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Mike Kelly8c1701a2019-02-11 17:01:27 +00001//
2// Copyright © 2017 Arm Ltd. All rights reserved.
3// SPDX-License-Identifier: MIT
4//
5#pragma once
6
7#include <armnn/ILayerVisitor.hpp>
8#include <armnn/LayerVisitorBase.hpp>
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +00009
10#include <armnnSerializer/ISerializer.hpp>
11
Saoirse Stewartcb8a3212019-02-14 15:46:10 +000012#include <unordered_map>
13
Matthew Bentham268509a2019-02-25 13:58:24 +000014#include <ArmnnSchema_generated.h>
Mike Kelly8c1701a2019-02-11 17:01:27 +000015
16namespace armnnSerializer
17{
18
Francis Murtagh5eb30d92019-03-27 10:17:21 +000019class SerializerVisitor : public armnn::ILayerVisitor
Mike Kelly8c1701a2019-02-11 17:01:27 +000020{
21public:
Matteo Martincighf81edaa2019-03-04 14:34:30 +000022 SerializerVisitor() : m_layerId(0) {}
Matteo Martincighec333912019-02-13 15:12:39 +000023 ~SerializerVisitor() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +000024
25 flatbuffers::FlatBufferBuilder& GetFlatBufferBuilder()
26 {
27 return m_flatBufferBuilder;
28 }
29
30 std::vector<unsigned int>& GetInputIds()
31 {
32 return m_inputIds;
33 }
34
35 std::vector<unsigned int>& GetOutputIds()
36 {
37 return m_outputIds;
38 }
39
Derek Lamberti0028d1b2019-02-20 13:57:42 +000040 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>>& GetSerializedLayers()
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +000041 {
42 return m_serializedLayers;
43 }
Mike Kelly8c1701a2019-02-11 17:01:27 +000044
Kevin May868eb142019-09-04 17:29:31 +010045 void VisitAbsLayer(const armnn::IConnectableLayer* layer,
46 const char* name = nullptr) override;
47
Mike Kellyaf484012019-02-20 16:53:11 +000048 void VisitActivationLayer(const armnn::IConnectableLayer* layer,
49 const armnn::ActivationDescriptor& descriptor,
50 const char* name = nullptr) override;
51
Mike Kelly8c1701a2019-02-11 17:01:27 +000052 void VisitAdditionLayer(const armnn::IConnectableLayer* layer,
53 const char* name = nullptr) override;
54
Nikhil Rajee391d52019-09-05 17:50:44 +010055 void VisitArgMinMaxLayer(const armnn::IConnectableLayer* layer,
56 const armnn::ArgMinMaxDescriptor& argMinMaxDescriptor,
57 const char* name = nullptr) override;
58
Nattapat Chaimanowong6b4ed982019-02-26 17:24:13 +000059 void VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer,
60 const armnn::BatchToSpaceNdDescriptor& descriptor,
61 const char* name = nullptr) override;
62
ruoyan018e7fa232019-02-28 15:09:07 +000063 void VisitBatchNormalizationLayer(const armnn::IConnectableLayer* layer,
64 const armnn::BatchNormalizationDescriptor& BatchNormalizationDescriptor,
65 const armnn::ConstTensor& mean,
66 const armnn::ConstTensor& variance,
67 const armnn::ConstTensor& beta,
68 const armnn::ConstTensor& gamma,
69 const char* name = nullptr) override;
70
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010071 void VisitComparisonLayer(const armnn::IConnectableLayer* layer,
72 const armnn::ComparisonDescriptor& descriptor,
73 const char* name = nullptr) override;
74
Jim Flynne242f2d2019-05-22 14:24:13 +010075 void VisitConcatLayer(const armnn::IConnectableLayer* layer,
76 const armnn::ConcatDescriptor& concatDescriptor,
77 const char* name = nullptr) override;
78
Conor Kennedy76277882019-02-26 08:29:54 +000079 void VisitConstantLayer(const armnn::IConnectableLayer* layer,
80 const armnn::ConstTensor& input,
81 const char* = nullptr) override;
82
Mike Kellya0766c32019-02-19 17:22:07 +000083 void VisitConvolution2dLayer(const armnn::IConnectableLayer* layer,
84 const armnn::Convolution2dDescriptor& descriptor,
85 const armnn::ConstTensor& weights,
86 const armnn::Optional<armnn::ConstTensor>& biases,
87 const char* = nullptr) override;
88
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +010089 void VisitDepthToSpaceLayer(const armnn::IConnectableLayer* layer,
90 const armnn::DepthToSpaceDescriptor& descriptor,
91 const char* name = nullptr) override;
92
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +000093 void VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer,
94 const armnn::DepthwiseConvolution2dDescriptor& descriptor,
95 const armnn::ConstTensor& weights,
