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 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 158 | void SerializerStrategy::SerializeAbsLayer(const armnn::IConnectableLayer* layer, const char* name) |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 159 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 160 | IgnoreUnused(name); |
FinnWilliamsArm | 4ffcc8f | 2019-09-05 14:34:20 +0100 | [diff] [blame] | 161 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Abs); |
| 162 | auto flatBufferAbsLayer = serializer::CreateAbsLayer(m_flatBufferBuilder, flatBufferBaseLayer); |
| 163 | |
| 164 | CreateAnyLayer(flatBufferAbsLayer.o, serializer::Layer::Layer_AbsLayer); |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 165 | } |
| 166 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 167 | // Build FlatBuffer for Activation Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 168 | void SerializerStrategy::SerializeActivationLayer(const armnn::IConnectableLayer* layer, |
| 169 | const armnn::ActivationDescriptor& descriptor, |
| 170 | const char* name) |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 171 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 172 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 173 | |
Mike Kelly | af48401 | 2019-02-20 16:53:11 +0000 | [diff] [blame] | 174 | // Create FlatBuffer BaseLayer |
| 175 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Activation); |
| 176 | |
| 177 | // Create the FlatBuffer ActivationDescriptor |
| 178 | auto flatBufferDescriptor = CreateActivationDescriptor(m_flatBufferBuilder, |
| 179 | GetFlatBufferActivationFunction(descriptor.m_Function), |
| 180 | descriptor.m_A, |
| 181 | descriptor.m_B); |
| 182 | |
| 183 | // Create the FlatBuffer ActivationLayer |
| 184 | auto flatBufferAdditionLayer = CreateActivationLayer(m_flatBufferBuilder, |
| 185 | flatBufferBaseLayer, |
| 186 | flatBufferDescriptor); |
| 187 | |
| 188 | // Add the AnyLayer to the FlatBufferLayers |
| 189 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_ActivationLayer); |
| 190 | } |
| 191 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 192 | // Build FlatBuffer for Addition Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 193 | void SerializerStrategy::SerializeAdditionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 194 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 195 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 196 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 197 | // Create FlatBuffer BaseLayer |
| 198 | auto flatBufferAdditionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Addition); |
| 199 | |
| 200 | // Create the FlatBuffer AdditionLayer |
| 201 | auto flatBufferAdditionLayer = serializer::CreateAdditionLayer(m_flatBufferBuilder, flatBufferAdditionBaseLayer); |
| 202 | |
| 203 | // Add the AnyLayer to the FlatBufferLayers |
| 204 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_AdditionLayer); |
| 205 | } |
| 206 | |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 207 | // Build FlatBuffer for ArgMinMax Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 208 | void SerializerStrategy::SerializeArgMinMaxLayer(const armnn::IConnectableLayer *layer, |
| 209 | const armnn::ArgMinMaxDescriptor& descriptor, |
| 210 | const char *name) |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 211 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 212 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 213 | |
Narumol Prangnawarat | 0cfcf23 | 2019-09-09 17:16:24 +0100 | [diff] [blame] | 214 | // Create FlatBuffer BaseLayer |
| 215 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ArgMinMax); |
| 216 | |
| 217 | // Create FlatBuffer Descriptor |
| 218 | auto flatBufferDescriptor = CreateArgMinMaxDescriptor(m_flatBufferBuilder, |
| 219 | GetFlatBufferArgMinMaxFunction(descriptor.m_Function), |
| 220 | descriptor.m_Axis); |
| 221 | |
| 222 | // Create FlatBuffer ArgMinMaxLayer |
| 223 | auto flatBufferLayer = CreateArgMinMaxLayer(m_flatBufferBuilder, |
| 224 | flatBufferBaseLayer, |
| 225 | flatBufferDescriptor); |
| 226 | |
| 227 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ArgMinMaxLayer); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 228 | } |
| 229 | |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 230 | // Build FlatBuffer for BatchToSpaceNd Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 231 | void SerializerStrategy::SerializeBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer, |
| 232 | const armnn::BatchToSpaceNdDescriptor& descriptor, |
| 233 | const char* name) |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 234 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 235 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 236 | |
Nattapat Chaimanowong | 6b4ed98 | 2019-02-26 17:24:13 +0000 | [diff] [blame] | 237 | // Create FlatBuffer BaseLayer |
| 238 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchToSpaceNd); |
| 239 | |
| 240 | std::vector<unsigned int> crops; |
| 241 | crops.reserve(descriptor.m_Crops.size() * 2); |
| 242 | for (auto& crop : descriptor.m_Crops) |
| 243 | { |
| 244 | crops.push_back(crop.first); |
| 245 | crops.push_back(crop.second); |
| 246 | } |
| 247 | |
| 248 | auto flatBufferDescriptor = |
| 249 | CreateBatchToSpaceNdDescriptor(m_flatBufferBuilder, |
| 250 | m_flatBufferBuilder.CreateVector(descriptor.m_BlockShape), |
| 251 | m_flatBufferBuilder.CreateVector(crops), |
| 252 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 253 | |
| 254 | auto flatBufferLayer = serializer::CreateBatchToSpaceNdLayer(m_flatBufferBuilder, |
| 255 | flatBufferBaseLayer, |
| 256 | flatBufferDescriptor); |
| 257 | |
| 258 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_BatchToSpaceNdLayer); |
| 259 | } |
| 260 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 261 | void SerializerStrategy::SerializeBatchNormalizationLayer( |
| 262 | const armnn::IConnectableLayer* layer, |
| 263 | const armnn::BatchNormalizationDescriptor& batchNormDescriptor, |
| 264 | const std::vector<armnn::ConstTensor>& constants, |
| 265 | const char* name) |
ruoyan01 | 8e7fa23 | 2019-02-28 15:09:07 +0000 | [diff] [blame] | 266 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 267 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 268 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 269 | const armnn::ConstTensor& mean = constants[0]; |
| 270 | const armnn::ConstTensor& variance = constants[1]; |
| 271 | const armnn::ConstTensor& beta = constants[2]; |
| 272 | const armnn::ConstTensor& gamma = constants[3]; |
| 273 | |
ruoyan01 | 8e7fa23 | 2019-02-28 15:09:07 +0000 | [diff] [blame] | 274 | auto fbBatchNormalizationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchNormalization); |
| 275 | auto fbBatchNormalizationDescriptor = serializer::CreateBatchNormalizationDescriptor( |
| 276 | m_flatBufferBuilder, |
| 277 | batchNormDescriptor.m_Eps, |
| 278 | GetFlatBufferDataLayout(batchNormDescriptor.m_DataLayout)); |
| 279 | |
| 280 | auto fbMeanConstTensorInfo = CreateConstTensorInfo(mean); |
| 281 | auto fbVarianceConstTensorInfo = CreateConstTensorInfo(variance); |
| 282 | auto fbBetaConstTensorInfo = CreateConstTensorInfo(beta); |
| 283 | auto fbGammaConstTensorInfo = CreateConstTensorInfo(gamma); |
| 284 | auto fbBatchNormalizationLayer = serializer::CreateBatchNormalizationLayer(m_flatBufferBuilder, |
| 285 | fbBatchNormalizationBaseLayer, |
| 286 | fbBatchNormalizationDescriptor, |
| 287 | fbMeanConstTensorInfo, |
| 288 | fbVarianceConstTensorInfo, |
| 289 | fbBetaConstTensorInfo, |
| 290 | fbGammaConstTensorInfo); |
| 291 | |
| 292 | CreateAnyLayer(fbBatchNormalizationLayer.o, serializer::Layer::Layer_BatchNormalizationLayer); |
| 293 | } |
| 294 | |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 295 | void SerializerStrategy::SerializeCastLayer(const armnn::IConnectableLayer* layer, |
| 296 | const char* name) |
| 297 | { |
| 298 | IgnoreUnused(name); |
| 299 | |
| 300 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Cast); |
| 301 | auto fbCastLayer = serializer::CreateCastLayer(m_flatBufferBuilder, fbBaseLayer); |
| 302 | CreateAnyLayer(fbCastLayer.o, serializer::Layer::Layer_CastLayer); |
| 303 | } |
| 304 | |
Simon Obute | 51f6777 | 2021-09-03 15:50:13 +0100 | [diff] [blame] | 305 | void SerializerStrategy::SerializeChannelShuffleLayer(const armnn::IConnectableLayer* layer, |
| 306 | const armnn::ChannelShuffleDescriptor& descriptor, |
| 307 | const char* name) |
| 308 | { |
| 309 | IgnoreUnused(name); |
| 310 | auto fbDescriptor = CreateChannelShuffleDescriptor(m_flatBufferBuilder, |
| 311 | descriptor.m_Axis, |
| 312 | descriptor.m_NumGroups); |
| 313 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ChannelShuffle); |
| 314 | auto fbChannelShuffleLayer = serializer::CreateChannelShuffleLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 315 | CreateAnyLayer(fbChannelShuffleLayer.o, serializer::Layer::Layer_ChannelShuffleLayer); |
| 316 | } |
| 317 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 318 | void SerializerStrategy::SerializeComparisonLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 319 | const armnn::ComparisonDescriptor& descriptor, |
| 320 | const char* name) |
| 321 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 322 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 323 | |
Aron Virginas-Tar | e80ebd1 | 2019-10-17 16:11:54 +0100 | [diff] [blame] | 324 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Comparison); |
| 325 | auto fbDescriptor = serializer::CreateComparisonDescriptor( |
| 326 | m_flatBufferBuilder, |
| 327 | GetFlatBufferComparisonOperation(descriptor.m_Operation)); |
| 328 | |
| 329 | auto fbLayer = serializer::CreateComparisonLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 330 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_ComparisonLayer); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 331 | } |
| 332 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 333 | // Build FlatBuffer for Constant Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 334 | void SerializerStrategy::SerializeConstantLayer(const armnn::IConnectableLayer* layer, |
| 335 | const std::vector<armnn::ConstTensor>& constants, |
| 336 | const char* name) |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 337 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 338 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 339 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 340 | armnn::ConstTensor input = constants[0]; |
| 341 | |
Conor Kennedy | 7627788 | 2019-02-26 08:29:54 +0000 | [diff] [blame] | 342 | // Create FlatBuffer BaseLayer |
| 343 | auto flatBufferConstantBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Constant); |
| 344 | |
| 345 | auto flatBufferConstTensorInfo = CreateConstTensorInfo(input); |
| 346 | |
| 347 | // Create the FlatBuffer ConstantLayer |
| 348 | auto flatBufferLayer = CreateConstantLayer(m_flatBufferBuilder, |
| 349 | flatBufferConstantBaseLayer, |
| 350 | flatBufferConstTensorInfo); |
| 351 | |
| 352 | // Add the AnyLayer to the FlatBufferLayers |
| 353 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConstantLayer); |
| 354 | } |
| 355 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 356 | // Build FlatBuffer for Convolution2dLayer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 357 | void SerializerStrategy::SerializeConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 358 | const armnn::Convolution2dDescriptor& descriptor, |
| 359 | const std::vector<armnn::ConstTensor>& constants, |
| 360 | const char* name) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 361 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 362 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 363 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 364 | const armnn::ConstTensor weights = constants[0]; |
| 365 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 366 | // Create FlatBuffer BaseLayer |
| 367 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 368 | |
| 369 | auto flatBufferDescriptor = CreateConvolution2dDescriptor(m_flatBufferBuilder, |
| 370 | descriptor.m_PadLeft, |
| 371 | descriptor.m_PadRight, |
| 372 | descriptor.m_PadTop, |
| 373 | descriptor.m_PadBottom, |
| 374 | descriptor.m_StrideX, |
| 375 | descriptor.m_StrideY, |
Matthew Bentham | acad04e | 2019-05-13 10:02:45 +0100 | [diff] [blame] | 376 | descriptor.m_DilationX, |
| 377 | descriptor.m_DilationY, |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 378 | descriptor.m_BiasEnabled, |
| 379 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 380 | auto flatBufferWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 381 | flatbuffers::Offset<serializer::ConstTensor> flatBufferBiasesConstTensorInfo; |
| 382 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 383 | if (constants.size() > 1) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 384 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 385 | const armnn::ConstTensor biases = constants[1]; |
| 386 | flatBufferBiasesConstTensorInfo = CreateConstTensorInfo(biases); |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 387 | } |
| 388 | |
| 389 | // Create the FlatBuffer Convolution2dLayer |
| 390 | auto flatBufferLayer = CreateConvolution2dLayer(m_flatBufferBuilder, |
| 391 | flatBufferBaseLayer, |
| 392 | flatBufferDescriptor, |
| 393 | flatBufferWeightsConstTensorInfo, |
| 394 | flatBufferBiasesConstTensorInfo); |
| 395 | |
| 396 | // Add the AnyLayer to the FlatBufferLayers |
| 397 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_Convolution2dLayer); |
| 398 | } |
| 399 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 400 | void SerializerStrategy::SerializeDepthToSpaceLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 401 | const armnn::DepthToSpaceDescriptor& descriptor, |
| 402 | const char* name) |
| 403 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 404 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 405 | |
Aron Virginas-Tar | da9d2d3 | 2019-09-20 10:42:02 +0100 | [diff] [blame] | 406 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthToSpace); |
| 407 | auto fbDescriptor = CreateDepthToSpaceDescriptor(m_flatBufferBuilder, |
| 408 | descriptor.m_BlockSize, |
| 409 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 410 | |
| 411 | auto fbLayer = serializer::CreateDepthToSpaceLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 412 | |
| 413 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_DepthToSpaceLayer); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 414 | } |
| 415 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 416 | void SerializerStrategy::SerializeDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer, |
| 417 | const armnn::DepthwiseConvolution2dDescriptor& descriptor, |
| 418 | const std::vector<armnn::ConstTensor>& constants, |
| 419 | const char* name) |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 420 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 421 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 422 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 423 | const armnn::ConstTensor& weights = constants[0]; |
