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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
Mike Kellyaf484012019-02-20 16:53:11 +000045 void VisitActivationLayer(const armnn::IConnectableLayer* layer,
46 const armnn::ActivationDescriptor& descriptor,
47 const char* name = nullptr) override;
48
Mike Kelly8c1701a2019-02-11 17:01:27 +000049 void VisitAdditionLayer(const armnn::IConnectableLayer* layer,
50 const char* name = nullptr) override;
51
Nattapat Chaimanowong6b4ed982019-02-26 17:24:13 +000052 void VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer,
53 const armnn::BatchToSpaceNdDescriptor& descriptor,
54 const char* name = nullptr) override;
55
ruoyan018e7fa232019-02-28 15:09:07 +000056 void VisitBatchNormalizationLayer(const armnn::IConnectableLayer* layer,
57 const armnn::BatchNormalizationDescriptor& BatchNormalizationDescriptor,
58 const armnn::ConstTensor& mean,
59 const armnn::ConstTensor& variance,
60 const armnn::ConstTensor& beta,
61 const armnn::ConstTensor& gamma,
62 const char* name = nullptr) override;
63
Jim Flynne242f2d2019-05-22 14:24:13 +010064 void VisitConcatLayer(const armnn::IConnectableLayer* layer,
65 const armnn::ConcatDescriptor& concatDescriptor,
66 const char* name = nullptr) override;
67
Conor Kennedy76277882019-02-26 08:29:54 +000068 void VisitConstantLayer(const armnn::IConnectableLayer* layer,
69 const armnn::ConstTensor& input,
70 const char* = nullptr) override;
71
Mike Kellya0766c32019-02-19 17:22:07 +000072 void VisitConvolution2dLayer(const armnn::IConnectableLayer* layer,
73 const armnn::Convolution2dDescriptor& descriptor,
74 const armnn::ConstTensor& weights,
75 const armnn::Optional<armnn::ConstTensor>& biases,
76 const char* = nullptr) override;
77
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +000078 void VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer,
79 const armnn::DepthwiseConvolution2dDescriptor& descriptor,
80 const armnn::ConstTensor& weights,
81 const armnn::Optional<armnn::ConstTensor>& biases,
82 const char* name = nullptr) override;
83
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +000084 void VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
85 const char* name = nullptr) override;
86
Nattapat Chaimanowong3e14a9d2019-03-18 12:37:06 +000087 void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
88 const armnn::DetectionPostProcessDescriptor& descriptor,
89 const armnn::ConstTensor& anchors,
90 const char* name = nullptr) override;
91
Éanna Ó Catháin58885892019-02-27 16:16:39 +000092 void VisitDivisionLayer(const armnn::IConnectableLayer* layer,
93 const char* name = nullptr) override;
94
Nattapat Chaimanowong235cea52019-02-28 16:27:30 +000095 void VisitEqualLayer(const armnn::IConnectableLayer* layer,
96 const char* name = nullptr) override;
97
Finn Williamsdd2ba7e2019-03-01 11:51:52 +000098 void VisitFloorLayer(const armnn::IConnectableLayer *layer,
99 const char *name = nullptr) override;
100
Sadik Armagandbb0c0c2019-02-21 09:01:41 +0000101 void VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer,
102 const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
103 const armnn::ConstTensor& weights,
104 const armnn::Optional<armnn::ConstTensor>& biases,
105 const char* name = nullptr) override;
106
Saoirse Stewarta1ed73a2019-03-04 13:40:12 +0000107 void VisitGatherLayer(const armnn::IConnectableLayer* layer,
108 const char* name = nullptr) override;
Matteo Martincighf81edaa2019-03-04 14:34:30 +0000109
Conor Kennedy79ffdf52019-03-01 14:24:54 +0000110 void VisitGreaterLayer(const armnn::IConnectableLayer* layer,
111 const char* name = nullptr) override;
112
Mike Kelly8c1701a2019-02-11 17:01:27 +0000113 void VisitInputLayer(const armnn::IConnectableLayer* layer,
114 armnn::LayerBindingId id,
115 const char* name = nullptr) override;
116
Narumol Prangnawarat495701f2019-03-07 17:31:34 +0000117 void VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer,
118 const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
119 const char* name = nullptr) override;
120
Jim Flynn11af3752019-03-19 17:22:29 +0000121 void VisitLstmLayer(const armnn::IConnectableLayer* layer,
122 const armnn::LstmDescriptor& descriptor,
123 const armnn::LstmInputParams& params,
124 const char* name = nullptr) override;
125
Sadik Armaganac97c8c2019-03-04 17:44:21 +0000126 void VisitMeanLayer(const armnn::IConnectableLayer* layer,
127 const armnn::MeanDescriptor& descriptor,
128 const char* name) override;
