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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
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +000019class SerializerVisitor : public armnn::LayerVisitorBase<armnn::VisitorNoThrowPolicy>
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
Conor Kennedy76277882019-02-26 08:29:54 +000064 void VisitConstantLayer(const armnn::IConnectableLayer* layer,
65 const armnn::ConstTensor& input,
66 const char* = nullptr) override;
67
Mike Kellya0766c32019-02-19 17:22:07 +000068 void VisitConvolution2dLayer(const armnn::IConnectableLayer* layer,
69 const armnn::Convolution2dDescriptor& descriptor,
70 const armnn::ConstTensor& weights,
71 const armnn::Optional<armnn::ConstTensor>& biases,
72 const char* = nullptr) override;
73
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +000074 void VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer,
75 const armnn::DepthwiseConvolution2dDescriptor& descriptor,
76 const armnn::ConstTensor& weights,
77 const armnn::Optional<armnn::ConstTensor>& biases,
78 const char* name = nullptr) override;
79
Nattapat Chaimanowong3e14a9d2019-03-18 12:37:06 +000080 void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
81 const armnn::DetectionPostProcessDescriptor& descriptor,
82 const armnn::ConstTensor& anchors,
83 const char* name = nullptr) override;
84
Éanna Ó Catháin58885892019-02-27 16:16:39 +000085 void VisitDivisionLayer(const armnn::IConnectableLayer* layer,
86 const char* name = nullptr) override;
87
Nattapat Chaimanowong235cea52019-02-28 16:27:30 +000088 void VisitEqualLayer(const armnn::IConnectableLayer* layer,
89 const char* name = nullptr) override;
90
Finn Williamsdd2ba7e2019-03-01 11:51:52 +000091 void VisitFloorLayer(const armnn::IConnectableLayer *layer,
92 const char *name = nullptr) override;
93
Sadik Armagandbb0c0c2019-02-21 09:01:41 +000094 void VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer,
95 const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
96 const armnn::ConstTensor& weights,
97 const armnn::Optional<armnn::ConstTensor>& biases,
98 const char* name = nullptr) override;
99
Saoirse Stewarta1ed73a2019-03-04 13:40:12 +0000100 void VisitGatherLayer(const armnn::IConnectableLayer* layer,
101 const char* name = nullptr) override;
Matteo Martincighf81edaa2019-03-04 14:34:30 +0000102
Conor Kennedy79ffdf52019-03-01 14:24:54 +0000103 void VisitGreaterLayer(const armnn::IConnectableLayer* layer,
104 const char* name = nullptr) override;
105
Mike Kelly8c1701a2019-02-11 17:01:27 +0000106 void VisitInputLayer(const armnn::IConnectableLayer* layer,
107 armnn::LayerBindingId id,
108 const char* name = nullptr) override;
109
Narumol Prangnawarat495701f2019-03-07 17:31:34 +0000110 void VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer,
111 const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
112 const char* name = nullptr) override;
113
Jim Flynn11af3752019-03-19 17:22:29 +0000114 void VisitLstmLayer(const armnn::IConnectableLayer* layer,
115 const armnn::LstmDescriptor& descriptor,
116 const armnn::LstmInputParams& params,
117 const char* name = nullptr) override;
118
Sadik Armaganac97c8c2019-03-04 17:44:21 +0000119 void VisitMeanLayer(const armnn::IConnectableLayer* layer,
120 const armnn::MeanDescriptor& descriptor,
121 const char* name) override;
122
Aron Virginas-Tar0fe32452019-02-28 13:12:47 +0000123 void VisitMinimumLayer(const armnn::IConnectableLayer* layer,
124 const char* name = nullptr) override;
125
Aron Virginas-Tar377351e2019-02-27 14:42:31 +0000126 void VisitMaximumLayer(const armnn::IConnectableLayer* layer,
127 const char* name = nullptr) override;
128
Jim Flynnac25a1b2019-02-28 10:40:49 +0000129 void VisitMergerLayer(const armnn::IConnectableLayer* layer,
130 const armnn::OriginsDescriptor& mergerDescriptor,
131 const char* name = nullptr) override;
132
Sadik Armagan5f450272019-02-12 14:31:45 +0000133 void VisitMultiplicationLayer(const armnn::IConnectableLayer* layer,
134 const char* name = nullptr) override;
135
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000136 void VisitOutputLayer(const armnn::IConnectableLayer* layer,
137 armnn::LayerBindingId id,
138 const char* name = nullptr) override;
Aron Virginas-Tarfc413c02019-02-13 15:41:52 +0000139
Nattapat Chaimanowongebb0f9c2019-03-01 12:14:06 +0000140 void VisitPadLayer(const armnn::IConnectableLayer* layer,
141 const armnn::PadDescriptor& PadDescriptor,
142 const char* name = nullptr) override;
143
Nattapat Chaimanowong30b00202019-02-20 17:31:34 +0000144 void VisitPermuteLayer(const armnn::IConnectableLayer* layer,
145 const armnn::PermuteDescriptor& PermuteDescriptor,
146 const char* name = nullptr) override;
147
Saoirse Stewart3166c3e2019-02-18 15:24:53 +0000148 void VisitPooling2dLayer(const armnn::IConnectableLayer* layer,
149 const armnn::Pooling2dDescriptor& pooling2dDescriptor,
150 const char* name = nullptr) override;
151
Saoirse Stewart263829c2019-02-19 15:54:14 +0000152 void VisitReshapeLayer(const armnn::IConnectableLayer* layer,
153 const armnn::ReshapeDescriptor& reshapeDescriptor,
