElementwiseUnaryDescriptor&>(descriptor); |
| 2086 | SerializeElementwiseUnaryLayer(layer, layerDescriptor, name); |
| 2087 | break; |
| 2088 | } |
| 2089 | case armnn::LayerType::Fill : |
| 2090 | { |
| 2091 | const armnn::FillDescriptor& layerDescriptor = |
| 2092 | static_cast<const armnn::FillDescriptor&>(descriptor); |
| 2093 | SerializeFillLayer(layer, layerDescriptor, name); |
| 2094 | break; |
| 2095 | } |
| 2096 | case armnn::LayerType::Floor : |
| 2097 | { |
| 2098 | SerializeFloorLayer(layer, name); |
| 2099 | break; |
| 2100 | } |
| 2101 | case armnn::LayerType::FullyConnected : |
| 2102 | { |
| 2103 | const armnn::FullyConnectedDescriptor& layerDescriptor = |
| 2104 | static_cast<const armnn::FullyConnectedDescriptor&>(descriptor); |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 2105 | SerializeFullyConnectedLayer(layer, layerDescriptor, name); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2106 | break; |
| 2107 | } |
| 2108 | case armnn::LayerType::Gather : |
| 2109 | { |
| 2110 | const armnn::GatherDescriptor& layerDescriptor = |
| 2111 | static_cast<const armnn::GatherDescriptor&>(descriptor); |
| 2112 | SerializeGatherLayer(layer, layerDescriptor, name); |
| 2113 | break; |
| 2114 | } |
| 2115 | case armnn::LayerType::Input: |
| 2116 | { |
| 2117 | SerializeInputLayer(layer, id, name); |
| 2118 | break; |
| 2119 | } |
| 2120 | case armnn::LayerType::InstanceNormalization : |
| 2121 | { |
| 2122 | const armnn::InstanceNormalizationDescriptor& layerDescriptor = |
| 2123 | static_cast<const armnn::InstanceNormalizationDescriptor&>(descriptor); |
| 2124 | SerializeInstanceNormalizationLayer(layer, layerDescriptor, name); |
| 2125 | break; |
| 2126 | } |
| 2127 | case armnn::LayerType::L2Normalization : |
| 2128 | { |
| 2129 | const armnn::L2NormalizationDescriptor& layerDescriptor = |
| 2130 | static_cast<const armnn::L2NormalizationDescriptor&>(descriptor); |
| 2131 | SerializeL2NormalizationLayer(layer, layerDescriptor, name); |
| 2132 | break; |
| 2133 | } |
| 2134 | case armnn::LayerType::LogicalBinary : |
| 2135 | { |
| 2136 | const armnn::LogicalBinaryDescriptor& layerDescriptor = |
| 2137 | static_cast<const armnn::LogicalBinaryDescriptor&>(descriptor); |
| 2138 | SerializeLogicalBinaryLayer(layer, layerDescriptor, name); |
| 2139 | break; |
| 2140 | } |
| 2141 | case armnn::LayerType::LogSoftmax : |
| 2142 | { |
| 2143 | const armnn::LogSoftmaxDescriptor& layerDescriptor = |
| 2144 | static_cast<const armnn::LogSoftmaxDescriptor&>(descriptor); |
| 2145 | SerializeLogSoftmaxLayer(layer, layerDescriptor, name); |
| 2146 | break; |
| 2147 | } |
| 2148 | case armnn::LayerType::Lstm : |
| 2149 | { |
| 2150 | const armnn::LstmDescriptor& layerDescriptor = |
| 2151 | static_cast<const armnn::LstmDescriptor&>(descriptor); |
| 2152 | SerializeLstmLayer(layer, layerDescriptor, constants, name); |
| 2153 | break; |
| 2154 | } |
| 2155 | case armnn::LayerType::QLstm : |
| 2156 | { |
| 2157 | const armnn::QLstmDescriptor& layerDescriptor = |
| 2158 | static_cast<const armnn::QLstmDescriptor&>(descriptor); |
| 2159 | SerializeQLstmLayer(layer, layerDescriptor, constants, name); |
| 2160 | break; |
| 2161 | } |
| 2162 | case armnn::LayerType::Maximum : |
| 2163 | { |
