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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
Jim Flynne242f2d2019-05-22 14:24:13 +010071 void VisitConcatLayer(const armnn::IConnectableLayer* layer,
72 const armnn::ConcatDescriptor& concatDescriptor,
73 const char* name = nullptr) override;
74
Conor Kennedy76277882019-02-26 08:29:54 +000075 void VisitConstantLayer(const armnn::IConnectableLayer* layer,
76 const armnn::ConstTensor& input,
77 const char* = nullptr) override;
78
Mike Kellya0766c32019-02-19 17:22:07 +000079 void VisitConvolution2dLayer(const armnn::IConnectableLayer* layer,
80 const armnn::Convolution2dDescriptor& descriptor,
81 const armnn::ConstTensor& weights,
82 const armnn::Optional<armnn::ConstTensor>& biases,
83 const char* = nullptr) override;
84
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +000085 void VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer,
86 const armnn::DepthwiseConvolution2dDescriptor& descriptor,
87 const armnn::ConstTensor& weights,
88 const armnn::Optional<armnn::ConstTensor>& biases,
89 const char* name = nullptr) override;
90
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +000091 void VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
92 const char* name = nullptr) override;
93
Nattapat Chaimanowong3e14a9d2019-03-18 12:37:06 +000094 void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
95 const armnn::DetectionPostProcessDescriptor& descriptor,
96 const armnn::ConstTensor& anchors,
97 const char* name = nullptr) override;
98
Éanna Ó Catháin58885892019-02-27 16:16:39 +000099 void VisitDivisionLayer(const armnn::IConnectableLayer* layer,
100 const char* name = nullptr) override;
101
Nattapat Chaimanowong235cea52019-02-28 16:27:30 +0000102 void VisitEqualLayer(const armnn::IConnectableLayer* layer,
103 const char* name = nullptr) override;
104
Finn Williamsdd2ba7e2019-03-01 11:51:52 +0000105 void VisitFloorLayer(const armnn::IConnectableLayer *layer,
106 const char *name = nullptr) override;
107
Sadik Armagandbb0c0c2019-02-21 09:01:41 +0000108 void VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer,
109 const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
110 const armnn::ConstTensor& weights,
111 const armnn::Optional<armnn::ConstTensor>& biases,
112 const char* name = nullptr) override;
113
Saoirse Stewarta1ed73a2019-03-04 13:40:12 +0000114 void VisitGatherLayer(const armnn::IConnectableLayer* layer,
115 const char* name = nullptr) override;
Matteo Martincighf81edaa2019-03-04 14:34:30 +0000116
Conor Kennedy79ffdf52019-03-01 14:24:54 +0000117 void VisitGreaterLayer(const armnn::IConnectableLayer* layer,
118 const char* name = nullptr) override;
119
Mike Kelly8c1701a2019-02-11 17:01:27 +0000120 void VisitInputLayer(const armnn::IConnectableLayer* layer,
121 armnn::LayerBindingId id,
122 const char* name = nullptr) override;
123
Narumol Prangnawarat495701f2019-03-07 17:31:34 +0000124 void VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer,
125 const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
126 const char* name = nullptr) override;
127
Jim Flynn11af3752019-03-19 17:22:29 +0000128 void VisitLstmLayer(const armnn::IConnectableLayer* layer,
129 const armnn::LstmDescriptor& descriptor,
130 const armnn::LstmInputParams& params,
131 const char* name = nullptr) override;
132
Sadik Armaganac97c8c2019-03-04 17:44:21 +0000133 void VisitMeanLayer(const armnn::IConnectableLayer* layer,
134 const armnn::MeanDescriptor& descriptor,
135 const char* name) override;
136
Aron Virginas-Tar0fe32452019-02-28 13:12:47 +0000137 void VisitMinimumLayer(const armnn::IConnectableLayer* layer,
138 const char* name = nullptr) override;
139
Aron Virginas-Tar377351e2019-02-27 14:42:31 +0000140 void VisitMaximumLayer(const armnn::IConnectableLayer* layer,
141 const char* name = nullptr) override;
142
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100143 void VisitMergeLayer(const armnn::IConnectableLayer* layer,
144 const char* name = nullptr) override;
145
Jim Flynne242f2d2019-05-22 14:24:13 +0100146 ARMNN_DEPRECATED_MSG("Use VisitConcatLayer instead")
Jim Flynnac25a1b2019-02-28 10:40:49 +0000147 void VisitMergerLayer(const armnn::IConnectableLayer* layer,