| 424 | |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 425 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DepthwiseConvolution2d); |
| 426 | auto fbDescriptor = CreateDepthwiseConvolution2dDescriptor(m_flatBufferBuilder, |
| 427 | descriptor.m_PadLeft, |
| 428 | descriptor.m_PadRight, |
| 429 | descriptor.m_PadTop, |
| 430 | descriptor.m_PadBottom, |
| 431 | descriptor.m_StrideX, |
| 432 | descriptor.m_StrideY, |
Matthew Bentham | acad04e | 2019-05-13 10:02:45 +0100 | [diff] [blame] | 433 | descriptor.m_DilationX, |
| 434 | descriptor.m_DilationY, |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 435 | descriptor.m_BiasEnabled, |
| 436 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 437 | |
| 438 | flatbuffers::Offset<serializer::ConstTensor> fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 439 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 440 | |
| 441 | if (constants.size() > 1) |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 442 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 443 | const armnn::ConstTensor& biases = constants[1]; |
| 444 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases); |
Aron Virginas-Tar | c04125f | 2019-02-19 16:31:08 +0000 | [diff] [blame] | 445 | } |
| 446 | |
| 447 | auto flatBufferLayer = CreateDepthwiseConvolution2dLayer(m_flatBufferBuilder, |
| 448 | fbBaseLayer, |
| 449 | fbDescriptor, |
| 450 | fbWeightsConstTensorInfo, |
| 451 | fbBiasesConstTensorInfo); |
| 452 | |
| 453 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DepthwiseConvolution2dLayer); |
| 454 | } |
| 455 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 456 | void SerializerStrategy::SerializeDequantizeLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 457 | const char* name) |
| 458 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 459 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 460 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 461 | auto fbDequantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Dequantize); |
| 462 | auto fbDequantizeLayer = serializer::CreateDequantizeLayer(m_flatBufferBuilder, fbDequantizeBaseLayer); |
| 463 | |
| 464 | CreateAnyLayer(fbDequantizeLayer.o, serializer::Layer::Layer_DequantizeLayer); |
| 465 | } |
| 466 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 467 | void SerializerStrategy::SerializeDetectionPostProcessLayer(const armnn::IConnectableLayer* layer, |
| 468 | const armnn::DetectionPostProcessDescriptor& descriptor, |
| 469 | const std::vector<armnn::ConstTensor>& constants, |
| 470 | const char* name) |
Nattapat Chaimanowong | 3e14a9d | 2019-03-18 12:37:06 +0000 | [diff] [blame] | 471 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 472 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 473 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 474 | const armnn::ConstTensor& anchors = constants[0]; |
| 475 | |
Nattapat Chaimanowong | 3e14a9d | 2019-03-18 12:37:06 +0000 | [diff] [blame] | 476 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_DetectionPostProcess); |
| 477 | auto fbDescriptor = CreateDetectionPostProcessDescriptor(m_flatBufferBuilder, |
| 478 | descriptor.m_MaxDetections, |
| 479 | descriptor.m_MaxClassesPerDetection, |
| 480 | descriptor.m_DetectionsPerClass, |
| 481 | descriptor.m_NmsScoreThreshold, |
| 482 | descriptor.m_NmsIouThreshold, |
| 483 | descriptor.m_NumClasses, |
| 484 | descriptor.m_UseRegularNms, |
| 485 | descriptor.m_ScaleX, |
| 486 | descriptor.m_ScaleY, |
| 487 | descriptor.m_ScaleW, |
| 488 | descriptor.m_ScaleH); |
| 489 | |
| 490 | flatbuffers::Offset<serializer::ConstTensor> fbAnchorsConstTensorInfo = CreateConstTensorInfo(anchors); |
| 491 | |
| 492 | auto flatBufferLayer = CreateDetectionPostProcessLayer(m_flatBufferBuilder, |
| 493 | fbBaseLayer, |
| 494 | fbDescriptor, |
| 495 | fbAnchorsConstTensorInfo); |
| 496 | |
| 497 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DetectionPostProcessLayer); |
| 498 | } |
| 499 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 500 | void SerializerStrategy::SerializeDivisionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 501 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 502 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 503 | |
Aron Virginas-Tar | 0fe3245 | 2019-02-28 13:12:47 +0000 | [diff] [blame] | 504 | auto fbDivisionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Division); |
| 505 | auto fbDivisionLayer = serializer::CreateDivisionLayer(m_flatBufferBuilder, fbDivisionBaseLayer); |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 506 | |
Aron Virginas-Tar | 0fe3245 | 2019-02-28 13:12:47 +0000 | [diff] [blame] | 507 | CreateAnyLayer(fbDivisionLayer.o, serializer::Layer::Layer_DivisionLayer); |
| 508 | } |
Éanna Ó Catháin | 5888589 | 2019-02-27 16:16:39 +0000 | [diff] [blame] | 509 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 510 | void SerializerStrategy::SerializeElementwiseUnaryLayer(const armnn::IConnectableLayer* layer, |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 511 | const armnn::ElementwiseUnaryDescriptor& descriptor, |
| 512 | const char* name) |
| 513 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 514 | IgnoreUnused(name); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 515 | |
| 516 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ElementwiseUnary); |
| 517 | auto fbDescriptor = serializer::CreateElementwiseUnaryDescriptor( |
| 518 | m_flatBufferBuilder, |
| 519 | GetFlatBufferUnaryOperation(descriptor.m_Operation)); |
| 520 | |
| 521 | auto fbLayer = serializer::CreateElementwiseUnaryLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 522 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_ElementwiseUnaryLayer); |
| 523 | } |
| 524 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 525 | void SerializerStrategy::SerializeEqualLayer(const armnn::IConnectableLayer* layer, const char* name) |
Aron Virginas-Tar | 377351e | 2019-02-27 14:42:31 +0000 | [diff] [blame] | 526 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 527 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 528 | |
Aron Virginas-Tar | 377351e | 2019-02-27 14:42:31 +0000 | [diff] [blame] | 529 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Equal); |
| 530 | auto fbEqualLayer = serializer::CreateEqualLayer(m_flatBufferBuilder, fbBaseLayer); |
| 531 | |
| 532 | CreateAnyLayer(fbEqualLayer.o, serializer::Layer::Layer_EqualLayer); |
| 533 | } |
| 534 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 535 | void SerializerStrategy::SerializeFillLayer(const armnn::IConnectableLayer* layer, |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 536 | const armnn::FillDescriptor& fillDescriptor, |
| 537 | const char* name) |
| 538 | { |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 539 | IgnoreUnused(name); |
Keith Davis | 300ad56 | 2020-06-04 16:34:23 +0100 | [diff] [blame] | 540 | |
| 541 | auto fbFillBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Fill); |
| 542 | |
| 543 | auto fbDescriptor = serializer::CreateFillDescriptor(m_flatBufferBuilder, fillDescriptor.m_Value); |
| 544 | |
| 545 | auto fbFillLayer = serializer::CreateFillLayer(m_flatBufferBuilder, fbFillBaseLayer, fbDescriptor); |
| 546 | |
| 547 | CreateAnyLayer(fbFillLayer.o, serializer::Layer::Layer_FillLayer); |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 548 | } |
| 549 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 550 | void SerializerStrategy::SerializeFloorLayer(const armnn::IConnectableLayer *layer, const char *name) |
Finn Williams | dd2ba7e | 2019-03-01 11:51:52 +0000 | [diff] [blame] | 551 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 552 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 553 | |
Finn Williams | dd2ba7e | 2019-03-01 11:51:52 +0000 | [diff] [blame] | 554 | auto flatBufferFloorBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Floor); |
| 555 | auto flatBufferFloorLayer = serializer::CreateFloorLayer(m_flatBufferBuilder, flatBufferFloorBaseLayer); |
| 556 | |
| 557 | CreateAnyLayer(flatBufferFloorLayer.o, serializer::Layer::Layer_FloorLayer); |
| 558 | } |
| 559 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 560 | void SerializerStrategy::SerializeGatherLayer(const armnn::IConnectableLayer* layer, |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 561 | const armnn::GatherDescriptor& gatherDescriptor, |
| 562 | const char* name) |
Saoirse Stewart | a1ed73a | 2019-03-04 13:40:12 +0000 | [diff] [blame] | 563 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 564 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 565 | |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 566 | auto fbGatherDescriptor = CreateGatherDescriptor(m_flatBufferBuilder, |
| 567 | gatherDescriptor.m_Axis); |
Matteo Martincigh | f81edaa | 2019-03-04 14:34:30 +0000 | [diff] [blame] | 568 | auto fbGatherBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Gather); |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 569 | auto flatBufferLayer = serializer::CreateGatherLayer(m_flatBufferBuilder, fbGatherBaseLayer, fbGatherDescriptor); |
Saoirse Stewart | a1ed73a | 2019-03-04 13:40:12 +0000 | [diff] [blame] | 570 | |
| 571 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_GatherLayer); |
| 572 | } |
| 573 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 574 | |
| 575 | void SerializerStrategy::SerializeGreaterLayer(const armnn::IConnectableLayer* layer, const char* name) |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 576 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 577 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 578 | |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 579 | auto fbGreaterBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Greater); |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 580 | auto fbGreaterLayer = serializer::CreateGreaterLayer(m_flatBufferBuilder, fbGreaterBaseLayer); |
Conor Kennedy | 79ffdf5 | 2019-03-01 14:24:54 +0000 | [diff] [blame] | 581 | |
| 582 | CreateAnyLayer(fbGreaterLayer.o, serializer::Layer::Layer_GreaterLayer); |
| 583 | } |
| 584 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 585 | void SerializerStrategy::SerializeInstanceNormalizationLayer( |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 586 | const armnn::IConnectableLayer* layer, |
| 587 | const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor, |
| 588 | const char* name) |
| 589 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 590 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 591 | |
Aron Virginas-Tar | 781ced9 | 2019-10-03 11:15:39 +0100 | [diff] [blame] | 592 | auto fbDescriptor = serializer::CreateInstanceNormalizationDescriptor( |
| 593 | m_flatBufferBuilder, |
| 594 | instanceNormalizationDescriptor.m_Gamma, |
| 595 | instanceNormalizationDescriptor.m_Beta, |
| 596 | instanceNormalizationDescriptor.m_Eps, |
| 597 | GetFlatBufferDataLayout(instanceNormalizationDescriptor.m_DataLayout)); |
| 598 | |
| 599 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_InstanceNormalization); |
| 600 | auto fbLayer = serializer::CreateInstanceNormalizationLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 601 | |
| 602 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_InstanceNormalizationLayer); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 603 | } |
| 604 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 605 | void SerializerStrategy::SerializeL2NormalizationLayer(const armnn::IConnectableLayer* layer, |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 606 | const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor, |
| 607 | const char* name) |
| 608 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 609 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 610 | |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 611 | // Create FlatBuffer BaseLayer |
| 612 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_L2Normalization); |
| 613 | |
| 614 | // Create the FlatBuffer L2Normalization Descriptor |
| 615 | auto fbDescriptor = serializer::CreateL2NormalizationDescriptor( |
Ferran Balaguer | 0dcffec | 2019-06-18 16:25:06 +0100 | [diff] [blame] | 616 | m_flatBufferBuilder, |
| 617 | GetFlatBufferDataLayout(l2NormalizationDescriptor.m_DataLayout), |
| 618 | l2NormalizationDescriptor.m_Eps); |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 619 | |
Ferran Balaguer | 0dcffec | 2019-06-18 16:25:06 +0100 | [diff] [blame] | 620 | // Create FlatBuffer layer |
Narumol Prangnawarat | 495701f | 2019-03-07 17:31:34 +0000 | [diff] [blame] | 621 | auto fbLayer = serializer::CreateL2NormalizationLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 622 | |
| 623 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_L2NormalizationLayer); |
| 624 | } |
| 625 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 626 | void SerializerStrategy::SerializeLogicalBinaryLayer(const armnn::IConnectableLayer* layer, |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 627 | const armnn::LogicalBinaryDescriptor& descriptor, |
| 628 | const char* name) |
| 629 | { |
| 630 | IgnoreUnused(name); |
| 631 | |
| 632 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_LogicalBinary); |
| 633 | auto fbDescriptor = serializer::CreateLogicalBinaryDescriptor( |
| 634 | m_flatBufferBuilder, |
| 635 | GetFlatBufferLogicalBinaryOperation(descriptor.m_Operation)); |
| 636 | |
| 637 | auto fbLayer = serializer::CreateLogicalBinaryLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 638 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_LogicalBinaryLayer); |
| 639 | } |
| 640 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 641 | void SerializerStrategy::SerializeLogSoftmaxLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 642 | const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor, |
| 643 | const char* name) |
| 644 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 645 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 646 | |
Sadik Armagan | 2625785 | 2019-10-14 13:00:47 +0100 | [diff] [blame] | 647 | // Create FlatBuffer BaseLayer |
| 648 | auto flatBufferLogSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_LogSoftmax); |
| 649 | |
| 650 | // Create the FlatBuffer LogSoftmaxDescriptor |
| 651 | auto flatBufferLogSoftmaxDesc = |
| 652 | serializer::CreateLogSoftmaxDescriptor(m_flatBufferBuilder, |
| 653 | logSoftmaxDescriptor.m_Beta, |
| 654 | logSoftmaxDescriptor.m_Axis); |
| 655 | |
| 656 | // Create the FlatBuffer LogSoftmaxLayer |
| 657 | auto flatBufferLogSoftmaxLayer = |
| 658 | serializer::CreateLogSoftmaxLayer(m_flatBufferBuilder, |
| 659 | flatBufferLogSoftmaxBaseLayer, |
| 660 | flatBufferLogSoftmaxDesc); |
| 661 | |
| 662 | CreateAnyLayer(flatBufferLogSoftmaxLayer.o, serializer::Layer::Layer_LogSoftmaxLayer); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 663 | } |
| 664 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 665 | void SerializerStrategy::SerializeLstmLayer(const armnn::IConnectableLayer* layer, |
| 666 | const armnn::LstmDescriptor& descriptor, |
| 667 | const std::vector<armnn::ConstTensor>& constants, |
| 668 | const char* name) |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 669 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 670 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 671 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 672 | auto fbLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Lstm); |