154 const char* name = nullptr) override;
155
Nattapat Chaimanowong6522cdc2019-03-01 16:14:13 +0000156 void VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer,
157 const armnn::ResizeBilinearDescriptor& resizeDescriptor,
158 const char* name = nullptr) override;
159
Sadik Armagan8b42a382019-03-01 14:24:49 +0000160 void VisitRsqrtLayer(const armnn::IConnectableLayer* layer,
161 const char* name = nullptr) override;
162
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000163 void VisitSoftmaxLayer(const armnn::IConnectableLayer* layer,
164 const armnn::SoftmaxDescriptor& softmaxDescriptor,
165 const char* name = nullptr) override;
166
Nattapat Chaimanowong45286992019-02-26 15:53:02 +0000167 void VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
168 const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
169 const char* name = nullptr) override;
170
Nina Drozd57728782019-02-27 10:53:27 +0000171 void VisitNormalizationLayer(const armnn::IConnectableLayer* layer,
172 const armnn::NormalizationDescriptor& normalizationDescriptor,
173 const char* name = nullptr) override;
Conor Kennedyda1f9752019-03-01 14:37:12 +0000174
Jim Flynn18ce3382019-03-08 11:08:30 +0000175 void VisitSplitterLayer(const armnn::IConnectableLayer* layer,
176 const armnn::ViewsDescriptor& viewsDescriptor,
177 const char* name = nullptr) override;
178
Nattapat Chaimanowongb3485212019-03-04 12:35:39 +0000179 void VisitStridedSliceLayer(const armnn::IConnectableLayer* layer,
180 const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
181 const char* name = nullptr) override;
182
Conor Kennedyda1f9752019-03-01 14:37:12 +0000183 void VisitSubtractionLayer(const armnn::IConnectableLayer* layer,
184 const char* name = nullptr) override;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000185private:
186
187 /// Creates the Input Slots and Output Slots and LayerBase for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000188 flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000189 const armnn::IConnectableLayer* layer,
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000190 const armnnSerializer::LayerType layerType);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000191
192 /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000193 void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000194
Mike Kellya0766c32019-02-19 17:22:07 +0000195 /// Creates the serializer ConstTensor for the armnn ConstTensor.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000196 flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
Mike Kellya0766c32019-02-19 17:22:07 +0000197 const armnn::ConstTensor& constTensor);
198
199 template <typename T>
200 flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
201
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000202 ///Function which maps Guid to an index
203 uint32_t GetSerializedId(unsigned int guid);
204
Mike Kelly8c1701a2019-02-11 17:01:27 +0000205 /// Creates the serializer InputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000206 std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000207 const armnn::IConnectableLayer* layer);
208
209 /// Creates the serializer OutputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000210 std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000211 const armnn::IConnectableLayer* layer);
212
213 /// FlatBufferBuilder to create our layers' FlatBuffers.
214 flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
215
216 /// AnyLayers required by the SerializedGraph.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000217 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000218
219 /// Guids of all Input Layers required by the SerializedGraph.
220 std::vector<unsigned int> m_inputIds;
221
222 /// Guids of all Output Layers required by the SerializedGraph.
223 std::vector<unsigned int> m_outputIds;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000224
225 /// Mapped Guids of all Layers to match our index.
226 std::unordered_map<unsigned int, uint32_t > m_guidMap;
227
228 /// layer within our FlatBuffer index.
229 uint32_t m_layerId;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000230};
231
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000232class Serializer : public ISerializer
233{
234public:
Matteo Martincighec333912019-02-13 15:12:39 +0000235 Serializer() {}
236 ~Serializer() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000237
238 /// Serializes the network to ArmNN SerializedGraph.
239 /// @param [in] inNetwork The network to be serialized.
240 void Serialize(const armnn::INetwork& inNetwork) override;
241
242 /// Serializes the SerializedGraph to the stream.
243 /// @param [stream] the stream to save to
244 /// @return true if graph is Serialized to the Stream, false otherwise
245 bool SaveSerializedToStream(std::ostream& stream) override;
246
247private:
248
249 /// Visitor to contruct serialized network
250 SerializerVisitor m_SerializerVisitor;
251};
252
Mike Kelly8c1701a2019-02-11 17:01:27 +0000253} //namespace armnnSerializer