Jim Flynne242f2d2019-05-22 14:24:13 +0100148 const armnn::MergerDescriptor& mergerDescriptor,
Jim Flynnac25a1b2019-02-28 10:40:49 +0000149 const char* name = nullptr) override;
150
Sadik Armagan5f450272019-02-12 14:31:45 +0000151 void VisitMultiplicationLayer(const armnn::IConnectableLayer* layer,
152 const char* name = nullptr) override;
153
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000154 void VisitOutputLayer(const armnn::IConnectableLayer* layer,
155 armnn::LayerBindingId id,
156 const char* name = nullptr) override;
Aron Virginas-Tarfc413c02019-02-13 15:41:52 +0000157
Nattapat Chaimanowongebb0f9c2019-03-01 12:14:06 +0000158 void VisitPadLayer(const armnn::IConnectableLayer* layer,
159 const armnn::PadDescriptor& PadDescriptor,
160 const char* name = nullptr) override;
161
Nattapat Chaimanowong30b00202019-02-20 17:31:34 +0000162 void VisitPermuteLayer(const armnn::IConnectableLayer* layer,
163 const armnn::PermuteDescriptor& PermuteDescriptor,
164 const char* name = nullptr) override;
165
Saoirse Stewart3166c3e2019-02-18 15:24:53 +0000166 void VisitPooling2dLayer(const armnn::IConnectableLayer* layer,
167 const armnn::Pooling2dDescriptor& pooling2dDescriptor,
168 const char* name = nullptr) override;
169
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100170 void VisitPreluLayer(const armnn::IConnectableLayer* layer,
171 const char* name = nullptr) override;
172
Derek Lamberti87acb272019-03-27 16:51:31 +0000173 void VisitQuantizeLayer(const armnn::IConnectableLayer* layer,
174 const char* name = nullptr) override;
175
James Conroyee18dc82019-07-17 11:27:46 +0100176 void VisitQuantizedLstmLayer(const armnn::IConnectableLayer* layer,
177 const armnn::QuantizedLstmInputParams& params,
178 const char* name = nullptr) override;
179
Saoirse Stewart263829c2019-02-19 15:54:14 +0000180 void VisitReshapeLayer(const armnn::IConnectableLayer* layer,
181 const armnn::ReshapeDescriptor& reshapeDescriptor,
182 const char* name = nullptr) override;
183
Teresa Charlina9075df2019-06-27 15:41:57 +0100184 void VisitResizeLayer(const armnn::IConnectableLayer* layer,
185 const armnn::ResizeDescriptor& resizeDescriptor,
186 const char* name = nullptr) override;
187
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100188 ARMNN_DEPRECATED_MSG("Use VisitResizeLayer instead")
189 void VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer,
190 const armnn::ResizeBilinearDescriptor& resizeDescriptor,
191 const char* name = nullptr) override;
192
Sadik Armagan8b42a382019-03-01 14:24:49 +0000193 void VisitRsqrtLayer(const armnn::IConnectableLayer* layer,
194 const char* name = nullptr) override;
195
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100196 void VisitSliceLayer(const armnn::IConnectableLayer* layer,
197 const armnn::SliceDescriptor& sliceDescriptor,
198 const char* name = nullptr) override;
199
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000200 void VisitSoftmaxLayer(const armnn::IConnectableLayer* layer,
201 const armnn::SoftmaxDescriptor& softmaxDescriptor,
202 const char* name = nullptr) override;
203
Nattapat Chaimanowong45286992019-02-26 15:53:02 +0000204 void VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
205 const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
206 const char* name = nullptr) override;
207
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100208 void VisitSpaceToDepthLayer(const armnn::IConnectableLayer* layer,
209 const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor,
210 const char* name = nullptr) override;
211
Nina Drozd57728782019-02-27 10:53:27 +0000212 void VisitNormalizationLayer(const armnn::IConnectableLayer* layer,
213 const armnn::NormalizationDescriptor& normalizationDescriptor,
214 const char* name = nullptr) override;
Conor Kennedyda1f9752019-03-01 14:37:12 +0000215
Jim Flynn18ce3382019-03-08 11:08:30 +0000216 void VisitSplitterLayer(const armnn::IConnectableLayer* layer,
217 const armnn::ViewsDescriptor& viewsDescriptor,
218 const char* name = nullptr) override;
219
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100220 void VisitStackLayer(const armnn::IConnectableLayer* layer,
221 const armnn::StackDescriptor& stackDescriptor,
