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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
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 Chaimanowonge4294fd2019-03-28 09:56:53 +000080 void VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
81 const char* name = nullptr) override;
82
Nattapat Chaimanowong3e14a9d2019-03-18 12:37:06 +000083 void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
84 const armnn::DetectionPostProcessDescriptor& descriptor,
85 const armnn::ConstTensor& anchors,
86 const char* name = nullptr) override;
87
Éanna Ó Catháin58885892019-02-27 16:16:39 +000088 void VisitDivisionLayer(const armnn::IConnectableLayer* layer,
89 const char* name = nullptr) override;
90
Nattapat Chaimanowong235cea52019-02-28 16:27:30 +000091 void VisitEqualLayer(const armnn::IConnectableLayer* layer,
92 const char* name = nullptr) override;
93
Finn Williamsdd2ba7e2019-03-01 11:51:52 +000094 void VisitFloorLayer(const armnn::IConnectableLayer *layer,
95 const char *name = nullptr) override;
96
Sadik Armagandbb0c0c2019-02-21 09:01:41 +000097 void VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer,
98 const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
99 const armnn::ConstTensor& weights,
100 const armnn::Optional<armnn::ConstTensor>& biases,
101 const char* name = nullptr) override;
102
Saoirse Stewarta1ed73a2019-03-04 13:40:12 +0000103 void VisitGatherLayer(const armnn::IConnectableLayer* layer,
104 const char* name = nullptr) override;
Matteo Martincighf81edaa2019-03-04 14:34:30 +0000105
Conor Kennedy79ffdf52019-03-01 14:24:54 +0000106 void VisitGreaterLayer(const armnn::IConnectableLayer* layer,
107 const char* name = nullptr) override;
108
Mike Kelly8c1701a2019-02-11 17:01:27 +0000109 void VisitInputLayer(const armnn::IConnectableLayer* layer,
110 armnn::LayerBindingId id,
111 const char* name = nullptr) override;
112
Narumol Prangnawarat495701f2019-03-07 17:31:34 +0000113 void VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer,
114 const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
115 const char* name = nullptr) override;
116
Jim Flynn11af3752019-03-19 17:22:29 +0000117 void VisitLstmLayer(const armnn::IConnectableLayer* layer,
118 const armnn::LstmDescriptor& descriptor,
119 const armnn::LstmInputParams& params,
120 const char* name = nullptr) override;
121
Sadik Armaganac97c8c2019-03-04 17:44:21 +0000122 void VisitMeanLayer(const armnn::IConnectableLayer* layer,
123 const armnn::MeanDescriptor& descriptor,
124 const char* name) override;
125
Aron Virginas-Tar0fe32452019-02-28 13:12:47 +0000126 void VisitMinimumLayer(const armnn::IConnectableLayer* layer,
127 const char* name = nullptr) override;
128
Aron Virginas-Tar377351e2019-02-27 14:42:31 +0000129 void VisitMaximumLayer(const armnn::IConnectableLayer* layer,
130 const char* name = nullptr) override;
131
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100132 void VisitMergeLayer(const armnn::IConnectableLayer* layer,
133 const char* name = nullptr) override;
134
Jim Flynnac25a1b2019-02-28 10:40:49 +0000135 void VisitMergerLayer(const armnn::IConnectableLayer* layer,
136 const armnn::OriginsDescriptor& mergerDescriptor,
137 const char* name = nullptr) override;
138
Sadik Armagan5f450272019-02-12 14:31:45 +0000139 void VisitMultiplicationLayer(const armnn::IConnectableLayer* layer,
140 const char* name = nullptr) override;
141
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000142 void VisitOutputLayer(const armnn::IConnectableLayer* layer,
143 armnn::LayerBindingId id,
144 const char* name = nullptr) override;
Aron Virginas-Tarfc413c02019-02-13 15:41:52 +0000145
Nattapat Chaimanowongebb0f9c2019-03-01 12:14:06 +0000146 void VisitPadLayer(const armnn::IConnectableLayer* layer,
147 const armnn::PadDescriptor& PadDescriptor,
148 const char* name = nullptr) override;
149
Nattapat Chaimanowong30b00202019-02-20 17:31:34 +0000150 void VisitPermuteLayer(const armnn::IConnectableLayer* layer,
151 const armnn::PermuteDescriptor& PermuteDescriptor,
152 const char* name = nullptr) override;
153
Saoirse Stewart3166c3e2019-02-18 15:24:53 +0000154 void VisitPooling2dLayer(const armnn::IConnectableLayer* layer,
155 const armnn::Pooling2dDescriptor& pooling2dDescriptor,
156 const char* name = nullptr) override;
157
Derek Lamberti87acb272019-03-27 16:51:31 +0000158 void VisitQuantizeLayer(const armnn::IConnectableLayer* layer,
159 const char* name = nullptr) override;
160
Saoirse Stewart263829c2019-02-19 15:54:14 +0000161 void VisitReshapeLayer(const armnn::IConnectableLayer* layer,
162 const armnn::ReshapeDescriptor& reshapeDescriptor,
163 const char* name = nullptr) override;
164
Nattapat Chaimanowong6522cdc2019-03-01 16:14:13 +0000165 void VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer,
166 const armnn::ResizeBilinearDescriptor& resizeDescriptor,