| 673 | |
| 674 | auto fbLstmDescriptor = serializer::CreateLstmDescriptor( |
| 675 | m_flatBufferBuilder, |
| 676 | descriptor.m_ActivationFunc, |
| 677 | descriptor.m_ClippingThresCell, |
| 678 | descriptor.m_ClippingThresProj, |
| 679 | descriptor.m_CifgEnabled, |
| 680 | descriptor.m_PeepholeEnabled, |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 681 | descriptor.m_ProjectionEnabled, |
| 682 | descriptor.m_LayerNormEnabled); |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 683 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 684 | // Index for constants vector |
| 685 | std::size_t i = 0; |
| 686 | |
| 687 | // Get mandatory/basic input parameters |
| 688 | auto inputToForgetWeights = CreateConstTensorInfo(constants[i++]); //InputToForgetWeights |
| 689 | auto inputToCellWeights = CreateConstTensorInfo(constants[i++]); //InputToCellWeights |
| 690 | auto inputToOutputWeights = CreateConstTensorInfo(constants[i++]); //InputToOutputWeights |
| 691 | auto recurrentToForgetWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToForgetWeights |
| 692 | auto recurrentToCellWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToCellWeights |
| 693 | auto recurrentToOutputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToOutputWeights |
| 694 | auto forgetGateBias = CreateConstTensorInfo(constants[i++]); //ForgetGateBias |
| 695 | auto cellBias = CreateConstTensorInfo(constants[i++]); //CellBias |
| 696 | auto outputGateBias = CreateConstTensorInfo(constants[i++]); //OutputGateBias |
| 697 | |
| 698 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 699 | |
| 700 | //Define optional parameters, these will be set depending on configuration in Lstm descriptor |
| 701 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 702 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 703 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 704 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 705 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 706 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 707 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 708 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 709 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 710 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 711 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 712 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 713 | |
| 714 | if (!descriptor.m_CifgEnabled) |
| 715 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 716 | inputToInputWeights = CreateConstTensorInfo(constants[i++]); //InputToInputWeights |
| 717 | recurrentToInputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToInputWeights |
| 718 | inputGateBias = CreateConstTensorInfo(constants[i++]); //InputGateBias |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 719 | } |
| 720 | |
| 721 | if (descriptor.m_PeepholeEnabled) |
| 722 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 723 | if (!descriptor.m_CifgEnabled) |
| 724 | { |
| 725 | cellToInputWeights = CreateConstTensorInfo(constants[i++]); //CellToInputWeights |
| 726 | } |
| 727 | cellToForgetWeights = CreateConstTensorInfo(constants[i++]); //CellToForgetWeights |
| 728 | cellToOutputWeights = CreateConstTensorInfo(constants[i++]); //CellToOutputWeights |
| 729 | } |
| 730 | |
| 731 | if (descriptor.m_ProjectionEnabled) |
| 732 | { |
| 733 | projectionWeights = CreateConstTensorInfo(constants[i++]); //ProjectionWeights |
| 734 | projectionBias = CreateConstTensorInfo(constants[i++]); //ProjectionBias |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 735 | } |
| 736 | |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 737 | if (descriptor.m_LayerNormEnabled) |
| 738 | { |
| 739 | if (!descriptor.m_CifgEnabled) |
| 740 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 741 | inputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //InputLayerNormWeights |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 742 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 743 | forgetLayerNormWeights = CreateConstTensorInfo(constants[i++]); //ForgetLayerNormWeights |
| 744 | cellLayerNormWeights = CreateConstTensorInfo(constants[i++]); //CellLayerNormWeights |
| 745 | outputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //OutputLayerNormWeights |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 746 | } |
| 747 | |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 748 | auto fbLstmParams = serializer::CreateLstmInputParams( |
| 749 | m_flatBufferBuilder, |
| 750 | inputToForgetWeights, |
| 751 | inputToCellWeights, |
| 752 | inputToOutputWeights, |
| 753 | recurrentToForgetWeights, |
| 754 | recurrentToCellWeights, |
| 755 | recurrentToOutputWeights, |
| 756 | forgetGateBias, |
| 757 | cellBias, |
| 758 | outputGateBias, |
| 759 | inputToInputWeights, |
| 760 | recurrentToInputWeights, |
| 761 | cellToInputWeights, |
| 762 | inputGateBias, |
| 763 | projectionWeights, |
| 764 | projectionBias, |
| 765 | cellToForgetWeights, |
Jan Eilers | f8c6297 | 2019-07-17 11:07:49 +0100 | [diff] [blame] | 766 | cellToOutputWeights, |
| 767 | inputLayerNormWeights, |
| 768 | forgetLayerNormWeights, |
| 769 | cellLayerNormWeights, |
| 770 | outputLayerNormWeights); |
Jim Flynn | 11af375 | 2019-03-19 17:22:29 +0000 | [diff] [blame] | 771 | |
| 772 | auto fbLstmLayer = serializer::CreateLstmLayer( |
| 773 | m_flatBufferBuilder, |
| 774 | fbLstmBaseLayer, |
| 775 | fbLstmDescriptor, |
| 776 | fbLstmParams); |
| 777 | |
| 778 | CreateAnyLayer(fbLstmLayer.o, serializer::Layer::Layer_LstmLayer); |
| 779 | } |
| 780 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 781 | void SerializerStrategy::SerializeMaximumLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 782 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 783 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 784 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 785 | auto fbMaximumBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Maximum); |
| 786 | auto fbMaximumLayer = serializer::CreateMaximumLayer(m_flatBufferBuilder, fbMaximumBaseLayer); |
| 787 | |
| 788 | CreateAnyLayer(fbMaximumLayer.o, serializer::Layer::Layer_MaximumLayer); |
| 789 | } |
| 790 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 791 | void SerializerStrategy::SerializeMeanLayer(const armnn::IConnectableLayer* layer, |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 792 | const armnn::MeanDescriptor& descriptor, |
| 793 | const char* name) |
| 794 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 795 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 796 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 797 | auto fbMeanBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Mean); |
| 798 | auto fbMeanDescriptor = serializer::CreateMeanDescriptor(m_flatBufferBuilder, |
| 799 | m_flatBufferBuilder.CreateVector(descriptor.m_Axis), |
| 800 | descriptor.m_KeepDims); |
| 801 | |
| 802 | auto fbMeanLayer = serializer::CreateMeanLayer(m_flatBufferBuilder, |
| 803 | fbMeanBaseLayer, |
| 804 | fbMeanDescriptor); |
| 805 | |
| 806 | CreateAnyLayer(fbMeanLayer.o, serializer::Layer::Layer_MeanLayer); |
| 807 | } |
| 808 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 809 | void SerializerStrategy::SerializeMinimumLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 810 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 811 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 812 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 813 | auto fbMinimumBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Minimum); |
| 814 | auto fbMinimumLayer = serializer::CreateMinimumLayer(m_flatBufferBuilder, fbMinimumBaseLayer); |
| 815 | |
| 816 | CreateAnyLayer(fbMinimumLayer.o, serializer::Layer::Layer_MinimumLayer); |
| 817 | } |
| 818 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 819 | void SerializerStrategy::SerializeMergeLayer(const armnn::IConnectableLayer* layer, const char* name) |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 820 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 821 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 822 | |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 823 | auto fbMergeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Merge); |
| 824 | auto fbMergeLayer = serializer::CreateMergeLayer(m_flatBufferBuilder, fbMergeBaseLayer); |
| 825 | |
| 826 | CreateAnyLayer(fbMergeLayer.o, serializer::Layer::Layer_MergeLayer); |
| 827 | } |
| 828 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 829 | void SerializerStrategy::SerializeMergerLayer(const armnn::IConnectableLayer* layer, |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 830 | const armnn::MergerDescriptor& mergerDescriptor, |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 831 | const char* name) |
| 832 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 833 | SerializeConcatLayer(layer, mergerDescriptor, name); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 834 | } |
| 835 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 836 | void SerializerStrategy::SerializeConcatLayer(const armnn::IConnectableLayer* layer, |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 837 | const armnn::ConcatDescriptor& concatDescriptor, |
| 838 | const char* name) |
| 839 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 840 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 841 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 842 | auto flatBufferConcatBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Concat); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 843 | |
| 844 | std::vector<flatbuffers::Offset<UintVector>> views; |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 845 | for (unsigned int v = 0; v < concatDescriptor.GetNumViews(); ++v) |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 846 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 847 | const uint32_t* origin = concatDescriptor.GetViewOrigin(v); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 848 | std::vector<uint32_t> origins; |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 849 | for (unsigned int d = 0; d < concatDescriptor.GetNumDimensions(); ++d) |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 850 | { |
| 851 | origins.push_back(origin[d]); |
| 852 | } |
| 853 | auto view = m_flatBufferBuilder.CreateVector(origins); |
| 854 | auto uintVector = CreateUintVector(m_flatBufferBuilder, view); |
| 855 | views.push_back(uintVector); |
| 856 | } |
| 857 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 858 | auto flatBufferConcatDescriptor = CreateOriginsDescriptor(m_flatBufferBuilder, |
| 859 | concatDescriptor.GetConcatAxis(), |
| 860 | concatDescriptor.GetNumViews(), |
| 861 | concatDescriptor.GetNumDimensions(), |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 862 | m_flatBufferBuilder.CreateVector(views)); |
| 863 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 864 | auto flatBufferLayer = CreateConcatLayer(m_flatBufferBuilder, |
| 865 | flatBufferConcatBaseLayer, |
| 866 | flatBufferConcatDescriptor); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 867 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 868 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ConcatLayer); |
Jim Flynn | ac25a1b | 2019-02-28 10:40:49 +0000 | [diff] [blame] | 869 | } |
| 870 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 871 | void SerializerStrategy::SerializeMultiplicationLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 872 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 873 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 874 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 875 | auto fbMultiplicationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Multiplication); |
| 876 | auto fbMultiplicationLayer = serializer::CreateMultiplicationLayer(m_flatBufferBuilder, |
| 877 | fbMultiplicationBaseLayer); |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 878 | |
Sadik Armagan | ac97c8c | 2019-03-04 17:44:21 +0000 | [diff] [blame] | 879 | CreateAnyLayer(fbMultiplicationLayer.o, serializer::Layer::Layer_MultiplicationLayer); |
Sadik Armagan | 5f45027 | 2019-02-12 14:31:45 +0000 | [diff] [blame] | 880 | } |
| 881 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 882 | void SerializerStrategy::SerializePadLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 883 | const armnn::PadDescriptor& padDescriptor, |
| 884 | const char* name) |
| 885 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 886 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 887 | |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 888 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pad); |
| 889 | |
| 890 | std::vector<unsigned int> padList; |
| 891 | for (auto& p: padDescriptor.m_PadList) |
| 892 | { |
| 893 | padList.push_back(p.first); |
| 894 | padList.push_back(p.second); |
| 895 | } |
| 896 | |
| 897 | auto flatBufferPadDesc = serializer::CreatePadDescriptor(m_flatBufferBuilder, |
David Monahan | 3475781 | 2019-06-19 11:47:21 +0100 | [diff] [blame] | 898 | m_flatBufferBuilder.CreateVector(padList), |
Aron Virginas-Tar | f356905 | 2019-07-05 16:01:08 +0100 | [diff] [blame] | 899 | padDescriptor.m_PadValue); |
Nattapat Chaimanowong | ebb0f9c | 2019-03-01 12:14:06 +0000 | [diff] [blame] | 900 | |
| 901 | auto flatBufferPadLayer = serializer::CreatePadLayer(m_flatBufferBuilder, |
| 902 | flatBufferBaseLayer, |
| 903 | flatBufferPadDesc); |
| 904 | |
| 905 | CreateAnyLayer(flatBufferPadLayer.o, serializer::Layer::Layer_PadLayer); |
| 906 | } |
| 907 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 908 | void SerializerStrategy::SerializePermuteLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 909 | const armnn::PermuteDescriptor& permuteDescriptor, |
| 910 | const char* name) |
| 911 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 912 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 913 | |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 914 | // Create FlatBuffer BaseLayer |
| 915 | auto flatBufferPermuteBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Permute); |
| 916 | |
| 917 | std::vector<unsigned int> dimMappings; |
Matthew Jackson | dba634f | 2019-08-15 15:14:18 +0100 | [diff] [blame] | 918 | for (unsigned int i=0; i<permuteDescriptor.m_DimMappings.GetSize(); ++i) |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 919 | { |
Matthew Jackson | dba634f | 2019-08-15 15:14:18 +0100 | [diff] [blame] | 920 | dimMappings.push_back(permuteDescriptor.m_DimMappings[i]); |
Nattapat Chaimanowong | 30b0020 | 2019-02-20 17:31:34 +0000 | [diff] [blame] | 921 | } |
| 922 | |
| 923 | auto flatBufferPermuteDesc = serializer::CreatePermuteDescriptor(m_flatBufferBuilder, |
| 924 | m_flatBufferBuilder.CreateVector(dimMappings)); |
| 925 | |
| 926 | // Create the FlatBuffer PermuteLayer |
| 927 | auto flatBufferPermuteLayer = serializer::CreatePermuteLayer(m_flatBufferBuilder, |
| 928 | flatBufferPermuteBaseLayer, |
| 929 | flatBufferPermuteDesc); |
| 930 | |
| 931 | // Add the AnyLayer to the FlatBufferLayers |