129
Aron Virginas-Tar0fe32452019-02-28 13:12:47 +0000130 void VisitMinimumLayer(const armnn::IConnectableLayer* layer,
131 const char* name = nullptr) override;
132
Aron Virginas-Tar377351e2019-02-27 14:42:31 +0000133 void VisitMaximumLayer(const armnn::IConnectableLayer* layer,
134 const char* name = nullptr) override;
135
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100136 void VisitMergeLayer(const armnn::IConnectableLayer* layer,
137 const char* name = nullptr) override;
138
Jim Flynne242f2d2019-05-22 14:24:13 +0100139 ARMNN_DEPRECATED_MSG("Use VisitConcatLayer instead")
Jim Flynnac25a1b2019-02-28 10:40:49 +0000140 void VisitMergerLayer(const armnn::IConnectableLayer* layer,
Jim Flynne242f2d2019-05-22 14:24:13 +0100141 const armnn::MergerDescriptor& mergerDescriptor,
Jim Flynnac25a1b2019-02-28 10:40:49 +0000142 const char* name = nullptr) override;
143
Sadik Armagan5f450272019-02-12 14:31:45 +0000144 void VisitMultiplicationLayer(const armnn::IConnectableLayer* layer,
145 const char* name = nullptr) override;
146
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000147 void VisitOutputLayer(const armnn::IConnectableLayer* layer,
148 armnn::LayerBindingId id,
149 const char* name = nullptr) override;
Aron Virginas-Tarfc413c02019-02-13 15:41:52 +0000150
Nattapat Chaimanowongebb0f9c2019-03-01 12:14:06 +0000151 void VisitPadLayer(const armnn::IConnectableLayer* layer,
152 const armnn::PadDescriptor& PadDescriptor,
153 const char* name = nullptr) override;
154
Nattapat Chaimanowong30b00202019-02-20 17:31:34 +0000155 void VisitPermuteLayer(const armnn::IConnectableLayer* layer,
156 const armnn::PermuteDescriptor& PermuteDescriptor,
157 const char* name = nullptr) override;
158
Saoirse Stewart3166c3e2019-02-18 15:24:53 +0000159 void VisitPooling2dLayer(const armnn::IConnectableLayer* layer,
160 const armnn::Pooling2dDescriptor& pooling2dDescriptor,
161 const char* name = nullptr) override;
162
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100163 void VisitPreluLayer(const armnn::IConnectableLayer* layer,
164 const char* name = nullptr) override;
165
Derek Lamberti87acb272019-03-27 16:51:31 +0000166 void VisitQuantizeLayer(const armnn::IConnectableLayer* layer,
167 const char* name = nullptr) override;
168
James Conroyee18dc82019-07-17 11:27:46 +0100169 void VisitQuantizedLstmLayer(const armnn::IConnectableLayer* layer,
170 const armnn::QuantizedLstmInputParams& params,
171 const char* name = nullptr) override;
172
Saoirse Stewart263829c2019-02-19 15:54:14 +0000173 void VisitReshapeLayer(const armnn::IConnectableLayer* layer,
174 const armnn::ReshapeDescriptor& reshapeDescriptor,
175 const char* name = nullptr) override;
176
Teresa Charlina9075df2019-06-27 15:41:57 +0100177 void VisitResizeLayer(const armnn::IConnectableLayer* layer,
178 const armnn::ResizeDescriptor& resizeDescriptor,
179 const char* name = nullptr) override;
180
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100181 ARMNN_DEPRECATED_MSG("Use VisitResizeLayer instead")
182 void VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer,
183 const armnn::ResizeBilinearDescriptor& resizeDescriptor,
184 const char* name = nullptr) override;
185
Sadik Armagan8b42a382019-03-01 14:24:49 +0000186 void VisitRsqrtLayer(const armnn::IConnectableLayer* layer,
187 const char* name = nullptr) override;
188
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000189 void VisitSoftmaxLayer(const armnn::IConnectableLayer* layer,
190 const armnn::SoftmaxDescriptor& softmaxDescriptor,
191 const char* name = nullptr) override;
192
Nattapat Chaimanowong45286992019-02-26 15:53:02 +0000193 void VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
194 const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
195 const char* name = nullptr) override;
196
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100197 void VisitSpaceToDepthLayer(const armnn::IConnectableLayer* layer,
198 const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor,
199 const char* name = nullptr) override;
200
Nina Drozd57728782019-02-27 10:53:27 +0000201 void VisitNormalizationLayer(const armnn::IConnectableLayer* layer,
202 const armnn::NormalizationDescriptor& normalizationDescriptor,
203 const char* name = nullptr) override;
Conor Kennedyda1f9752019-03-01 14:37:12 +0000204
Jim Flynn18ce3382019-03-08 11:08:30 +0000205 void VisitSplitterLayer(const armnn::IConnectableLayer* layer,
206 const armnn::ViewsDescriptor& viewsDescriptor,