96 const armnn::Optional<armnn::ConstTensor>& biases,
97 const char* name = nullptr) override;
98
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +000099 void VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
100 const char* name = nullptr) override;
101
Nattapat Chaimanowong3e14a9d2019-03-18 12:37:06 +0000102 void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
103 const armnn::DetectionPostProcessDescriptor& descriptor,
104 const armnn::ConstTensor& anchors,
105 const char* name = nullptr) override;
106
Éanna Ó Catháin58885892019-02-27 16:16:39 +0000107 void VisitDivisionLayer(const armnn::IConnectableLayer* layer,
108 const char* name = nullptr) override;
109
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100110 ARMNN_DEPRECATED_MSG("Use VisitComparisonLayer instead")
Nattapat Chaimanowong235cea52019-02-28 16:27:30 +0000111 void VisitEqualLayer(const armnn::IConnectableLayer* layer,
112 const char* name = nullptr) override;
113
Finn Williamsdd2ba7e2019-03-01 11:51:52 +0000114 void VisitFloorLayer(const armnn::IConnectableLayer *layer,
115 const char *name = nullptr) override;
116
Sadik Armagandbb0c0c2019-02-21 09:01:41 +0000117 void VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer,
118 const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
119 const armnn::ConstTensor& weights,
120 const armnn::Optional<armnn::ConstTensor>& biases,
121 const char* name = nullptr) override;
122
Saoirse Stewarta1ed73a2019-03-04 13:40:12 +0000123 void VisitGatherLayer(const armnn::IConnectableLayer* layer,
124 const char* name = nullptr) override;
Matteo Martincighf81edaa2019-03-04 14:34:30 +0000125
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100126 ARMNN_DEPRECATED_MSG("Use VisitComparisonLayer instead")
Conor Kennedy79ffdf52019-03-01 14:24:54 +0000127 void VisitGreaterLayer(const armnn::IConnectableLayer* layer,
128 const char* name = nullptr) override;
129
Mike Kelly8c1701a2019-02-11 17:01:27 +0000130 void VisitInputLayer(const armnn::IConnectableLayer* layer,
131 armnn::LayerBindingId id,
132 const char* name = nullptr) override;
133
Kevin Mayce5045a2019-10-02 14:07:47 +0100134 void VisitInstanceNormalizationLayer(const armnn::IConnectableLayer* layer,
135 const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor,
136 const char* name = nullptr) override;
137
Narumol Prangnawarat495701f2019-03-07 17:31:34 +0000138 void VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer,
139 const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
140 const char* name = nullptr) override;
141
Aron Virginas-Tarf982dea2019-10-11 14:07:53 +0100142 void VisitLogSoftmaxLayer(const armnn::IConnectableLayer* layer,
143 const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor,
144 const char* name = nullptr) override;
145
Jim Flynn11af3752019-03-19 17:22:29 +0000146 void VisitLstmLayer(const armnn::IConnectableLayer* layer,
147 const armnn::LstmDescriptor& descriptor,
148 const armnn::LstmInputParams& params,
149 const char* name = nullptr) override;
150
Sadik Armaganac97c8c2019-03-04 17:44:21 +0000151 void VisitMeanLayer(const armnn::IConnectableLayer* layer,
152 const armnn::MeanDescriptor& descriptor,
153 const char* name) override;
154
Aron Virginas-Tar0fe32452019-02-28 13:12:47 +0000155 void VisitMinimumLayer(const armnn::IConnectableLayer* layer,
156 const char* name = nullptr) override;
157
Aron Virginas-Tar377351e2019-02-27 14:42:31 +0000158 void VisitMaximumLayer(const armnn::IConnectableLayer* layer,
159 const char* name = nullptr) override;
160
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100161 void VisitMergeLayer(const armnn::IConnectableLayer* layer,
162 const char* name = nullptr) override;
163
Jim Flynne242f2d2019-05-22 14:24:13 +0100164 ARMNN_DEPRECATED_MSG("Use VisitConcatLayer instead")
Jim Flynnac25a1b2019-02-28 10:40:49 +0000165 void VisitMergerLayer(const armnn::IConnectableLayer* layer,
Jim Flynne242f2d2019-05-22 14:24:13 +0100166 const armnn::MergerDescriptor& mergerDescriptor,
Jim Flynnac25a1b2019-02-28 10:40:49 +0000167 const char* name = nullptr) override;
168
Sadik Armagan5f450272019-02-12 14:31:45 +0000169 void VisitMultiplicationLayer(const armnn::IConnectableLayer* layer,