| 932 | CreateAnyLayer(flatBufferPermuteLayer.o, serializer::Layer::Layer_PermuteLayer); |
| 933 | } |
| 934 | |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 935 | // Build FlatBuffer for Rank Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 936 | void SerializerStrategy::SerializeRankLayer(const armnn::IConnectableLayer* layer, |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 937 | const char* name) |
| 938 | { |
| 939 | IgnoreUnused(name); |
| 940 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Rank); |
| 941 | auto flatBufferRankLayer = serializer::CreateRankLayer(m_flatBufferBuilder, flatBufferBaseLayer); |
| 942 | |
| 943 | CreateAnyLayer(flatBufferRankLayer.o, serializer::Layer::Layer_RankLayer); |
| 944 | } |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 945 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 946 | void SerializerStrategy::SerializeReduceLayer(const armnn::IConnectableLayer* layer, |
| 947 | const armnn::ReduceDescriptor& reduceDescriptor, |
| 948 | const char*) |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 949 | { |
| 950 | auto fbReduceBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Reduce); |
| 951 | auto fbDescriptor = CreateReduceDescriptor(m_flatBufferBuilder, |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 952 | reduceDescriptor.m_KeepDims, |
| 953 | m_flatBufferBuilder.CreateVector(reduceDescriptor.m_vAxis), |
| 954 | GetFlatBufferReduceOperation(reduceDescriptor.m_ReduceOperation)); |
| 955 | auto fbReduceLayer = serializer::CreateReduceLayer(m_flatBufferBuilder, |
| 956 | fbReduceBaseLayer, |
| 957 | fbDescriptor); |
| 958 | |
| 959 | CreateAnyLayer(fbReduceLayer.o, serializer::Layer::Layer_ReduceLayer); |
| 960 | } |
| 961 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 962 | // Build FlatBuffer for Reshape Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 963 | void SerializerStrategy::SerializeReshapeLayer(const armnn::IConnectableLayer* layer, |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 964 | const armnn::ReshapeDescriptor& reshapeDescriptor, |
| 965 | const char* name) |
| 966 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 967 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 968 | |
Saoirse Stewart | 263829c | 2019-02-19 15:54:14 +0000 | [diff] [blame] | 969 | // Create FlatBuffer BaseLayer |
| 970 | auto flatBufferReshapeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Reshape); |
| 971 | |
| 972 | std::vector<unsigned int> targetShape; |
| 973 | for (unsigned int i =0; i < reshapeDescriptor.m_TargetShape.GetNumDimensions(); i++) |
| 974 | { |
| 975 | targetShape.push_back(reshapeDescriptor.m_TargetShape[i]); |
| 976 | } |
| 977 | |
| 978 | auto flatBufferReshapeDesc = serializer::CreateReshapeDescriptor(m_flatBufferBuilder, |
| 979 | m_flatBufferBuilder.CreateVector(targetShape)); |
| 980 | |
| 981 | // Create the FlatBuffer ReshapeLayer |
| 982 | auto flatBufferReshapeLayer = serializer::CreateReshapeLayer(m_flatBufferBuilder, flatBufferReshapeBaseLayer, |
| 983 | flatBufferReshapeDesc); |
| 984 | |
| 985 | // Add the AnyLayer to the FlatBufferLayers |
| 986 | CreateAnyLayer(flatBufferReshapeLayer.o, serializer::Layer::Layer_ReshapeLayer); |
| 987 | } |
| 988 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 989 | void SerializerStrategy::SerializeResizeBilinearLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | 6522cdc | 2019-03-01 16:14:13 +0000 | [diff] [blame] | 990 | const armnn::ResizeBilinearDescriptor& resizeDescriptor, |
| 991 | const char* name) |
| 992 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 993 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 994 | |
Nattapat Chaimanowong | 6522cdc | 2019-03-01 16:14:13 +0000 | [diff] [blame] | 995 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_ResizeBilinear); |
| 996 | |
| 997 | auto flatBufferDescriptor = |
| 998 | CreateResizeBilinearDescriptor(m_flatBufferBuilder, |
| 999 | resizeDescriptor.m_TargetWidth, |
| 1000 | resizeDescriptor.m_TargetHeight, |
David Monahan | 4a0c9b9 | 2020-05-30 09:48:39 +0100 | [diff] [blame] | 1001 | GetFlatBufferDataLayout(resizeDescriptor.m_DataLayout), |
| 1002 | resizeDescriptor.m_AlignCorners, |
| 1003 | resizeDescriptor.m_HalfPixelCenters); |
Nattapat Chaimanowong | 6522cdc | 2019-03-01 16:14:13 +0000 | [diff] [blame] | 1004 | |
| 1005 | auto flatBufferLayer = serializer::CreateResizeBilinearLayer(m_flatBufferBuilder, |
| 1006 | flatBufferBaseLayer, |
| 1007 | flatBufferDescriptor); |
| 1008 | |
| 1009 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ResizeBilinearLayer); |
| 1010 | } |
| 1011 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1012 | void SerializerStrategy::SerializeResizeLayer(const armnn::IConnectableLayer* layer, |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1013 | const armnn::ResizeDescriptor& resizeDescriptor, |
| 1014 | const char* name) |
| 1015 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1016 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1017 | |
FinnWilliamsArm | 6fb339a | 2019-06-28 15:07:10 +0100 | [diff] [blame] | 1018 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Resize); |
| 1019 | |
| 1020 | auto flatBufferDescriptor = |
| 1021 | CreateResizeDescriptor(m_flatBufferBuilder, |
| 1022 | resizeDescriptor.m_TargetHeight, |
| 1023 | resizeDescriptor.m_TargetWidth, |
| 1024 | GetFlatBufferResizeMethod(resizeDescriptor.m_Method), |
David Monahan | 4a0c9b9 | 2020-05-30 09:48:39 +0100 | [diff] [blame] | 1025 | GetFlatBufferDataLayout(resizeDescriptor.m_DataLayout), |
| 1026 | resizeDescriptor.m_AlignCorners, |
| 1027 | resizeDescriptor.m_HalfPixelCenters); |
FinnWilliamsArm | 6fb339a | 2019-06-28 15:07:10 +0100 | [diff] [blame] | 1028 | |
| 1029 | auto flatBufferLayer = serializer::CreateResizeLayer(m_flatBufferBuilder, |
| 1030 | flatBufferBaseLayer, |
| 1031 | flatBufferDescriptor); |
| 1032 | |
| 1033 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_ResizeLayer); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1034 | } |
| 1035 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1036 | void SerializerStrategy::SerializeRsqrtLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | 8b42a38 | 2019-03-01 14:24:49 +0000 | [diff] [blame] | 1037 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1038 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1039 | |
Sadik Armagan | 8b42a38 | 2019-03-01 14:24:49 +0000 | [diff] [blame] | 1040 | auto fbRsqrtBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Rsqrt); |
| 1041 | auto fbRsqrtLayer = serializer::CreateRsqrtLayer(m_flatBufferBuilder, fbRsqrtBaseLayer); |
| 1042 | |
| 1043 | CreateAnyLayer(fbRsqrtLayer.o, serializer::Layer::Layer_RsqrtLayer); |
| 1044 | } |
| 1045 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1046 | void SerializerStrategy::SerializeSliceLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1047 | const armnn::SliceDescriptor& sliceDescriptor, |
| 1048 | const char* name) |
| 1049 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1050 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1051 | |
Aron Virginas-Tar | 2fda80b | 2019-09-18 13:36:52 +0100 | [diff] [blame] | 1052 | auto fbSliceBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Slice); |
| 1053 | auto fbSliceDescriptor = CreateSliceDescriptor(m_flatBufferBuilder, |
| 1054 | m_flatBufferBuilder.CreateVector(sliceDescriptor.m_Begin), |
| 1055 | m_flatBufferBuilder.CreateVector(sliceDescriptor.m_Size)); |
| 1056 | |
| 1057 | auto fbSliceLayer = serializer::CreateSliceLayer(m_flatBufferBuilder, fbSliceBaseLayer, fbSliceDescriptor); |
| 1058 | |
| 1059 | CreateAnyLayer(fbSliceLayer.o, serializer::Layer::Layer_SliceLayer); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1060 | } |
| 1061 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 1062 | // Build FlatBuffer for Softmax Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1063 | void SerializerStrategy::SerializeSoftmaxLayer(const armnn::IConnectableLayer* layer, |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1064 | const armnn::SoftmaxDescriptor& softmaxDescriptor, |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +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 | |
Aron Virginas-Tar | fc413c0 | 2019-02-13 15:41:52 +0000 | [diff] [blame] | 1069 | // Create FlatBuffer BaseLayer |
| 1070 | auto flatBufferSoftmaxBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Softmax); |
| 1071 | |
| 1072 | // Create the FlatBuffer SoftmaxDescriptor |
| 1073 | auto flatBufferSoftmaxDesc = |
| 1074 | serializer::CreateSoftmaxDescriptor(m_flatBufferBuilder, softmaxDescriptor.m_Beta); |
| 1075 | |
| 1076 | // Create the FlatBuffer SoftmaxLayer |
| 1077 | auto flatBufferSoftmaxLayer = |
| 1078 | serializer::CreateSoftmaxLayer(m_flatBufferBuilder, |
| 1079 | flatBufferSoftmaxBaseLayer, |
| 1080 | flatBufferSoftmaxDesc); |
| 1081 | |
| 1082 | CreateAnyLayer(flatBufferSoftmaxLayer.o, serializer::Layer::Layer_SoftmaxLayer); |
| 1083 | } |
| 1084 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1085 | void SerializerStrategy::SerializePooling2dLayer(const armnn::IConnectableLayer* layer, |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1086 | const armnn::Pooling2dDescriptor& pooling2dDescriptor, |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 1087 | const char* name) |
| 1088 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1089 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1090 | |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 1091 | auto fbPooling2dBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Pooling2d); |
| 1092 | auto fbPooling2dDescriptor = serializer::CreatePooling2dDescriptor( |
| 1093 | m_flatBufferBuilder, |
| 1094 | GetFlatBufferPoolingAlgorithm(pooling2dDescriptor.m_PoolType), |
| 1095 | pooling2dDescriptor.m_PadLeft, |
| 1096 | pooling2dDescriptor.m_PadRight, |
| 1097 | pooling2dDescriptor.m_PadTop, |
| 1098 | pooling2dDescriptor.m_PadBottom, |
| 1099 | pooling2dDescriptor.m_PoolWidth, |
| 1100 | pooling2dDescriptor.m_PoolHeight, |
| 1101 | pooling2dDescriptor.m_StrideX, |
| 1102 | pooling2dDescriptor.m_StrideY, |
| 1103 | GetFlatBufferOutputShapeRounding(pooling2dDescriptor.m_OutputShapeRounding), |
| 1104 | GetFlatBufferPaddingMethod(pooling2dDescriptor.m_PaddingMethod), |
| 1105 | GetFlatBufferDataLayout(pooling2dDescriptor.m_DataLayout)); |
| 1106 | |
| 1107 | auto fbPooling2dLayer = serializer::CreatePooling2dLayer(m_flatBufferBuilder, |
| 1108 | fbPooling2dBaseLayer, |
| 1109 | fbPooling2dDescriptor); |
| 1110 | |
| 1111 | CreateAnyLayer(fbPooling2dLayer.o, serializer::Layer::Layer_Pooling2dLayer); |
| 1112 | } |
| 1113 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1114 | void SerializerStrategy::SerializePreluLayer(const armnn::IConnectableLayer* layer, |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1115 | const char* name) |
| 1116 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1117 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1118 | |
Ellen Norris-Thompson | 5198247 | 2019-06-19 11:46:21 +0100 | [diff] [blame] | 1119 | // Create FlatBuffer BaseLayer |
| 1120 | auto flatBufferPreluBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Prelu); |
| 1121 | |
| 1122 | // Create the FlatBuffer AdditionLayer |
| 1123 | auto flatBufferPreluLayer = serializer::CreatePreluLayer(m_flatBufferBuilder, flatBufferPreluBaseLayer); |
| 1124 | |
| 1125 | // Add the AnyLayer to the FlatBufferLayers |
| 1126 | CreateAnyLayer(flatBufferPreluLayer.o, serializer::Layer::Layer_PreluLayer); |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1127 | } |
| 1128 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1129 | void SerializerStrategy::SerializeQuantizeLayer(const armnn::IConnectableLayer *layer, const char *name) |
Derek Lamberti | 87acb27 | 2019-03-27 16:51:31 +0000 | [diff] [blame] | 1130 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1131 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1132 | |
Derek Lamberti | 87acb27 | 2019-03-27 16:51:31 +0000 | [diff] [blame] | 1133 | auto fbQuantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Quantize); |
| 1134 | auto fbQuantizeLayer = serializer::CreateQuantizeLayer(m_flatBufferBuilder, |
| 1135 | fbQuantizeBaseLayer); |
| 1136 | CreateAnyLayer(fbQuantizeLayer.o, serializer::Layer::Layer_QuantizeLayer); |
| 1137 | } |
| 1138 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1139 | // Build FlatBuffer for FullyConnected Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1140 | void SerializerStrategy::SerializeFullyConnectedLayer(const armnn::IConnectableLayer* layer, |
| 1141 | const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1142 | const char*) |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1143 | { |
| 1144 | // Create FlatBuffer BaseLayer |
| 1145 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_FullyConnected); |
| 1146 | |
| 1147 | // Create FlatBuffer FullyConnectedDescriptor |
| 1148 | auto flatBufferDescriptor = |
| 1149 | serializer::CreateFullyConnectedDescriptor(m_flatBufferBuilder, |
| 1150 | fullyConnectedDescriptor.m_BiasEnabled, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1151 | fullyConnectedDescriptor.m_TransposeWeightMatrix, |
| 1152 | fullyConnectedDescriptor.m_ConstantWeights); |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1153 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1154 | // Create FlatBuffer FullyConnectedLayer |
| 1155 | auto flatBufferLayer = serializer::CreateFullyConnectedLayer(m_flatBufferBuilder, |
| 1156 | flatBufferBaseLayer, |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 1157 | flatBufferDescriptor); |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1158 | |
| 1159 | // Add created FullyConnectedLayer to the FlatBufferLayers |
| 1160 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_FullyConnectedLayer); |
| 1161 | } |
| 1162 | |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1163 | // Build FlatBuffer for SpaceToBatchNd Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1164 | void SerializerStrategy::SerializeSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1165 | const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor, |
| 1166 | const char* name) |
| 1167 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1168 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1169 | |
Nattapat Chaimanowong | 4528699 | 2019-02-26 15:53:02 +0000 | [diff] [blame] | 1170 | // Create FlatBuffer BaseLayer |
| 1171 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_SpaceToBatchNd); |
| 1172 | |
| 1173 | std::vector<unsigned int> padList; |
| 1174 | padList.reserve(spaceToBatchNdDescriptor.m_PadList.size()*2); |
| 1175 | for (auto& pad : spaceToBatchNdDescriptor.m_PadList) |
| 1176 | { |
| 1177 | padList.push_back(pad.first); |
| 1178 | padList.push_back(pad.second); |
| 1179 | } |
| 1180 | |
| 1181 | auto flatBufferDescriptor = |
| 1182 | CreateSpaceToBatchNdDescriptor(m_flatBufferBuilder, |
| 1183 | m_flatBufferBuilder.CreateVector(spaceToBatchNdDescriptor.m_BlockShape), |
| 1184 | m_flatBufferBuilder.CreateVector(padList), |
| 1185 | GetFlatBufferDataLayout(spaceToBatchNdDescriptor.m_DataLayout)); |
| 1186 | |