207 const char* name = nullptr) override;
208
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100209 void VisitStackLayer(const armnn::IConnectableLayer* layer,
210 const armnn::StackDescriptor& stackDescriptor,
211 const char* name = nullptr) override;
212
Nattapat Chaimanowongb3485212019-03-04 12:35:39 +0000213 void VisitStridedSliceLayer(const armnn::IConnectableLayer* layer,
214 const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
215 const char* name = nullptr) override;
216
Conor Kennedyda1f9752019-03-01 14:37:12 +0000217 void VisitSubtractionLayer(const armnn::IConnectableLayer* layer,
218 const char* name = nullptr) override;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100219
220 void VisitSwitchLayer(const armnn::IConnectableLayer* layer,
221 const char* name = nullptr) override;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100222
223 void VisitTransposeConvolution2dLayer(const armnn::IConnectableLayer* layer,
224 const armnn::TransposeConvolution2dDescriptor& descriptor,
225 const armnn::ConstTensor& weights,
226 const armnn::Optional<armnn::ConstTensor>& biases,
227 const char* = nullptr) override;
228
Mike Kelly8c1701a2019-02-11 17:01:27 +0000229private:
230
231 /// Creates the Input Slots and Output Slots and LayerBase for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000232 flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000233 const armnn::IConnectableLayer* layer,
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000234 const armnnSerializer::LayerType layerType);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000235
236 /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000237 void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000238
Mike Kellya0766c32019-02-19 17:22:07 +0000239 /// Creates the serializer ConstTensor for the armnn ConstTensor.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000240 flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
Mike Kellya0766c32019-02-19 17:22:07 +0000241 const armnn::ConstTensor& constTensor);
242
243 template <typename T>
244 flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
245
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000246 ///Function which maps Guid to an index
247 uint32_t GetSerializedId(unsigned int guid);
248
Mike Kelly8c1701a2019-02-11 17:01:27 +0000249 /// Creates the serializer InputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000250 std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000251 const armnn::IConnectableLayer* layer);
252
253 /// Creates the serializer OutputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000254 std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000255 const armnn::IConnectableLayer* layer);
256
257 /// FlatBufferBuilder to create our layers' FlatBuffers.
258 flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
259
260 /// AnyLayers required by the SerializedGraph.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000261 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000262
263 /// Guids of all Input Layers required by the SerializedGraph.
264 std::vector<unsigned int> m_inputIds;
265
266 /// Guids of all Output Layers required by the SerializedGraph.
267 std::vector<unsigned int> m_outputIds;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000268
269 /// Mapped Guids of all Layers to match our index.
270 std::unordered_map<unsigned int, uint32_t > m_guidMap;
271
272 /// layer within our FlatBuffer index.
273 uint32_t m_layerId;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000274};
275
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000276class Serializer : public ISerializer
277{
278public:
Matteo Martincighec333912019-02-13 15:12:39 +0000279 Serializer() {}
280 ~Serializer() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000281
282 /// Serializes the network to ArmNN SerializedGraph.
283 /// @param [in] inNetwork The network to be serialized.
284 void Serialize(const armnn::INetwork& inNetwork) override;
285
286 /// Serializes the SerializedGraph to the stream.
287 /// @param [stream] the stream to save to
288 /// @return true if graph is Serialized to the Stream, false otherwise
289 bool SaveSerializedToStream(std::ostream& stream) override;
290
291private:
292
293 /// Visitor to contruct serialized network
294 SerializerVisitor m_SerializerVisitor;
295};
296
Mike Kelly8c1701a2019-02-11 17:01:27 +0000297} //namespace armnnSerializer