170 const char* name = nullptr) override;
171
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000172 void VisitOutputLayer(const armnn::IConnectableLayer* layer,
173 armnn::LayerBindingId id,
174 const char* name = nullptr) override;
Aron Virginas-Tarfc413c02019-02-13 15:41:52 +0000175
Nattapat Chaimanowongebb0f9c2019-03-01 12:14:06 +0000176 void VisitPadLayer(const armnn::IConnectableLayer* layer,
177 const armnn::PadDescriptor& PadDescriptor,
178 const char* name = nullptr) override;
179
Nattapat Chaimanowong30b00202019-02-20 17:31:34 +0000180 void VisitPermuteLayer(const armnn::IConnectableLayer* layer,
181 const armnn::PermuteDescriptor& PermuteDescriptor,
182 const char* name = nullptr) override;
183
Saoirse Stewart3166c3e2019-02-18 15:24:53 +0000184 void VisitPooling2dLayer(const armnn::IConnectableLayer* layer,
185 const armnn::Pooling2dDescriptor& pooling2dDescriptor,
186 const char* name = nullptr) override;
187
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100188 void VisitPreluLayer(const armnn::IConnectableLayer* layer,
189 const char* name = nullptr) override;
190
Derek Lamberti87acb272019-03-27 16:51:31 +0000191 void VisitQuantizeLayer(const armnn::IConnectableLayer* layer,
192 const char* name = nullptr) override;
193
James Conroyee18dc82019-07-17 11:27:46 +0100194 void VisitQuantizedLstmLayer(const armnn::IConnectableLayer* layer,
195 const armnn::QuantizedLstmInputParams& params,
196 const char* name = nullptr) override;
197
Saoirse Stewart263829c2019-02-19 15:54:14 +0000198 void VisitReshapeLayer(const armnn::IConnectableLayer* layer,
199 const armnn::ReshapeDescriptor& reshapeDescriptor,
200 const char* name = nullptr) override;
201
Teresa Charlina9075df2019-06-27 15:41:57 +0100202 void VisitResizeLayer(const armnn::IConnectableLayer* layer,
203 const armnn::ResizeDescriptor& resizeDescriptor,
204 const char* name = nullptr) override;
205
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100206 ARMNN_DEPRECATED_MSG("Use VisitResizeLayer instead")
207 void VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer,
208 const armnn::ResizeBilinearDescriptor& resizeDescriptor,
209 const char* name = nullptr) override;
210
Sadik Armagan8b42a382019-03-01 14:24:49 +0000211 void VisitRsqrtLayer(const armnn::IConnectableLayer* layer,
212 const char* name = nullptr) override;
213
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100214 void VisitSliceLayer(const armnn::IConnectableLayer* layer,
215 const armnn::SliceDescriptor& sliceDescriptor,
216 const char* name = nullptr) override;
217
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000218 void VisitSoftmaxLayer(const armnn::IConnectableLayer* layer,
219 const armnn::SoftmaxDescriptor& softmaxDescriptor,
220 const char* name = nullptr) override;
221
Nattapat Chaimanowong45286992019-02-26 15:53:02 +0000222 void VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
223 const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
224 const char* name = nullptr) override;
225
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100226 void VisitSpaceToDepthLayer(const armnn::IConnectableLayer* layer,
227 const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor,
228 const char* name = nullptr) override;
229
Nina Drozd57728782019-02-27 10:53:27 +0000230 void VisitNormalizationLayer(const armnn::IConnectableLayer* layer,
231 const armnn::NormalizationDescriptor& normalizationDescriptor,
232 const char* name = nullptr) override;
Conor Kennedyda1f9752019-03-01 14:37:12 +0000233
Jim Flynn18ce3382019-03-08 11:08:30 +0000234 void VisitSplitterLayer(const armnn::IConnectableLayer* layer,
235 const armnn::ViewsDescriptor& viewsDescriptor,
236 const char* name = nullptr) override;
237
Derek Lamberti013c3902019-10-21 10:46:16 +0100238 void VisitStandInLayer(const armnn::IConnectableLayer* layer,
239 const armnn::StandInDescriptor& standInDescriptor,
240 const char* name = nullptr) override;
241
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100242 void VisitStackLayer(const armnn::IConnectableLayer* layer,
243 const armnn::StackDescriptor& stackDescriptor,
244 const char* name = nullptr) override;