| 1187 | auto flatBufferLayer = serializer::CreateSpaceToBatchNdLayer(m_flatBufferBuilder, |
| 1188 | flatBufferBaseLayer, |
| 1189 | flatBufferDescriptor); |
| 1190 | |
| 1191 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_SpaceToBatchNdLayer); |
| 1192 | } |
| 1193 | |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1194 | // Build FlatBuffer for SpaceToDepthLayer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1195 | void SerializerStrategy::SerializeSpaceToDepthLayer(const armnn::IConnectableLayer* layer, |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1196 | const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor, |
| 1197 | const char* name) |
| 1198 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1199 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1200 | |
Aron Virginas-Tar | aa06714 | 2019-06-11 16:01:44 +0100 | [diff] [blame] | 1201 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_SpaceToDepth); |
| 1202 | auto flatBufferDescriptor = |
| 1203 | CreateSpaceToDepthDescriptor(m_flatBufferBuilder, |
| 1204 | spaceToDepthDescriptor.m_BlockSize, |
| 1205 | GetFlatBufferDataLayout(spaceToDepthDescriptor.m_DataLayout)); |
| 1206 | |
| 1207 | auto flatBufferLayer = serializer::CreateSpaceToDepthLayer(m_flatBufferBuilder, |
| 1208 | flatBufferBaseLayer, |
| 1209 | flatBufferDescriptor); |
| 1210 | |
| 1211 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_SpaceToDepthLayer); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1212 | } |
| 1213 | |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1214 | // Build FlatBuffer for Splitter Layer |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1215 | void SerializerStrategy::SerializeSplitterLayer(const armnn::IConnectableLayer* layer, |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1216 | const armnn::ViewsDescriptor& viewsDescriptor, |
| 1217 | const char* name) |
| 1218 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1219 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1220 | |
Jim Flynn | 18ce338 | 2019-03-08 11:08:30 +0000 | [diff] [blame] | 1221 | // Create FlatBuffer ViewOrigins |
| 1222 | std::vector<flatbuffers::Offset<UintVector>> flatBufferViewOrigins; |
| 1223 | flatBufferViewOrigins.reserve(viewsDescriptor.GetNumViews()); |
| 1224 | |
| 1225 | for(unsigned int vIdx = 0; vIdx < viewsDescriptor.GetNumViews(); ++vIdx) |
| 1226 | { |
| 1227 | std::vector<uint32_t> viewOrigin; |
| 1228 | viewOrigin.reserve(viewsDescriptor.GetNumDimensions()); |
| 1229 | |
| 1230 | // Copy vector |
| 1231 | for(unsigned int dIdx = 0; dIdx < viewsDescriptor.GetNumDimensions(); ++dIdx) |
| 1232 | { |
| 1233 | viewOrigin.push_back(viewsDescriptor.GetViewOrigin(vIdx)[dIdx]); |
| 1234 | } |
| 1235 | |
| 1236 | flatBufferViewOrigins.push_back(CreateUintVector(m_flatBufferBuilder, |
| 1237 | m_flatBufferBuilder.CreateVector(viewOrigin))); |
| 1238 | } |
| 1239 | |
| 1240 | // Create FlatBuffer OriginsDescriptor |
| 1241 | auto flatBufferOriginDescriptor = CreateOriginsDescriptor(m_flatBufferBuilder, |
| 1242 | viewsDescriptor.GetOrigins().GetConcatAxis(), |
| 1243 | viewsDescriptor.GetOrigins().GetNumViews(), |
| 1244 | viewsDescriptor.GetOrigins().GetNumDimensions(), |
| 1245 | m_flatBufferBuilder.CreateVector(flatBufferViewOrigins)); |
| 1246 | |
| 1247 | // Create FlatBuffer ViewOrigins |
| 1248 | std::vector<flatbuffers::Offset<UintVector>> flatBufferViewSizes; |
| 1249 | flatBufferViewSizes.reserve(viewsDescriptor.GetNumViews()); |
| 1250 | |
| 1251 | for(unsigned int vIdx = 0; vIdx < viewsDescriptor.GetNumViews(); ++vIdx) |
| 1252 | { |
| 1253 | std::vector<uint32_t> viewSize; |
| 1254 | viewSize.reserve(viewsDescriptor.GetNumDimensions()); |
| 1255 | |
| 1256 | // Copy vector |
| 1257 | for(unsigned int dIdx = 0; dIdx < viewsDescriptor.GetNumDimensions(); ++dIdx) |
| 1258 | { |
| 1259 | viewSize.push_back(viewsDescriptor.GetViewSizes(vIdx)[dIdx]); |
| 1260 | } |
| 1261 | |
| 1262 | flatBufferViewSizes.push_back(CreateUintVector(m_flatBufferBuilder, |
| 1263 | m_flatBufferBuilder.CreateVector(viewSize))); |
| 1264 | } |
| 1265 | |
| 1266 | // Create FlatBuffer ViewsDescriptor |
| 1267 | auto flatBufferViewsDescriptor = CreateViewsDescriptor(m_flatBufferBuilder, |
| 1268 | flatBufferOriginDescriptor, |
| 1269 | m_flatBufferBuilder.CreateVector(flatBufferViewSizes)); |
| 1270 | |
| 1271 | // Create FlatBuffer BaseLayer |
| 1272 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Splitter); |
| 1273 | |
| 1274 | auto flatBufferSplitterLayer = serializer::CreateSplitterLayer(m_flatBufferBuilder, |
| 1275 | flatBufferBaseLayer, |
| 1276 | flatBufferViewsDescriptor); |
| 1277 | |
| 1278 | CreateAnyLayer(flatBufferSplitterLayer.o, serializer::Layer::Layer_SplitterLayer); |
| 1279 | } |
| 1280 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1281 | void SerializerStrategy::SerializeNormalizationLayer(const armnn::IConnectableLayer* layer, |
Nina Drozd | 5772878 | 2019-02-27 10:53:27 +0000 | [diff] [blame] | 1282 | const armnn::NormalizationDescriptor& descriptor, |
| 1283 | const char* name) |
| 1284 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1285 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1286 | |
Nina Drozd | 5772878 | 2019-02-27 10:53:27 +0000 | [diff] [blame] | 1287 | auto fbNormalizationBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Normalization); |
| 1288 | |
| 1289 | auto fbNormalizationDescriptor = serializer::CreateNormalizationDescriptor( |
| 1290 | m_flatBufferBuilder, |
| 1291 | GetFlatBufferNormalizationAlgorithmChannel(descriptor.m_NormChannelType), |
| 1292 | GetFlatBufferNormalizationAlgorithmMethod(descriptor.m_NormMethodType), |
| 1293 | descriptor.m_NormSize, |
| 1294 | descriptor.m_Alpha, |
| 1295 | descriptor.m_Beta, |
| 1296 | descriptor.m_K, |
| 1297 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 1298 | |
| 1299 | auto flatBufferLayer = serializer::CreateNormalizationLayer(m_flatBufferBuilder, |
| 1300 | fbNormalizationBaseLayer, |
| 1301 | fbNormalizationDescriptor); |
| 1302 | |
| 1303 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_NormalizationLayer); |
| 1304 | } |
| 1305 | |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame] | 1306 | void SerializerStrategy::SerializeShapeLayer(const armnn::IConnectableLayer* layer, |
| 1307 | const char* name) |
| 1308 | { |
| 1309 | IgnoreUnused(name); |
| 1310 | |
| 1311 | auto shapeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Shape); |
| 1312 | auto shapeLayer = serializer::CreateShapeLayer(m_flatBufferBuilder, shapeBaseLayer); |
| 1313 | |
| 1314 | CreateAnyLayer(shapeLayer.o, serializer::Layer::Layer_ShapeLayer); |
| 1315 | } |
| 1316 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1317 | void SerializerStrategy::SerializeStackLayer(const armnn::IConnectableLayer* layer, |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1318 | const armnn::StackDescriptor& stackDescriptor, |
| 1319 | const char* name) |
| 1320 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1321 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1322 | |
Matthew Jackson | b5433ee | 2019-07-11 15:54:20 +0100 | [diff] [blame] | 1323 | auto stackBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Stack); |
| 1324 | |
| 1325 | std::vector<unsigned int> inputShape; |
| 1326 | for (unsigned int i =0; i < stackDescriptor.m_InputShape.GetNumDimensions(); i++) |
| 1327 | { |
| 1328 | inputShape.push_back(stackDescriptor.m_InputShape[i]); |
| 1329 | } |
| 1330 | |
| 1331 | auto flatBufferStackDescriptor = CreateStackDescriptor(m_flatBufferBuilder, |
| 1332 | stackDescriptor.m_Axis, |
| 1333 | stackDescriptor.m_NumInputs, |
| 1334 | m_flatBufferBuilder.CreateVector(inputShape)); |
| 1335 | |
| 1336 | auto stackLayer = serializer::CreateStackLayer(m_flatBufferBuilder, stackBaseLayer, flatBufferStackDescriptor); |
| 1337 | CreateAnyLayer(stackLayer.o, serializer::Layer::Layer_StackLayer); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1338 | } |
| 1339 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1340 | void SerializerStrategy::SerializeStandInLayer(const armnn::IConnectableLayer *layer, |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1341 | const armnn::StandInDescriptor& standInDescriptor, |
| 1342 | const char *name) |
| 1343 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1344 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1345 | |
Aron Virginas-Tar | 85121a2 | 2019-10-23 10:41:35 +0100 | [diff] [blame] | 1346 | auto fbDescriptor = serializer::CreateStandInDescriptor(m_flatBufferBuilder, |
| 1347 | standInDescriptor.m_NumInputs, |
| 1348 | standInDescriptor.m_NumOutputs); |
| 1349 | |
| 1350 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_StandIn); |
| 1351 | auto fbLayer = serializer::CreateStandInLayer(m_flatBufferBuilder, fbBaseLayer, fbDescriptor); |
| 1352 | |
| 1353 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_StandInLayer); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1354 | } |
| 1355 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1356 | void SerializerStrategy::SerializeStridedSliceLayer(const armnn::IConnectableLayer* layer, |
Nattapat Chaimanowong | b348521 | 2019-03-04 12:35:39 +0000 | [diff] [blame] | 1357 | const armnn::StridedSliceDescriptor& stridedSliceDescriptor, |
| 1358 | const char* name) |
| 1359 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1360 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1361 | |
Nattapat Chaimanowong | b348521 | 2019-03-04 12:35:39 +0000 | [diff] [blame] | 1362 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_StridedSlice); |
| 1363 | |
| 1364 | auto flatBufferDescriptor = |
| 1365 | CreateStridedSliceDescriptor(m_flatBufferBuilder, |
| 1366 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_Begin), |
| 1367 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_End), |
| 1368 | m_flatBufferBuilder.CreateVector(stridedSliceDescriptor.m_Stride), |
| 1369 | stridedSliceDescriptor.m_BeginMask, |
| 1370 | stridedSliceDescriptor.m_EndMask, |
| 1371 | stridedSliceDescriptor.m_ShrinkAxisMask, |
| 1372 | stridedSliceDescriptor.m_EllipsisMask, |
| 1373 | stridedSliceDescriptor.m_NewAxisMask, |
| 1374 | GetFlatBufferDataLayout(stridedSliceDescriptor.m_DataLayout)); |
| 1375 | |
| 1376 | auto flatBufferLayer = serializer::CreateStridedSliceLayer(m_flatBufferBuilder, |
| 1377 | flatBufferBaseLayer, |
| 1378 | flatBufferDescriptor); |
| 1379 | |
| 1380 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_StridedSliceLayer); |
| 1381 | } |
| 1382 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1383 | void SerializerStrategy::SerializeSubtractionLayer(const armnn::IConnectableLayer* layer, const char* name) |
Conor Kennedy | da1f975 | 2019-03-01 14:37:12 +0000 | [diff] [blame] | 1384 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1385 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1386 | |
Conor Kennedy | da1f975 | 2019-03-01 14:37:12 +0000 | [diff] [blame] | 1387 | auto fbSubtractionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Subtraction); |
| 1388 | auto fbSubtractionLayer = serializer::CreateSubtractionLayer(m_flatBufferBuilder, fbSubtractionBaseLayer); |
| 1389 | |
| 1390 | CreateAnyLayer(fbSubtractionLayer.o, serializer::Layer::Layer_SubtractionLayer); |
| 1391 | } |
| 1392 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1393 | void SerializerStrategy::SerializeSwitchLayer(const armnn::IConnectableLayer* layer, const char* name) |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1394 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1395 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1396 | |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1397 | auto fbSwitchBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Switch); |
| 1398 | auto fbSwitchLayer = serializer::CreateSwitchLayer(m_flatBufferBuilder, fbSwitchBaseLayer); |
| 1399 | |
| 1400 | CreateAnyLayer(fbSwitchLayer.o, serializer::Layer::Layer_SwitchLayer); |
| 1401 | } |
| 1402 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1403 | void SerializerStrategy::SerializeTransposeConvolution2dLayer( |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1404 | const armnn::IConnectableLayer* layer, |
| 1405 | const armnn::TransposeConvolution2dDescriptor& descriptor, |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1406 | const std::vector<armnn::ConstTensor>& constants, |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1407 | const char* name) |
| 1408 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1409 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1410 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1411 | const armnn::ConstTensor& weights = constants.at(0); |
| 1412 | |
Aron Virginas-Tar | cb54930 | 2019-06-21 13:53:38 +0100 | [diff] [blame] | 1413 | auto fbBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Convolution2d); |
| 1414 | auto fbDescriptor = CreateTransposeConvolution2dDescriptor(m_flatBufferBuilder, |
| 1415 | descriptor.m_PadLeft, |
| 1416 | descriptor.m_PadRight, |
| 1417 | descriptor.m_PadTop, |
| 1418 | descriptor.m_PadBottom, |
| 1419 | descriptor.m_StrideX, |
| 1420 | descriptor.m_StrideY, |
| 1421 | descriptor.m_BiasEnabled, |
| 1422 | GetFlatBufferDataLayout(descriptor.m_DataLayout)); |
| 1423 | |
| 1424 | // weights & biases |
| 1425 | auto fbWeightsConstTensorInfo = CreateConstTensorInfo(weights); |
| 1426 | flatbuffers::Offset<serializer::ConstTensor> fbBiasesConstTensorInfo; |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1427 | if (constants.size() > 1) |
Aron Virginas-Tar | cb54930 | 2019-06-21 13:53:38 +0100 | [diff] [blame] | 1428 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1429 | const armnn::ConstTensor& biases = constants.at(1); |
| 1430 | fbBiasesConstTensorInfo = CreateConstTensorInfo(biases); |
Aron Virginas-Tar | cb54930 | 2019-06-21 13:53:38 +0100 | [diff] [blame] | 1431 | } |
| 1432 | |
| 1433 | auto fbLayer = CreateTransposeConvolution2dLayer(m_flatBufferBuilder, |
| 1434 | fbBaseLayer, |
| 1435 | fbDescriptor, |
| 1436 | fbWeightsConstTensorInfo, |
| 1437 | fbBiasesConstTensorInfo); |
| 1438 | |
| 1439 | CreateAnyLayer(fbLayer.o, serializer::Layer::Layer_TransposeConvolution2dLayer); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1440 | } |
| 1441 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1442 | void SerializerStrategy::SerializeTransposeLayer(const armnn::IConnectableLayer* layer, |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1443 | const armnn::TransposeDescriptor& descriptor, |
| 1444 | const char* name) |
| 1445 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1446 | IgnoreUnused(name); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1447 | |
| 1448 | // Create FlatBuffer BaseLayer |
| 1449 | auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Transpose); |
| 1450 | |
| 1451 | std::vector<unsigned int> dimMappings; |
| 1452 | for (unsigned int i=0; i<descriptor.m_DimMappings.GetSize(); ++i) |
| 1453 | { |
| 1454 | dimMappings.push_back(descriptor.m_DimMappings[i]); |
| 1455 | } |
| 1456 | |
| 1457 | auto flatBufferDesc = serializer::CreateTransposeDescriptor(m_flatBufferBuilder, |
| 1458 | m_flatBufferBuilder.CreateVector(dimMappings)); |
| 1459 | |