| 2164 | SerializeMaximumLayer(layer, name); |
| 2165 | break; |
| 2166 | } |
| 2167 | case armnn::LayerType::Mean : |
| 2168 | { |
| 2169 | const armnn::MeanDescriptor& layerDescriptor = |
| 2170 | static_cast<const armnn::MeanDescriptor&>(descriptor); |
| 2171 | SerializeMeanLayer(layer, layerDescriptor, name); |
| 2172 | break; |
| 2173 | } |
| 2174 | case armnn::LayerType::Merge : |
| 2175 | { |
| 2176 | SerializeMergeLayer(layer, name); |
| 2177 | break; |
| 2178 | } |
| 2179 | case armnn::LayerType::Minimum : |
| 2180 | { |
| 2181 | SerializeMinimumLayer(layer, name); |
| 2182 | break; |
| 2183 | } |
| 2184 | case armnn::LayerType::Multiplication : |
| 2185 | { |
| 2186 | SerializeMultiplicationLayer(layer, name); |
| 2187 | break; |
| 2188 | } |
| 2189 | case armnn::LayerType::Normalization : |
| 2190 | { |
| 2191 | const armnn::NormalizationDescriptor& layerDescriptor = |
| 2192 | static_cast<const armnn::NormalizationDescriptor&>(descriptor); |
| 2193 | SerializeNormalizationLayer(layer, layerDescriptor, name); |
| 2194 | break; |
| 2195 | } |
| 2196 | case armnn::LayerType::Output: |
| 2197 | { |
| 2198 | SerializeOutputLayer(layer, id, name); |
| 2199 | break; |
| 2200 | } |
| 2201 | case armnn::LayerType::Pad : |
| 2202 | { |
| 2203 | const armnn::PadDescriptor& layerDescriptor = |
| 2204 | static_cast<const armnn::PadDescriptor&>(descriptor); |
| 2205 | SerializePadLayer(layer, layerDescriptor, name); |
| 2206 | break; |
| 2207 | } |
| 2208 | case armnn::LayerType::Permute : |
| 2209 | { |
| 2210 | const armnn::PermuteDescriptor& layerDescriptor = |
| 2211 | static_cast<const armnn::PermuteDescriptor&>(descriptor); |
| 2212 | SerializePermuteLayer(layer, layerDescriptor, name); |
| 2213 | break; |
| 2214 | } |
| 2215 | case armnn::LayerType::Pooling2d : |
| 2216 | { |
| 2217 | const armnn::Pooling2dDescriptor& layerDescriptor = |
| 2218 | static_cast<const armnn::Pooling2dDescriptor&>(descriptor); |
| 2219 | SerializePooling2dLayer(layer, layerDescriptor, name); |
| 2220 | break; |
| 2221 | } |
| 2222 | case armnn::LayerType::Prelu : |
| 2223 | { |
| 2224 | SerializePreluLayer(layer, name); |
| 2225 | break; |
| 2226 | } |
| 2227 | case armnn::LayerType::Quantize : |
| 2228 | { |
| 2229 | SerializeQuantizeLayer(layer, name); |
| 2230 | break; |
| 2231 | } |
| 2232 | case armnn::LayerType::QuantizedLstm: |
| 2233 | SerializeQuantizedLstmLayer(layer, constants, name); |
| 2234 | break; |
| 2235 | case armnn::LayerType::Reshape: |
| 2236 | { |
| 2237 | const armnn::ReshapeDescriptor &layerDescriptor = |
| 2238 | static_cast<const armnn::ReshapeDescriptor &>(descriptor); |
| 2239 | SerializeReshapeLayer(layer, layerDescriptor, name); |
| 2240 | break; |
| 2241 | } |
| 2242 | case armnn::LayerType::Rank: |
| 2243 | { |
| 2244 | SerializeRankLayer(layer, name); |
| 2245 | break; |
| 2246 | } |
| 2247 | case armnn::LayerType::Reduce: |
| 2248 | { |
| 2249 | const armnn::ReduceDescriptor& layerDescriptor = |
| 2250 | static_cast<const armnn::ReduceDescriptor&>(descriptor); |
| 2251 | SerializeReduceLayer(layer, layerDescriptor, name); |
| 2252 | break; |
| 2253 | } |
| 2254 | case armnn::LayerType::Resize: |
| 2255 | { |
| 2256 | const armnn::ResizeDescriptor& layerDescriptor = |