245
Nattapat Chaimanowongb3485212019-03-04 12:35:39 +0000246 void VisitStridedSliceLayer(const armnn::IConnectableLayer* layer,
247 const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
248 const char* name = nullptr) override;
249
Conor Kennedyda1f9752019-03-01 14:37:12 +0000250 void VisitSubtractionLayer(const armnn::IConnectableLayer* layer,
251 const char* name = nullptr) override;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100252
253 void VisitSwitchLayer(const armnn::IConnectableLayer* layer,
254 const char* name = nullptr) override;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100255
256 void VisitTransposeConvolution2dLayer(const armnn::IConnectableLayer* layer,
257 const armnn::TransposeConvolution2dDescriptor& descriptor,
258 const armnn::ConstTensor& weights,
259 const armnn::Optional<armnn::ConstTensor>& biases,
260 const char* = nullptr) override;
261
Mike Kelly8c1701a2019-02-11 17:01:27 +0000262private:
263
264 /// Creates the Input Slots and Output Slots and LayerBase for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000265 flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000266 const armnn::IConnectableLayer* layer,
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000267 const armnnSerializer::LayerType layerType);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000268
269 /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000270 void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000271
Mike Kellya0766c32019-02-19 17:22:07 +0000272 /// Creates the serializer ConstTensor for the armnn ConstTensor.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000273 flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
Mike Kellya0766c32019-02-19 17:22:07 +0000274 const armnn::ConstTensor& constTensor);
275
276 template <typename T>
277 flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
278
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000279 ///Function which maps Guid to an index
280 uint32_t GetSerializedId(unsigned int guid);
281
Mike Kelly8c1701a2019-02-11 17:01:27 +0000282 /// Creates the serializer InputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000283 std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000284 const armnn::IConnectableLayer* layer);
285
286 /// Creates the serializer OutputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000287 std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000288 const armnn::IConnectableLayer* layer);
289
290 /// FlatBufferBuilder to create our layers' FlatBuffers.
291 flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
292
293 /// AnyLayers required by the SerializedGraph.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000294 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000295
296 /// Guids of all Input Layers required by the SerializedGraph.
297 std::vector<unsigned int> m_inputIds;
298
299 /// Guids of all Output Layers required by the SerializedGraph.
300 std::vector<unsigned int> m_outputIds;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000301
302 /// Mapped Guids of all Layers to match our index.
303 std::unordered_map<unsigned int, uint32_t > m_guidMap;
304
305 /// layer within our FlatBuffer index.
306 uint32_t m_layerId;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000307};
308
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000309class Serializer : public ISerializer
310{
311public:
Matteo Martincighec333912019-02-13 15:12:39 +0000312 Serializer() {}
313 ~Serializer() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000314
315 /// Serializes the network to ArmNN SerializedGraph.
316 /// @param [in] inNetwork The network to be serialized.
317 void Serialize(const armnn::INetwork& inNetwork) override;
318
319 /// Serializes the SerializedGraph to the stream.
320 /// @param [stream] the stream to save to
321 /// @return true if graph is Serialized to the Stream, false otherwise
322 bool SaveSerializedToStream(std::ostream& stream) override;
323
324private:
325
326 /// Visitor to contruct serialized network
327 SerializerVisitor m_SerializerVisitor;
328};
329
Mike Kelly8c1701a2019-02-11 17:01:27 +0000330} //namespace armnnSerializer