| 1460 | // Create the FlatBuffer TransposeLayer |
| 1461 | auto flatBufferLayer = serializer::CreateTransposeLayer(m_flatBufferBuilder, |
| 1462 | flatBufferBaseLayer, |
| 1463 | flatBufferDesc); |
| 1464 | |
| 1465 | // Add the AnyLayer to the FlatBufferLayers |
| 1466 | CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_TransposeLayer); |
| 1467 | } |
| 1468 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1469 | void SerializerStrategy::SerializeQLstmLayer(const armnn::IConnectableLayer* layer, |
| 1470 | const armnn::QLstmDescriptor& descriptor, |
| 1471 | const std::vector<armnn::ConstTensor>& constants, |
| 1472 | const char* name) |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1473 | { |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1474 | IgnoreUnused(name); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1475 | |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1476 | auto fbQLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_QLstm); |
| 1477 | |
| 1478 | auto fbQLstmDescriptor = serializer::CreateQLstmDescriptor( |
| 1479 | m_flatBufferBuilder, |
| 1480 | descriptor.m_CifgEnabled, |
| 1481 | descriptor.m_PeepholeEnabled, |
| 1482 | descriptor.m_ProjectionEnabled, |
| 1483 | descriptor.m_LayerNormEnabled, |
| 1484 | descriptor.m_CellClip, |
| 1485 | descriptor.m_ProjectionClip, |
| 1486 | descriptor.m_InputIntermediateScale, |
| 1487 | descriptor.m_ForgetIntermediateScale, |
| 1488 | descriptor.m_CellIntermediateScale, |
| 1489 | descriptor.m_OutputIntermediateScale, |
| 1490 | descriptor.m_HiddenStateZeroPoint, |
| 1491 | descriptor.m_HiddenStateScale |
| 1492 | ); |
| 1493 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1494 | // Index for constants vector |
| 1495 | std::size_t i = 0; |
| 1496 | |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1497 | // Mandatory params |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1498 | auto inputToForgetWeights = CreateConstTensorInfo(constants[i++]); //InputToForgetWeights |
| 1499 | auto inputToCellWeights = CreateConstTensorInfo(constants[i++]); //InputToCellWeights |
| 1500 | auto inputToOutputWeights = CreateConstTensorInfo(constants[i++]); //InputToOutputWeights |
| 1501 | auto recurrentToForgetWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToForgetWeights |
| 1502 | auto recurrentToCellWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToCellWeights |
| 1503 | auto recurrentToOutputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToOutputWeights |
| 1504 | auto forgetGateBias = CreateConstTensorInfo(constants[i++]); //ForgetGateBias |
| 1505 | auto cellBias = CreateConstTensorInfo(constants[i++]); //CellBias |
| 1506 | auto outputGateBias = CreateConstTensorInfo(constants[i++]); //OutputGateBias |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1507 | |
| 1508 | // CIFG |
| 1509 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 1510 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 1511 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 1512 | |
| 1513 | if (!descriptor.m_CifgEnabled) |
| 1514 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1515 | inputToInputWeights = CreateConstTensorInfo(constants[i++]); //InputToInputWeights |
| 1516 | recurrentToInputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToInputWeights |
| 1517 | inputGateBias = CreateConstTensorInfo(constants[i++]); //InputGateBias |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1518 | } |
| 1519 | |
| 1520 | // Peephole |
| 1521 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 1522 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 1523 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
| 1524 | |
| 1525 | if (descriptor.m_PeepholeEnabled) |
| 1526 | { |
| 1527 | if (!descriptor.m_CifgEnabled) |
| 1528 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1529 | cellToInputWeights = CreateConstTensorInfo(constants[i++]); //CellToInputWeights |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1530 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1531 | cellToForgetWeights = CreateConstTensorInfo(constants[i++]); //CellToForgetWeights |
| 1532 | cellToOutputWeights = CreateConstTensorInfo(constants[i++]); //CellToOutputWeights |
| 1533 | } |
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 | // Projection |
| 1536 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 1537 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 1538 | |
| 1539 | if (descriptor.m_ProjectionEnabled) |
| 1540 | { |
| 1541 | projectionWeights = CreateConstTensorInfo(constants[i++]); //ProjectionWeights |
| 1542 | projectionBias = CreateConstTensorInfo(constants[i++]); //ProjectionBias |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1543 | } |
| 1544 | |
| 1545 | // Layer norm |
| 1546 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 1547 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 1548 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 1549 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
| 1550 | |
| 1551 | if (descriptor.m_LayerNormEnabled) |
| 1552 | { |
| 1553 | if (!descriptor.m_CifgEnabled) |
| 1554 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1555 | inputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //InputLayerNormWeights |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1556 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1557 | forgetLayerNormWeights = CreateConstTensorInfo(constants[i++]); //ForgetLayerNormWeights |
| 1558 | cellLayerNormWeights = CreateConstTensorInfo(constants[i++]); //CellLayerNormWeights |
| 1559 | outputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //OutputLayerNormWeights |
James Conroy | 8d33318 | 2020-05-13 10:27:58 +0100 | [diff] [blame] | 1560 | } |
| 1561 | |
| 1562 | auto fbQLstmParams = serializer::CreateQLstmInputParams( |
| 1563 | m_flatBufferBuilder, |
| 1564 | inputToForgetWeights, |
| 1565 | inputToCellWeights, |
| 1566 | inputToOutputWeights, |
| 1567 | recurrentToForgetWeights, |
| 1568 | recurrentToCellWeights, |
| 1569 | recurrentToOutputWeights, |
| 1570 | forgetGateBias, |
| 1571 | cellBias, |
| 1572 | outputGateBias, |
| 1573 | inputToInputWeights, |
| 1574 | recurrentToInputWeights, |
| 1575 | inputGateBias, |
| 1576 | projectionWeights, |
| 1577 | projectionBias, |
| 1578 | cellToInputWeights, |
| 1579 | cellToForgetWeights, |
| 1580 | cellToOutputWeights, |
| 1581 | inputLayerNormWeights, |
| 1582 | forgetLayerNormWeights, |
| 1583 | cellLayerNormWeights, |
| 1584 | outputLayerNormWeights); |
| 1585 | |
| 1586 | auto fbQLstmLayer = serializer::CreateQLstmLayer( |
| 1587 | m_flatBufferBuilder, |
| 1588 | fbQLstmBaseLayer, |
| 1589 | fbQLstmDescriptor, |
| 1590 | fbQLstmParams); |
| 1591 | |
| 1592 | CreateAnyLayer(fbQLstmLayer.o, serializer::Layer::Layer_QLstmLayer); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1593 | } |
| 1594 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1595 | void SerializerStrategy::SerializeQuantizedLstmLayer(const armnn::IConnectableLayer* layer, |
| 1596 | const std::vector<armnn::ConstTensor>& constants, |
| 1597 | const char* name) |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1598 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 1599 | IgnoreUnused(name); |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1600 | |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1601 | auto fbQuantizedLstmBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_QuantizedLstm); |
| 1602 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1603 | // index for constants vector |
| 1604 | size_t i = 0; |
| 1605 | |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1606 | // Get input parameters |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1607 | auto inputToInputWeights = CreateConstTensorInfo(constants[i++]); |
| 1608 | auto inputToForgetWeights = CreateConstTensorInfo(constants[i++]); |
| 1609 | auto inputToCellWeights = CreateConstTensorInfo(constants[i++]); |
| 1610 | auto inputToOutputWeights = CreateConstTensorInfo(constants[i++]); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1611 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1612 | auto recurrentToInputWeights = CreateConstTensorInfo(constants[i++]); |
| 1613 | auto recurrentToForgetWeights = CreateConstTensorInfo(constants[i++]); |
| 1614 | auto recurrentToCellWeights = CreateConstTensorInfo(constants[i++]); |
| 1615 | auto recurrentToOutputWeights = CreateConstTensorInfo(constants[i++]); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1616 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1617 | auto inputGateBias = CreateConstTensorInfo(constants[i++]); |
| 1618 | auto forgetGateBias = CreateConstTensorInfo(constants[i++]); |
| 1619 | auto cellBias = CreateConstTensorInfo(constants[i++]); |
| 1620 | auto outputGateBias = CreateConstTensorInfo(constants[i++]); |
Jan Eilers | 5b01a89 | 2019-07-23 09:47:43 +0100 | [diff] [blame] | 1621 | |
| 1622 | auto fbQuantizedLstmParams = serializer::CreateQuantizedLstmInputParams( |
| 1623 | m_flatBufferBuilder, |
| 1624 | inputToInputWeights, |
| 1625 | inputToForgetWeights, |
| 1626 | inputToCellWeights, |
| 1627 | inputToOutputWeights, |
| 1628 | recurrentToInputWeights, |
| 1629 | recurrentToForgetWeights, |
| 1630 | recurrentToCellWeights, |
| 1631 | recurrentToOutputWeights, |
| 1632 | inputGateBias, |
| 1633 | forgetGateBias, |
| 1634 | cellBias, |
| 1635 | outputGateBias); |
| 1636 | |
| 1637 | auto fbQuantizedLstmLayer = serializer::CreateQuantizedLstmLayer( |
| 1638 | m_flatBufferBuilder, |
| 1639 | fbQuantizedLstmBaseLayer, |
| 1640 | fbQuantizedLstmParams); |
| 1641 | |
| 1642 | CreateAnyLayer(fbQuantizedLstmLayer.o, serializer::Layer::Layer_QuantizedLstmLayer); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1643 | } |
| 1644 | |
Narumol Prangnawarat | a0162e1 | 2021-07-23 14:47:49 +0100 | [diff] [blame] | 1645 | void SerializerStrategy::SerializeUnidirectionalSequenceLstmLayer( |
| 1646 | const armnn::IConnectableLayer* layer, |
| 1647 | const armnn::UnidirectionalSequenceLstmDescriptor& descriptor, |
| 1648 | const std::vector<armnn::ConstTensor>& constants, |
| 1649 | const char* name) |
| 1650 | { |
| 1651 | IgnoreUnused(name); |
| 1652 | |
| 1653 | auto fbUnidirectionalSequenceLstmBaseLayer = |
| 1654 | CreateLayerBase(layer, serializer::LayerType::LayerType_UnidirectionalSequenceLstm); |
| 1655 | |
| 1656 | auto fbUnidirectionalSequenceLstmDescriptor = serializer::CreateUnidirectionalSequenceLstmDescriptor( |
| 1657 | m_flatBufferBuilder, |
| 1658 | descriptor.m_ActivationFunc, |
| 1659 | descriptor.m_ClippingThresCell, |
| 1660 | descriptor.m_ClippingThresProj, |
| 1661 | descriptor.m_CifgEnabled, |
| 1662 | descriptor.m_PeepholeEnabled, |
| 1663 | descriptor.m_ProjectionEnabled, |
| 1664 | descriptor.m_LayerNormEnabled, |
| 1665 | descriptor.m_TimeMajor); |
| 1666 | |
| 1667 | // Index for constants vector |
| 1668 | std::size_t i = 0; |
| 1669 | |
| 1670 | // Get mandatory/basic input parameters |
| 1671 | auto inputToForgetWeights = CreateConstTensorInfo(constants[i++]); //InputToForgetWeights |
| 1672 | auto inputToCellWeights = CreateConstTensorInfo(constants[i++]); //InputToCellWeights |
| 1673 | auto inputToOutputWeights = CreateConstTensorInfo(constants[i++]); //InputToOutputWeights |
| 1674 | auto recurrentToForgetWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToForgetWeights |
| 1675 | auto recurrentToCellWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToCellWeights |
| 1676 | auto recurrentToOutputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToOutputWeights |
| 1677 | auto forgetGateBias = CreateConstTensorInfo(constants[i++]); //ForgetGateBias |
| 1678 | auto cellBias = CreateConstTensorInfo(constants[i++]); //CellBias |
| 1679 | auto outputGateBias = CreateConstTensorInfo(constants[i++]); //OutputGateBias |
| 1680 | |
| 1681 | //Define optional parameters, these will be set depending on configuration in Lstm descriptor |
| 1682 | flatbuffers::Offset<serializer::ConstTensor> inputToInputWeights; |
| 1683 | flatbuffers::Offset<serializer::ConstTensor> recurrentToInputWeights; |
| 1684 | flatbuffers::Offset<serializer::ConstTensor> cellToInputWeights; |
| 1685 | flatbuffers::Offset<serializer::ConstTensor> inputGateBias; |
| 1686 | flatbuffers::Offset<serializer::ConstTensor> projectionWeights; |
| 1687 | flatbuffers::Offset<serializer::ConstTensor> projectionBias; |
| 1688 | flatbuffers::Offset<serializer::ConstTensor> cellToForgetWeights; |
| 1689 | flatbuffers::Offset<serializer::ConstTensor> cellToOutputWeights; |
| 1690 | flatbuffers::Offset<serializer::ConstTensor> inputLayerNormWeights; |
| 1691 | flatbuffers::Offset<serializer::ConstTensor> forgetLayerNormWeights; |
| 1692 | flatbuffers::Offset<serializer::ConstTensor> cellLayerNormWeights; |
| 1693 | flatbuffers::Offset<serializer::ConstTensor> outputLayerNormWeights; |
| 1694 | |
| 1695 | if (!descriptor.m_CifgEnabled) |
| 1696 | { |
| 1697 | inputToInputWeights = CreateConstTensorInfo(constants[i++]); //InputToInputWeights |
| 1698 | recurrentToInputWeights = CreateConstTensorInfo(constants[i++]); //RecurrentToInputWeights |
| 1699 | inputGateBias = CreateConstTensorInfo(constants[i++]); //InputGateBias |
| 1700 | } |
| 1701 | |
| 1702 | if (descriptor.m_PeepholeEnabled) |
| 1703 | { |
| 1704 | if (!descriptor.m_CifgEnabled) |
| 1705 | { |
| 1706 | cellToInputWeights = CreateConstTensorInfo(constants[i++]); //CellToInputWeights |
| 1707 | } |
| 1708 | cellToForgetWeights = CreateConstTensorInfo(constants[i++]); //CellToForgetWeights |
| 1709 | cellToOutputWeights = CreateConstTensorInfo(constants[i++]); //CellToOutputWeights |
| 1710 | } |
| 1711 | |
| 1712 | if (descriptor.m_ProjectionEnabled) |
| 1713 | { |
| 1714 | projectionWeights = CreateConstTensorInfo(constants[i++]); //ProjectionWeights |
| 1715 | projectionBias = CreateConstTensorInfo(constants[i++]); //ProjectionBias |
| 1716 | } |
| 1717 | |
| 1718 | if (descriptor.m_LayerNormEnabled) |
| 1719 | { |
| 1720 | if (!descriptor.m_CifgEnabled) |
| 1721 | { |
| 1722 | inputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //InputLayerNormWeights |
| 1723 | } |
| 1724 | forgetLayerNormWeights = CreateConstTensorInfo(constants[i++]); //ForgetLayerNormWeights |
| 1725 | cellLayerNormWeights = CreateConstTensorInfo(constants[i++]); //CellLayerNormWeights |
| 1726 | outputLayerNormWeights = CreateConstTensorInfo(constants[i++]); //OutputLayerNormWeights |
| 1727 | } |
| 1728 | |
| 1729 | auto fbUnidirectionalSequenceLstmParams = serializer::CreateLstmInputParams( |
| 1730 | m_flatBufferBuilder, |
| 1731 | inputToForgetWeights, |
| 1732 | inputToCellWeights, |
| 1733 | inputToOutputWeights, |
| 1734 | recurrentToForgetWeights, |
| 1735 | recurrentToCellWeights, |
| 1736 | recurrentToOutputWeights, |
| 1737 | forgetGateBias, |
| 1738 | cellBias, |
| 1739 | outputGateBias, |
| 1740 | inputToInputWeights, |
| 1741 | recurrentToInputWeights, |
| 1742 | cellToInputWeights, |
| 1743 | inputGateBias, |
| 1744 | projectionWeights, |
| 1745 | projectionBias, |
| 1746 | cellToForgetWeights, |
| 1747 | cellToOutputWeights, |
| 1748 | inputLayerNormWeights, |
| 1749 | forgetLayerNormWeights, |
| 1750 | cellLayerNormWeights, |
| 1751 | outputLayerNormWeights); |