| 2257 | static_cast<const armnn::ResizeDescriptor&>(descriptor); |
| 2258 | SerializeResizeLayer(layer, layerDescriptor, name); |
| 2259 | break; |
| 2260 | } |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame] | 2261 | case armnn::LayerType::Shape: |
| 2262 | { |
| 2263 | SerializeShapeLayer(layer, name); |
| 2264 | break; |
| 2265 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2266 | case armnn::LayerType::Slice: |
| 2267 | { |
| 2268 | const armnn::SliceDescriptor& layerDescriptor = |
| 2269 | static_cast<const armnn::SliceDescriptor&>(descriptor); |
| 2270 | SerializeSliceLayer(layer, layerDescriptor, name); |
| 2271 | break; |
| 2272 | } |
| 2273 | case armnn::LayerType::Softmax: |
| 2274 | { |
| 2275 | const armnn::SoftmaxDescriptor& layerDescriptor = |
| 2276 | static_cast<const armnn::SoftmaxDescriptor&>(descriptor); |
| 2277 | SerializeSoftmaxLayer(layer, layerDescriptor, name); |
| 2278 | break; |
| 2279 | } |
| 2280 | case armnn::LayerType::SpaceToBatchNd: |
| 2281 | { |
| 2282 | const armnn::SpaceToBatchNdDescriptor& layerDescriptor = |
| 2283 | static_cast<const armnn::SpaceToBatchNdDescriptor&>(descriptor); |
| 2284 | SerializeSpaceToBatchNdLayer(layer, layerDescriptor, name); |
| 2285 | break; |
| 2286 | } |
| 2287 | case armnn::LayerType::SpaceToDepth: |
| 2288 | { |
| 2289 | const armnn::SpaceToDepthDescriptor& layerDescriptor = |
| 2290 | static_cast<const armnn::SpaceToDepthDescriptor&>(descriptor); |
| 2291 | SerializeSpaceToDepthLayer(layer, layerDescriptor, name); |
| 2292 | break; |
| 2293 | } |
| 2294 | case armnn::LayerType::Splitter: |
| 2295 | { |
| 2296 | const armnn::SplitterDescriptor& layerDescriptor = |
| 2297 | static_cast<const armnn::SplitterDescriptor&>(descriptor); |
| 2298 | SerializeSplitterLayer(layer, layerDescriptor, name); |
| 2299 | break; |
| 2300 | } |
| 2301 | case armnn::LayerType::Stack: |
| 2302 | { |
| 2303 | const armnn::StackDescriptor& layerDescriptor = |
| 2304 | static_cast<const armnn::StackDescriptor&>(descriptor); |
| 2305 | SerializeStackLayer(layer, layerDescriptor, name); |
| 2306 | break; |
| 2307 | } |
| 2308 | case armnn::LayerType::StandIn: |
| 2309 | { |
| 2310 | const armnn::StandInDescriptor& layerDescriptor = |
| 2311 | static_cast<const armnn::StandInDescriptor&>(descriptor); |
| 2312 | SerializeStandInLayer(layer, layerDescriptor, name); |
| 2313 | break; |
| 2314 | } |
| 2315 | case armnn::LayerType::StridedSlice: |
| 2316 | { |
| 2317 | const armnn::StridedSliceDescriptor& layerDescriptor = |
| 2318 | static_cast<const armnn::StridedSliceDescriptor&>(descriptor); |
| 2319 | SerializeStridedSliceLayer(layer, layerDescriptor, name); |
| 2320 | break; |
| 2321 | } |
| 2322 | case armnn::LayerType::Subtraction: |
| 2323 | { |
| 2324 | SerializeSubtractionLayer(layer, name); |
| 2325 | break; |
| 2326 | } |
| 2327 | case armnn::LayerType::Switch: |
| 2328 | { |
| 2329 | SerializeSwitchLayer(layer, name); |
| 2330 | break; |
| 2331 | } |
| 2332 | case armnn::LayerType::Transpose: |
| 2333 | { |
| 2334 | const armnn::TransposeDescriptor& layerDescriptor = |
| 2335 | static_cast<const armnn::TransposeDescriptor&>(descriptor); |
| 2336 | SerializeTransposeLayer(layer, layerDescriptor, name); |
| 2337 | break; |
| 2338 | } |