222 const char* name = nullptr) override;
223
Nattapat Chaimanowongb3485212019-03-04 12:35:39 +0000224 void VisitStridedSliceLayer(const armnn::IConnectableLayer* layer,
225 const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
226 const char* name = nullptr) override;
227
Conor Kennedyda1f9752019-03-01 14:37:12 +0000228 void VisitSubtractionLayer(const armnn::IConnectableLayer* layer,
229 const char* name = nullptr) override;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100230
231 void VisitSwitchLayer(const armnn::IConnectableLayer* layer,
232 const char* name = nullptr) override;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100233
234 void VisitTransposeConvolution2dLayer(const armnn::IConnectableLayer* layer,
235 const armnn::TransposeConvolution2dDescriptor& descriptor,
236 const armnn::ConstTensor& weights,
237 const armnn::Optional<armnn::ConstTensor>& biases,
238 const char* = nullptr) override;
239
Mike Kelly8c1701a2019-02-11 17:01:27 +0000240private:
241
242 /// Creates the Input Slots and Output Slots and LayerBase for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000243 flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000244 const armnn::IConnectableLayer* layer,
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000245 const armnnSerializer::LayerType layerType);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000246
247 /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000248 void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000249
Mike Kellya0766c32019-02-19 17:22:07 +0000250 /// Creates the serializer ConstTensor for the armnn ConstTensor.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000251 flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
Mike Kellya0766c32019-02-19 17:22:07 +0000252 const armnn::ConstTensor& constTensor);
253
254 template <typename T>
255 flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
256
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000257 ///Function which maps Guid to an index
258 uint32_t GetSerializedId(unsigned int guid);
259
Mike Kelly8c1701a2019-02-11 17:01:27 +0000260 /// Creates the serializer InputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000261 std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000262 const armnn::IConnectableLayer* layer);
263
264 /// Creates the serializer OutputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000265 std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000266 const armnn::IConnectableLayer* layer);
267
268 /// FlatBufferBuilder to create our layers' FlatBuffers.
269 flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
270
271 /// AnyLayers required by the SerializedGraph.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000272 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000273
274 /// Guids of all Input Layers required by the SerializedGraph.
275 std::vector<unsigned int> m_inputIds;
276
277 /// Guids of all Output Layers required by the SerializedGraph.
278 std::vector<unsigned int> m_outputIds;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000279
280 /// Mapped Guids of all Layers to match our index.
281 std::unordered_map<unsigned int, uint32_t > m_guidMap;
282
283 /// layer within our FlatBuffer index.
284 uint32_t m_layerId;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000285};
286
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000287class Serializer : public ISerializer
288{
289public:
Matteo Martincighec333912019-02-13 15:12:39 +0000290 Serializer() {}
291 ~Serializer() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000292
293 /// Serializes the network to ArmNN SerializedGraph.
294 /// @param [in] inNetwork The network to be serialized.
295 void Serialize(const armnn::INetwork& inNetwork) override;
296
297 /// Serializes the SerializedGraph to the stream.
298 /// @param [stream] the stream to save to
299 /// @return true if graph is Serialized to the Stream, false otherwise
300 bool SaveSerializedToStream(std::ostream& stream) override;
301
302private:
303
304 /// Visitor to contruct serialized network
305 SerializerVisitor m_SerializerVisitor;
306};
307
Mike Kelly8c1701a2019-02-11 17:01:27 +0000308} //namespace armnnSerializer