| 1752 | |
| 1753 | auto fbUnidirectionalSequenceLstmLayer = serializer::CreateUnidirectionalSequenceLstmLayer( |
| 1754 | m_flatBufferBuilder, |
| 1755 | fbUnidirectionalSequenceLstmBaseLayer, |
| 1756 | fbUnidirectionalSequenceLstmDescriptor, |
| 1757 | fbUnidirectionalSequenceLstmParams); |
| 1758 | |
| 1759 | CreateAnyLayer(fbUnidirectionalSequenceLstmLayer.o, serializer::Layer::Layer_UnidirectionalSequenceLstmLayer); |
| 1760 | } |
| 1761 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1762 | fb::Offset<serializer::LayerBase> SerializerStrategy::CreateLayerBase(const IConnectableLayer* layer, |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 1763 | const serializer::LayerType layerType) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1764 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1765 | |
Sadik Armagan | db059fd | 2019-03-20 12:28:32 +0000 | [diff] [blame] | 1766 | uint32_t fbIndex = GetSerializedId(layer->GetGuid()); |
| 1767 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1768 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots = CreateInputSlots(layer); |
| 1769 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots = CreateOutputSlots(layer); |
| 1770 | |
| 1771 | return serializer::CreateLayerBase(m_flatBufferBuilder, |
Sadik Armagan | db059fd | 2019-03-20 12:28:32 +0000 | [diff] [blame] | 1772 | fbIndex, |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1773 | m_flatBufferBuilder.CreateString(layer->GetName()), |
| 1774 | layerType, |
| 1775 | m_flatBufferBuilder.CreateVector(inputSlots), |
| 1776 | m_flatBufferBuilder.CreateVector(outputSlots)); |
| 1777 | } |
| 1778 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1779 | void SerializerStrategy::CreateAnyLayer(const flatbuffers::Offset<void>& layer, const serializer::Layer serializerLayer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1780 | { |
Derek Lamberti | 859f9ce | 2019-12-10 22:05:21 +0000 | [diff] [blame] | 1781 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1782 | auto anyLayer = armnnSerializer::CreateAnyLayer(m_flatBufferBuilder, serializerLayer, layer); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1783 | m_serializedLayers.push_back(anyLayer); |
| 1784 | } |
| 1785 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1786 | template <typename T> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1787 | 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] | 1788 | { |
| 1789 | const T* buffer = reinterpret_cast<const T*>(memory); |
| 1790 | std::vector<T> vector(buffer, buffer + (size / sizeof(T))); |
| 1791 | auto fbVector = m_flatBufferBuilder.CreateVector(vector); |
| 1792 | return fbVector; |
| 1793 | } |
| 1794 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1795 | flatbuffers::Offset<TensorInfo> SerializerStrategy::CreateTensorInfo(const armnn::TensorInfo& tensorInfo) |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1796 | { |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1797 | // Get the dimensions |
| 1798 | std::vector<unsigned int> shape; |
Colm Donelan | 800b281 | 2021-02-12 12:43:35 +0000 | [diff] [blame] | 1799 | std::vector<bool> specificity; |
| 1800 | // This assumes that the TensorShape constructors have ensured that the size of m_DimensionsSpecificity |
| 1801 | // matches the size of dimensions. |
| 1802 | for(unsigned int dim = 0; dim < tensorInfo.GetShape().GetNumDimensions(); ++dim) |
| 1803 | { |
| 1804 | specificity.push_back(tensorInfo.GetShape().GetDimensionSpecificity(dim)); |
Mike Kelly | df25859 | 2021-04-26 23:53:31 +0100 | [diff] [blame] | 1805 | |
| 1806 | if (tensorInfo.GetShape().GetDimensionSpecificity(dim)) |
| 1807 | { |
| 1808 | shape.push_back(tensorInfo.GetShape()[dim]); |
| 1809 | } |
| 1810 | else |
| 1811 | { |
| 1812 | shape.push_back(0); |
| 1813 | } |
Colm Donelan | 800b281 | 2021-02-12 12:43:35 +0000 | [diff] [blame] | 1814 | } |
| 1815 | |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1816 | if (tensorInfo.HasPerAxisQuantization()) |
| 1817 | { |
| 1818 | // Create FlatBuffer TensorInfo |
| 1819 | auto flatBufferTensorInfo = |
| 1820 | serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 1821 | m_flatBufferBuilder.CreateVector(shape), |
| 1822 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 1823 | tensorInfo.GetQuantizationScales()[0], |
| 1824 | tensorInfo.GetQuantizationOffset(), |
| 1825 | m_flatBufferBuilder.CreateVector(tensorInfo.GetQuantizationScales()), |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1826 | tensorInfo.GetQuantizationDim().value(), |
| 1827 | static_cast<unsigned int> |
Colm Donelan | 800b281 | 2021-02-12 12:43:35 +0000 | [diff] [blame] | 1828 | (tensorInfo.GetShape().GetDimensionality()), |
| 1829 | m_flatBufferBuilder.CreateVector(specificity)); |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1830 | return flatBufferTensorInfo; |
| 1831 | } |
| 1832 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1833 | // Create FlatBuffer TensorInfo |
| 1834 | auto flatBufferTensorInfo = serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 1835 | m_flatBufferBuilder.CreateVector(shape), |
| 1836 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 1837 | tensorInfo.GetQuantizationScale(), |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1838 | tensorInfo.GetQuantizationOffset(), |
| 1839 | 0, |
| 1840 | 0, |
| 1841 | static_cast<unsigned int> |
Colm Donelan | 800b281 | 2021-02-12 12:43:35 +0000 | [diff] [blame] | 1842 | (tensorInfo.GetShape().GetDimensionality()), |
| 1843 | m_flatBufferBuilder.CreateVector(specificity)); |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1844 | return flatBufferTensorInfo; |
| 1845 | } |
| 1846 | |
| 1847 | flatbuffers::Offset<serializer::ConstTensor> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1848 | SerializerStrategy::CreateConstTensorInfo(const armnn::ConstTensor& constTensor) |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1849 | { |
| 1850 | armnn::TensorInfo tensorInfo = constTensor.GetInfo(); |
| 1851 | |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1852 | flatbuffers::Offset<void> fbPayload; |
| 1853 | |
| 1854 | switch (tensorInfo.GetDataType()) |
| 1855 | { |
Mike Kelly | 1f140f7 | 2021-04-06 12:25:55 +0100 | [diff] [blame] | 1856 | case armnn::DataType::Signed64: |
| 1857 | { |
| 1858 | auto fbVector = CreateDataVector<int64_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1859 | flatbuffers::Offset<serializer::LongData> flatBuffersData = serializer::CreateLongData( |
| 1860 | m_flatBufferBuilder, |
| 1861 | fbVector); |
| 1862 | fbPayload = flatBuffersData.o; |
| 1863 | break; |
| 1864 | } |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1865 | case armnn::DataType::Float32: |
| 1866 | case armnn::DataType::Signed32: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1867 | { |
| 1868 | auto fbVector = CreateDataVector<int32_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1869 | flatbuffers::Offset<serializer::IntData> flatBuffersData = serializer::CreateIntData( |
| 1870 | m_flatBufferBuilder, |
| 1871 | fbVector); |
| 1872 | fbPayload = flatBuffersData.o; |
| 1873 | break; |
| 1874 | } |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1875 | case armnn::DataType::Float16: |
Mike Kelly | ae42f01 | 2020-04-24 15:44:01 +0100 | [diff] [blame] | 1876 | case armnn::DataType::BFloat16: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1877 | case armnn::DataType::QSymmS16: |
Nattapat Chaimanowong | cd5ac23 | 2019-03-19 12:26:36 +0000 | [diff] [blame] | 1878 | { |
| 1879 | auto fbVector = CreateDataVector<int16_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1880 | flatbuffers::Offset<serializer::ShortData> flatBuffersData = serializer::CreateShortData( |
| 1881 | m_flatBufferBuilder, |
| 1882 | fbVector); |
| 1883 | fbPayload = flatBuffersData.o; |
| 1884 | break; |
| 1885 | } |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1886 | case armnn::DataType::QSymmS8: |
Mike Kelly | ae42f01 | 2020-04-24 15:44:01 +0100 | [diff] [blame] | 1887 | case armnn::DataType::QAsymmS8: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1888 | case armnn::DataType::QAsymmU8: |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1889 | case armnn::DataType::Boolean: |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1890 | default: |
| 1891 | { |
| 1892 | auto fbVector = CreateDataVector<int8_t>(constTensor.GetMemoryArea(), constTensor.GetNumBytes()); |
| 1893 | flatbuffers::Offset<serializer::ByteData> flatBuffersData = serializer::CreateByteData( |
| 1894 | m_flatBufferBuilder, |
| 1895 | fbVector); |
| 1896 | fbPayload = flatBuffersData.o; |
| 1897 | } |
| 1898 | } |
| 1899 | flatbuffers::Offset<serializer::ConstTensor> flatBufferConstTensor = serializer::CreateConstTensor( |
| 1900 | m_flatBufferBuilder, |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1901 | CreateTensorInfo(tensorInfo), |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1902 | GetFlatBufferConstTensorData(tensorInfo.GetDataType()), |
| 1903 | fbPayload); |
| 1904 | return flatBufferConstTensor; |
| 1905 | } |
| 1906 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1907 | flatbuffers::Offset<armnnSerializer::FeatureCompatibilityVersions> SerializerStrategy::GetVersionTable() |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 1908 | { |
| 1909 | flatbuffers::Offset<armnnSerializer::FeatureCompatibilityVersions> versionsTable = |
| 1910 | serializer::CreateFeatureCompatibilityVersions( |
| 1911 | m_flatBufferBuilder, |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 1912 | 1, // Binding ids scheme version |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 1913 | 1, // Weights layout scheme version |
| 1914 | 1 // Constant tensors as inputs version |
Tee Jung | aa920c5 | 2019-11-05 10:48:25 +0000 | [diff] [blame] | 1915 | ); |
| 1916 | return versionsTable; |
| 1917 | } |
| 1918 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1919 | std::vector<fb::Offset<serializer::InputSlot>> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1920 | SerializerStrategy::CreateInputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1921 | { |
Mike Kelly | a0766c3 | 2019-02-19 17:22:07 +0000 | [diff] [blame] | 1922 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1923 | |
| 1924 | // Get the InputSlots |
| 1925 | for (unsigned int slotIndex = 0; slotIndex<layer->GetNumInputSlots(); ++slotIndex) |
| 1926 | { |
| 1927 | const IInputSlot& inputSlot = layer->GetInputSlot(slotIndex); |
| 1928 | |
| 1929 | // Get the Connection for the InputSlot |
| 1930 | const IOutputSlot* connection = inputSlot.GetConnection(); |
| 1931 | |
| 1932 | // Create FlatBuffer Connection |
Saoirse Stewart | cb8a321 | 2019-02-14 15:46:10 +0000 | [diff] [blame] | 1933 | serializer::Connection conn(GetSerializedId(inputSlot.GetConnection()->GetOwningLayerGuid()), |
| 1934 | connection->CalculateIndexOnOwner()); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1935 | // Create FlatBuffer InputSlot |
| 1936 | inputSlots.push_back(serializer::CreateInputSlot(m_flatBufferBuilder, slotIndex, &conn)); |
| 1937 | } |
| 1938 | return inputSlots; |
| 1939 | } |
| 1940 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1941 | std::vector<fb::Offset<serializer::OutputSlot>> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1942 | SerializerStrategy::CreateOutputSlots(const armnn::IConnectableLayer* layer) |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1943 | { |
| 1944 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots; |
| 1945 | |
| 1946 | // Get the OutputSlots |
| 1947 | for (unsigned int slotIndex = 0; slotIndex < layer->GetNumOutputSlots(); ++slotIndex) |
| 1948 | { |
| 1949 | const IOutputSlot& outputSlot = layer->GetOutputSlot(slotIndex); |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 1950 | const armnn::TensorInfo& tensorInfo = outputSlot.GetTensorInfo(); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1951 | |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1952 | // Create FlatBuffer Outputslot |
| 1953 | outputSlots.push_back(serializer::CreateOutputSlot(m_flatBufferBuilder, |
| 1954 | slotIndex, |
Sadik Armagan | 1a84fe3 | 2020-03-27 15:56:57 +0000 | [diff] [blame] | 1955 | CreateTensorInfo(tensorInfo))); |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 1956 | } |
| 1957 | return outputSlots; |
| 1958 | } |
| 1959 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1960 | void SerializerStrategy::ExecuteStrategy(const armnn::IConnectableLayer* layer, |
| 1961 | const BaseDescriptor& descriptor, |
| 1962 | const std::vector<armnn::ConstTensor>& constants, |
| 1963 | const char* name, |
| 1964 | const armnn::LayerBindingId id) |
| 1965 | { |
| 1966 | IgnoreUnused(constants); |
| 1967 | |
| 1968 | switch (layer->GetType()) |
| 1969 | { |
| 1970 | case armnn::LayerType::Activation : |
| 1971 | { |
| 1972 | const armnn::ActivationDescriptor& layerDescriptor = |
| 1973 | static_cast<const armnn::ActivationDescriptor&>(descriptor); |
| 1974 | SerializeActivationLayer(layer, layerDescriptor, name); |
| 1975 | break; |
| 1976 | } |
| 1977 | case armnn::LayerType::Addition : |
| 1978 | { |
| 1979 | SerializeAdditionLayer(layer, name); |
| 1980 | break; |
| 1981 | } |
| 1982 | case armnn::LayerType::ArgMinMax : |
| 1983 | { |
| 1984 | const armnn::ArgMinMaxDescriptor& layerDescriptor = |
| 1985 | static_cast<const armnn::ArgMinMaxDescriptor&>(descriptor); |
| 1986 | SerializeArgMinMaxLayer(layer, layerDescriptor, name); |
| 1987 | break; |
| 1988 | } |
| 1989 | case armnn::LayerType::BatchNormalization : |
| 1990 | { |
| 1991 | const armnn::BatchNormalizationDescriptor& layerDescriptor = |
| 1992 | static_cast<const armnn::BatchNormalizationDescriptor&>(descriptor); |
| 1993 | SerializeBatchNormalizationLayer(layer, |
| 1994 | layerDescriptor, |
| 1995 | constants, |
| 1996 | name); |
| 1997 | break; |
| 1998 | } |
| 1999 | case armnn::LayerType::BatchToSpaceNd : |
| 2000 | { |
| 2001 | const armnn::BatchToSpaceNdDescriptor& layerDescriptor = |
| 2002 | static_cast<const armnn::BatchToSpaceNdDescriptor&>(descriptor); |
| 2003 | SerializeBatchToSpaceNdLayer(layer, |
| 2004 | layerDescriptor, |
| 2005 | name); |
| 2006 | break; |
| 2007 | } |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 2008 | case armnn::LayerType::Cast : |
| 2009 | { |
| 2010 | SerializeCastLayer(layer, name); |
| 2011 | break; |
| 2012 | } |
Simon Obute | 51f6777 | 2021-09-03 15:50:13 +0100 | [diff] [blame] | 2013 | case armnn::LayerType::ChannelShuffle : |
| 2014 | { |
| 2015 | const armnn::ChannelShuffleDescriptor& layerDescriptor = |
| 2016 | static_cast<const armnn::ChannelShuffleDescriptor&>(descriptor); |
| 2017 | SerializeChannelShuffleLayer(layer, |
| 2018 | layerDescriptor, |
| 2019 | name); |
| 2020 | break; |
| 2021 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2022 | case armnn::LayerType::Comparison : |
| 2023 | { |
| 2024 | const armnn::ComparisonDescriptor& layerDescriptor = |
| 2025 | static_cast<const armnn::ComparisonDescriptor&>(descriptor); |
| 2026 | SerializeComparisonLayer(layer, |
| 2027 | layerDescriptor, |
| 2028 | name); |
| 2029 | break; |
| 2030 | } |
| 2031 | case armnn::LayerType::Concat : |
| 2032 | { |
| 2033 | const armnn::ConcatDescriptor& layerDescriptor = |