167 const char* name = nullptr) override;
168
Sadik Armagan8b42a382019-03-01 14:24:49 +0000169 void VisitRsqrtLayer(const armnn::IConnectableLayer* layer,
170 const char* name = nullptr) override;
171
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000172 void VisitSoftmaxLayer(const armnn::IConnectableLayer* layer,
173 const armnn::SoftmaxDescriptor& softmaxDescriptor,
174 const char* name = nullptr) override;
175
Nattapat Chaimanowong45286992019-02-26 15:53:02 +0000176 void VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
177 const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
178 const char* name = nullptr) override;
179
Nina Drozd57728782019-02-27 10:53:27 +0000180 void VisitNormalizationLayer(const armnn::IConnectableLayer* layer,
181 const armnn::NormalizationDescriptor& normalizationDescriptor,
182 const char* name = nullptr) override;
Conor Kennedyda1f9752019-03-01 14:37:12 +0000183
Jim Flynn18ce3382019-03-08 11:08:30 +0000184 void VisitSplitterLayer(const armnn::IConnectableLayer* layer,
185 const armnn::ViewsDescriptor& viewsDescriptor,
186 const char* name = nullptr) override;
187
Nattapat Chaimanowongb3485212019-03-04 12:35:39 +0000188 void VisitStridedSliceLayer(const armnn::IConnectableLayer* layer,
189 const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
190 const char* name = nullptr) override;
191
Conor Kennedyda1f9752019-03-01 14:37:12 +0000192 void VisitSubtractionLayer(const armnn::IConnectableLayer* layer,
193 const char* name = nullptr) override;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000194private:
195
196 /// Creates the Input Slots and Output Slots and LayerBase for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000197 flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000198 const armnn::IConnectableLayer* layer,
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000199 const armnnSerializer::LayerType layerType);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000200
201 /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000202 void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000203
Mike Kellya0766c32019-02-19 17:22:07 +0000204 /// Creates the serializer ConstTensor for the armnn ConstTensor.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000205 flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
Mike Kellya0766c32019-02-19 17:22:07 +0000206 const armnn::ConstTensor& constTensor);
207
208 template <typename T>
209 flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
210
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000211 ///Function which maps Guid to an index
212 uint32_t GetSerializedId(unsigned int guid);
213
Mike Kelly8c1701a2019-02-11 17:01:27 +0000214 /// Creates the serializer InputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000215 std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000216 const armnn::IConnectableLayer* layer);
217
218 /// Creates the serializer OutputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000219 std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000220 const armnn::IConnectableLayer* layer);
221
222 /// FlatBufferBuilder to create our layers' FlatBuffers.
223 flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
224
225 /// AnyLayers required by the SerializedGraph.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000226 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000227
228 /// Guids of all Input Layers required by the SerializedGraph.
229 std::vector<unsigned int> m_inputIds;
230
231 /// Guids of all Output Layers required by the SerializedGraph.
232 std::vector<unsigned int> m_outputIds;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000233
234 /// Mapped Guids of all Layers to match our index.
235 std::unordered_map<unsigned int, uint32_t > m_guidMap;
236
237 /// layer within our FlatBuffer index.
238 uint32_t m_layerId;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000239};
240
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000241class Serializer : public ISerializer
242{
243public:
Matteo Martincighec333912019-02-13 15:12:39 +0000244 Serializer() {}
245 ~Serializer() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000246
247 /// Serializes the network to ArmNN SerializedGraph.
248 /// @param [in] inNetwork The network to be serialized.
249 void Serialize(const armnn::INetwork& inNetwork) override;
250
251 /// Serializes the SerializedGraph to the stream.
252 /// @param [stream] the stream to save to
253 /// @return true if graph is Serialized to the Stream, false otherwise
254 bool SaveSerializedToStream(std::ostream& stream) override;
255
256private:
257
258 /// Visitor to contruct serialized network
259 SerializerVisitor m_SerializerVisitor;
260};
261
Mike Kelly8c1701a2019-02-11 17:01:27 +0000262} //namespace armnnSerializer