| 2339 | case armnn::LayerType::TransposeConvolution2d: |
| 2340 | { |
| 2341 | const armnn::TransposeConvolution2dDescriptor& layerDescriptor = |
| 2342 | static_cast<const armnn::TransposeConvolution2dDescriptor&>(descriptor); |
| 2343 | SerializeTransposeConvolution2dLayer(layer, layerDescriptor, constants, name); |
| 2344 | break; |
| 2345 | } |
Narumol Prangnawarat | a0162e1 | 2021-07-23 14:47:49 +0100 | [diff] [blame] | 2346 | case armnn::LayerType::UnidirectionalSequenceLstm : |
| 2347 | { |
| 2348 | const armnn::UnidirectionalSequenceLstmDescriptor& layerDescriptor = |
| 2349 | static_cast<const armnn::UnidirectionalSequenceLstmDescriptor&>(descriptor); |
| 2350 | SerializeUnidirectionalSequenceLstmLayer(layer, layerDescriptor, constants, name); |
| 2351 | break; |
| 2352 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2353 | default: |
| 2354 | { |
| 2355 | throw InvalidArgumentException( |
| 2356 | fmt::format("A layer of unknown type was given to the serializer. Layer name: {}; Layer Id: {}", |
| 2357 | layer->GetName(), |
| 2358 | id)); |
| 2359 | } |
| 2360 | } |
| 2361 | } |
| 2362 | |
Finn Williams | 85d3671 | 2021-01-26 22:30:06 +0000 | [diff] [blame] | 2363 | void ISerializer::SerializerImpl::Serialize(const INetwork& inNetwork) |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2364 | { |
| 2365 | // Iterate through to network |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2366 | inNetwork.ExecuteStrategy(m_SerializerStrategy); |
| 2367 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerStrategy.GetFlatBufferBuilder(); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2368 | |
| 2369 | // Create FlatBuffer SerializedGraph |
| 2370 | auto serializedGraph = serializer::CreateSerializedGraph( |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2371 | fbBuilder, |
| 2372 | fbBuilder.CreateVector(m_SerializerStrategy.GetSerializedLayers()), |
| 2373 | fbBuilder.CreateVector(m_SerializerStrategy.GetInputIds()), |
| 2374 | fbBuilder.CreateVector(m_SerializerStrategy.GetOutputIds()), |
| 2375 | m_SerializerStrategy.GetVersionTable()); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2376 | |
| 2377 | // Serialize the graph |
| 2378 | fbBuilder.Finish(serializedGraph); |
| 2379 | } |
| 2380 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2381 | |
Finn Williams | 85d3671 | 2021-01-26 22:30:06 +0000 | [diff] [blame] | 2382 | bool ISerializer::SerializerImpl::SaveSerializedToStream(std::ostream& stream) |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2383 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2384 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerStrategy.GetFlatBufferBuilder(); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2385 | |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 2386 | auto bytesToWrite = armnn::numeric_cast<std::streamsize>(fbBuilder.GetSize()); |
Nattapat Chaimanowong | 7b53b69 | 2019-02-12 14:38:31 +0000 | [diff] [blame] | 2387 | stream.write(reinterpret_cast<const char*>(fbBuilder.GetBufferPointer()), bytesToWrite); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2388 | return !stream.bad(); |
| 2389 | } |
| 2390 | |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 2391 | } // namespace armnnSerializer |