| 2034 | static_cast<const armnn::ConcatDescriptor&>(descriptor); |
| 2035 | SerializeConcatLayer(layer, |
| 2036 | layerDescriptor, |
| 2037 | name); |
| 2038 | break; |
| 2039 | } |
| 2040 | case armnn::LayerType::Constant : |
| 2041 | { |
| 2042 | SerializeConstantLayer(layer, |
| 2043 | constants, |
| 2044 | name); |
| 2045 | break; |
| 2046 | } |
| 2047 | case armnn::LayerType::Convolution2d : |
| 2048 | { |
| 2049 | const armnn::Convolution2dDescriptor& layerDescriptor = |
| 2050 | static_cast<const armnn::Convolution2dDescriptor&>(descriptor); |
| 2051 | SerializeConvolution2dLayer(layer, |
| 2052 | layerDescriptor, |
| 2053 | constants, |
| 2054 | name); |
| 2055 | break; |
| 2056 | } |
| 2057 | case armnn::LayerType::DepthToSpace : |
| 2058 | { |
| 2059 | const armnn::DepthToSpaceDescriptor& layerDescriptor = |
| 2060 | static_cast<const armnn::DepthToSpaceDescriptor&>(descriptor); |
| 2061 | SerializeDepthToSpaceLayer(layer, |
| 2062 | layerDescriptor, |
| 2063 | name); |
| 2064 | break; |
| 2065 | } |
| 2066 | case armnn::LayerType::DepthwiseConvolution2d : |
| 2067 | { |
| 2068 | const armnn::DepthwiseConvolution2dDescriptor& layerDescriptor = |
| 2069 | static_cast<const armnn::DepthwiseConvolution2dDescriptor&>(descriptor); |
| 2070 | SerializeDepthwiseConvolution2dLayer(layer, |
| 2071 | layerDescriptor, |
| 2072 | constants, |
| 2073 | name); |
| 2074 | break; |
| 2075 | } |
| 2076 | case armnn::LayerType::Dequantize : |
| 2077 | { |
| 2078 | SerializeDequantizeLayer(layer, |
| 2079 | name); |
| 2080 | break; |
| 2081 | } |
| 2082 | case armnn::LayerType::DetectionPostProcess : |
| 2083 | { |
| 2084 | const armnn::DetectionPostProcessDescriptor& layerDescriptor = |
| 2085 | static_cast<const armnn::DetectionPostProcessDescriptor&>(descriptor); |
| 2086 | SerializeDetectionPostProcessLayer(layer, layerDescriptor, constants, name); |
| 2087 | break; |
| 2088 | } |
| 2089 | case armnn::LayerType::Division : |
| 2090 | { |
| 2091 | SerializeDivisionLayer(layer, name); |
| 2092 | break; |
| 2093 | } |
| 2094 | case armnn::LayerType::ElementwiseUnary : |
| 2095 | { |
| 2096 | const armnn::ElementwiseUnaryDescriptor& layerDescriptor = |
| 2097 | static_cast<const armnn::ElementwiseUnaryDescriptor&>(descriptor); |
| 2098 | SerializeElementwiseUnaryLayer(layer, layerDescriptor, name); |
| 2099 | break; |
| 2100 | } |
| 2101 | case armnn::LayerType::Fill : |
| 2102 | { |
| 2103 | const armnn::FillDescriptor& layerDescriptor = |
| 2104 | static_cast<const armnn::FillDescriptor&>(descriptor); |
| 2105 | SerializeFillLayer(layer, layerDescriptor, name); |
| 2106 | break; |
| 2107 | } |
| 2108 | case armnn::LayerType::Floor : |
| 2109 | { |
| 2110 | SerializeFloorLayer(layer, name); |
| 2111 | break; |
| 2112 | } |
| 2113 | case armnn::LayerType::FullyConnected : |
| 2114 | { |
| 2115 | const armnn::FullyConnectedDescriptor& layerDescriptor = |
| 2116 | static_cast<const armnn::FullyConnectedDescriptor&>(descriptor); |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 2117 | SerializeFullyConnectedLayer(layer, layerDescriptor, name); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2118 | break; |
| 2119 | } |
| 2120 | case armnn::LayerType::Gather : |
| 2121 | { |
| 2122 | const armnn::GatherDescriptor& layerDescriptor = |
| 2123 | static_cast<const armnn::GatherDescriptor&>(descriptor); |
| 2124 | SerializeGatherLayer(layer, layerDescriptor, name); |
| 2125 | break; |
| 2126 | } |
| 2127 | case armnn::LayerType::Input: |
| 2128 | { |
| 2129 | SerializeInputLayer(layer, id, name); |
| 2130 | break; |
| 2131 | } |
| 2132 | case armnn::LayerType::InstanceNormalization : |
| 2133 | { |
| 2134 | const armnn::InstanceNormalizationDescriptor& layerDescriptor = |
| 2135 | static_cast<const armnn::InstanceNormalizationDescriptor&>(descriptor); |
| 2136 | SerializeInstanceNormalizationLayer(layer, layerDescriptor, name); |
| 2137 | break; |
| 2138 | } |
| 2139 | case armnn::LayerType::L2Normalization : |
| 2140 | { |
| 2141 | const armnn::L2NormalizationDescriptor& layerDescriptor = |
| 2142 | static_cast<const armnn::L2NormalizationDescriptor&>(descriptor); |
| 2143 | SerializeL2NormalizationLayer(layer, layerDescriptor, name); |
| 2144 | break; |
| 2145 | } |
| 2146 | case armnn::LayerType::LogicalBinary : |
| 2147 | { |
| 2148 | const armnn::LogicalBinaryDescriptor& layerDescriptor = |
| 2149 | static_cast<const armnn::LogicalBinaryDescriptor&>(descriptor); |
| 2150 | SerializeLogicalBinaryLayer(layer, layerDescriptor, name); |
| 2151 | break; |
| 2152 | } |
| 2153 | case armnn::LayerType::LogSoftmax : |
| 2154 | { |
| 2155 | const armnn::LogSoftmaxDescriptor& layerDescriptor = |
| 2156 | static_cast<const armnn::LogSoftmaxDescriptor&>(descriptor); |
| 2157 | SerializeLogSoftmaxLayer(layer, layerDescriptor, name); |
| 2158 | break; |
| 2159 | } |
| 2160 | case armnn::LayerType::Lstm : |
| 2161 | { |
| 2162 | const armnn::LstmDescriptor& layerDescriptor = |
| 2163 | static_cast<const armnn::LstmDescriptor&>(descriptor); |
| 2164 | SerializeLstmLayer(layer, layerDescriptor, constants, name); |
| 2165 | break; |
| 2166 | } |
| 2167 | case armnn::LayerType::QLstm : |
| 2168 | { |
| 2169 | const armnn::QLstmDescriptor& layerDescriptor = |
| 2170 | static_cast<const armnn::QLstmDescriptor&>(descriptor); |
| 2171 | SerializeQLstmLayer(layer, layerDescriptor, constants, name); |
| 2172 | break; |
| 2173 | } |
| 2174 | case armnn::LayerType::Maximum : |
| 2175 | { |
| 2176 | SerializeMaximumLayer(layer, name); |
| 2177 | break; |
| 2178 | } |
| 2179 | case armnn::LayerType::Mean : |
| 2180 | { |
| 2181 | const armnn::MeanDescriptor& layerDescriptor = |
| 2182 | static_cast<const armnn::MeanDescriptor&>(descriptor); |
| 2183 | SerializeMeanLayer(layer, layerDescriptor, name); |
| 2184 | break; |
| 2185 | } |
| 2186 | case armnn::LayerType::Merge : |
| 2187 | { |
| 2188 | SerializeMergeLayer(layer, name); |
| 2189 | break; |
| 2190 | } |
| 2191 | case armnn::LayerType::Minimum : |
| 2192 | { |
| 2193 | SerializeMinimumLayer(layer, name); |
| 2194 | break; |
| 2195 | } |
| 2196 | case armnn::LayerType::Multiplication : |
| 2197 | { |
| 2198 | SerializeMultiplicationLayer(layer, name); |
| 2199 | break; |
| 2200 | } |
| 2201 | case armnn::LayerType::Normalization : |
| 2202 | { |
| 2203 | const armnn::NormalizationDescriptor& layerDescriptor = |
| 2204 | static_cast<const armnn::NormalizationDescriptor&>(descriptor); |
| 2205 | SerializeNormalizationLayer(layer, layerDescriptor, name); |
| 2206 | break; |
| 2207 | } |
| 2208 | case armnn::LayerType::Output: |
| 2209 | { |
| 2210 | SerializeOutputLayer(layer, id, name); |
| 2211 | break; |
| 2212 | } |
| 2213 | case armnn::LayerType::Pad : |
| 2214 | { |
| 2215 | const armnn::PadDescriptor& layerDescriptor = |
| 2216 | static_cast<const armnn::PadDescriptor&>(descriptor); |
| 2217 | SerializePadLayer(layer, layerDescriptor, name); |
| 2218 | break; |
| 2219 | } |
| 2220 | case armnn::LayerType::Permute : |
| 2221 | { |
| 2222 | const armnn::PermuteDescriptor& layerDescriptor = |
| 2223 | static_cast<const armnn::PermuteDescriptor&>(descriptor); |
| 2224 | SerializePermuteLayer(layer, layerDescriptor, name); |
| 2225 | break; |
| 2226 | } |
| 2227 | case armnn::LayerType::Pooling2d : |
| 2228 | { |
| 2229 | const armnn::Pooling2dDescriptor& layerDescriptor = |
| 2230 | static_cast<const armnn::Pooling2dDescriptor&>(descriptor); |
| 2231 | SerializePooling2dLayer(layer, layerDescriptor, name); |
| 2232 | break; |
| 2233 | } |
| 2234 | case armnn::LayerType::Prelu : |
| 2235 | { |
| 2236 | SerializePreluLayer(layer, name); |
| 2237 | break; |
| 2238 | } |
| 2239 | case armnn::LayerType::Quantize : |
| 2240 | { |
| 2241 | SerializeQuantizeLayer(layer, name); |
| 2242 | break; |
| 2243 | } |
| 2244 | case armnn::LayerType::QuantizedLstm: |
| 2245 | SerializeQuantizedLstmLayer(layer, constants, name); |
| 2246 | break; |
| 2247 | case armnn::LayerType::Reshape: |
| 2248 | { |
| 2249 | const armnn::ReshapeDescriptor &layerDescriptor = |
| 2250 | static_cast<const armnn::ReshapeDescriptor &>(descriptor); |
| 2251 | SerializeReshapeLayer(layer, layerDescriptor, name); |
| 2252 | break; |
| 2253 | } |
| 2254 | case armnn::LayerType::Rank: |
| 2255 | { |
| 2256 | SerializeRankLayer(layer, name); |
| 2257 | break; |
| 2258 | } |
| 2259 | case armnn::LayerType::Reduce: |
| 2260 | { |
| 2261 | const armnn::ReduceDescriptor& layerDescriptor = |
| 2262 | static_cast<const armnn::ReduceDescriptor&>(descriptor); |
| 2263 | SerializeReduceLayer(layer, layerDescriptor, name); |
| 2264 | break; |
| 2265 | } |
| 2266 | case armnn::LayerType::Resize: |
| 2267 | { |
| 2268 | const armnn::ResizeDescriptor& layerDescriptor = |
| 2269 | static_cast<const armnn::ResizeDescriptor&>(descriptor); |
| 2270 | SerializeResizeLayer(layer, layerDescriptor, name); |
| 2271 | break; |
| 2272 | } |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame] | 2273 | case armnn::LayerType::Shape: |
| 2274 | { |
| 2275 | SerializeShapeLayer(layer, name); |
| 2276 | break; |
| 2277 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2278 | case armnn::LayerType::Slice: |
| 2279 | { |
| 2280 | const armnn::SliceDescriptor& layerDescriptor = |
| 2281 | static_cast<const armnn::SliceDescriptor&>(descriptor); |
| 2282 | SerializeSliceLayer(layer, layerDescriptor, name); |
| 2283 | break; |
| 2284 | } |
| 2285 | case armnn::LayerType::Softmax: |
| 2286 | { |
| 2287 | const armnn::SoftmaxDescriptor& layerDescriptor = |
| 2288 | static_cast<const armnn::SoftmaxDescriptor&>(descriptor); |
| 2289 | SerializeSoftmaxLayer(layer, layerDescriptor, name); |
| 2290 | break; |
| 2291 | } |
| 2292 | case armnn::LayerType::SpaceToBatchNd: |
| 2293 | { |
| 2294 | const armnn::SpaceToBatchNdDescriptor& layerDescriptor = |
| 2295 | static_cast<const armnn::SpaceToBatchNdDescriptor&>(descriptor); |
| 2296 | SerializeSpaceToBatchNdLayer(layer, layerDescriptor, name); |
| 2297 | break; |
| 2298 | } |
| 2299 | case armnn::LayerType::SpaceToDepth: |
| 2300 | { |
| 2301 | const armnn::SpaceToDepthDescriptor& layerDescriptor = |
| 2302 | static_cast<const armnn::SpaceToDepthDescriptor&>(descriptor); |
| 2303 | SerializeSpaceToDepthLayer(layer, layerDescriptor, name); |
| 2304 | break; |
| 2305 | } |
| 2306 | case armnn::LayerType::Splitter: |
| 2307 | { |
| 2308 | const armnn::SplitterDescriptor& layerDescriptor = |
| 2309 | static_cast<const armnn::SplitterDescriptor&>(descriptor); |
| 2310 | SerializeSplitterLayer(layer, layerDescriptor, name); |
| 2311 | break; |
| 2312 | } |
| 2313 | case armnn::LayerType::Stack: |
| 2314 | { |
| 2315 | const armnn::StackDescriptor& layerDescriptor = |
| 2316 | static_cast<const armnn::StackDescriptor&>(descriptor); |
| 2317 | SerializeStackLayer(layer, layerDescriptor, name); |
| 2318 | break; |
| 2319 | } |
| 2320 | case armnn::LayerType::StandIn: |
| 2321 | { |
| 2322 | const armnn::StandInDescriptor& layerDescriptor = |
| 2323 | static_cast<const armnn::StandInDescriptor&>(descriptor); |
| 2324 | SerializeStandInLayer(layer, layerDescriptor, name); |
| 2325 | break; |
| 2326 | } |
| 2327 | case armnn::LayerType::StridedSlice: |
| 2328 | { |
| 2329 | const armnn::StridedSliceDescriptor& layerDescriptor = |
| 2330 | static_cast<const armnn::StridedSliceDescriptor&>(descriptor); |
| 2331 | SerializeStridedSliceLayer(layer, layerDescriptor, name); |
| 2332 | break; |
| 2333 | } |
| 2334 | case armnn::LayerType::Subtraction: |
| 2335 | { |
| 2336 | SerializeSubtractionLayer(layer, name); |
| 2337 | break; |
| 2338 | } |
| 2339 | case armnn::LayerType::Switch: |
| 2340 | { |
| 2341 | SerializeSwitchLayer(layer, name); |
| 2342 | break; |
| 2343 | } |
| 2344 | case armnn::LayerType::Transpose: |
| 2345 | { |
| 2346 | const armnn::TransposeDescriptor& layerDescriptor = |
| 2347 | static_cast<const armnn::TransposeDescriptor&>(descriptor); |
| 2348 | SerializeTransposeLayer(layer, layerDescriptor, name); |
| 2349 | break; |
| 2350 | } |
| 2351 | case armnn::LayerType::TransposeConvolution2d: |
| 2352 | { |
| 2353 | const armnn::TransposeConvolution2dDescriptor& layerDescriptor = |
| 2354 | static_cast<const armnn::TransposeConvolution2dDescriptor&>(descriptor); |
| 2355 | SerializeTransposeConvolution2dLayer(layer, layerDescriptor, constants, name); |
| 2356 | break; |
| 2357 | } |
Narumol Prangnawarat | a0162e1 | 2021-07-23 14:47:49 +0100 | [diff] [blame] | 2358 | case armnn::LayerType::UnidirectionalSequenceLstm : |
| 2359 | { |
| 2360 | const armnn::UnidirectionalSequenceLstmDescriptor& layerDescriptor = |
| 2361 | static_cast<const armnn::UnidirectionalSequenceLstmDescriptor&>(descriptor); |
| 2362 | SerializeUnidirectionalSequenceLstmLayer(layer, layerDescriptor, constants, name); |
| 2363 | break; |
| 2364 | } |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2365 | default: |
| 2366 | { |
| 2367 | throw InvalidArgumentException( |
| 2368 | fmt::format("A layer of unknown type was given to the serializer. Layer name: {}; Layer Id: {}", |
| 2369 | layer->GetName(), |
| 2370 | id)); |
| 2371 | } |
| 2372 | } |
| 2373 | } |
| 2374 | |
Finn Williams | 85d3671 | 2021-01-26 22:30:06 +0000 | [diff] [blame] | 2375 | void ISerializer::SerializerImpl::Serialize(const INetwork& inNetwork) |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2376 | { |
| 2377 | // Iterate through to network |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2378 | inNetwork.ExecuteStrategy(m_SerializerStrategy); |
| 2379 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerStrategy.GetFlatBufferBuilder(); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2380 | |
| 2381 | // Create FlatBuffer SerializedGraph |
| 2382 | auto serializedGraph = serializer::CreateSerializedGraph( |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2383 | fbBuilder, |
| 2384 | fbBuilder.CreateVector(m_SerializerStrategy.GetSerializedLayers()), |
| 2385 | fbBuilder.CreateVector(m_SerializerStrategy.GetInputIds()), |
| 2386 | fbBuilder.CreateVector(m_SerializerStrategy.GetOutputIds()), |
| 2387 | m_SerializerStrategy.GetVersionTable()); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2388 | |
| 2389 | // Serialize the graph |
| 2390 | fbBuilder.Finish(serializedGraph); |
| 2391 | } |
| 2392 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2393 | |
Finn Williams | 85d3671 | 2021-01-26 22:30:06 +0000 | [diff] [blame] | 2394 | bool ISerializer::SerializerImpl::SaveSerializedToStream(std::ostream& stream) |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2395 | { |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 2396 | flatbuffers::FlatBufferBuilder& fbBuilder = m_SerializerStrategy.GetFlatBufferBuilder(); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2397 | |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 2398 | auto bytesToWrite = armnn::numeric_cast<std::streamsize>(fbBuilder.GetSize()); |
Nattapat Chaimanowong | 7b53b69 | 2019-02-12 14:38:31 +0000 | [diff] [blame] | 2399 | stream.write(reinterpret_cast<const char*>(fbBuilder.GetBufferPointer()), bytesToWrite); |
Nattapat Chaimanowong | ac9cadc | 2019-02-13 15:52:41 +0000 | [diff] [blame] | 2400 | return !stream.bad(); |
| 2401 | } |
| 2402 | |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 2403 | } // namespace armnnSerializer |