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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
janeil013fec1ea2019-11-07 09:47:20 +000016#include <armnn/Types.hpp>
17
Mike Kelly8c1701a2019-02-11 17:01:27 +000018namespace armnnSerializer
19{
20
Francis Murtagh5eb30d92019-03-27 10:17:21 +000021class SerializerVisitor : public armnn::ILayerVisitor
Mike Kelly8c1701a2019-02-11 17:01:27 +000022{
23public:
Matteo Martincighf81edaa2019-03-04 14:34:30 +000024 SerializerVisitor() : m_layerId(0) {}
Matteo Martincighec333912019-02-13 15:12:39 +000025 ~SerializerVisitor() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +000026
27 flatbuffers::FlatBufferBuilder& GetFlatBufferBuilder()
28 {
29 return m_flatBufferBuilder;
30 }
31
janeil013fec1ea2019-11-07 09:47:20 +000032 std::vector<uint32_t>& GetInputIds()
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +000033 {
34 return m_inputIds;
35 }
36
janeil013fec1ea2019-11-07 09:47:20 +000037 std::vector<uint32_t>& GetOutputIds()
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +000038 {
39 return m_outputIds;
40 }
41
Derek Lamberti0028d1b2019-02-20 13:57:42 +000042 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>>& GetSerializedLayers()
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +000043 {
44 return m_serializedLayers;
45 }
Mike Kelly8c1701a2019-02-11 17:01:27 +000046
josh minor4a3c6102020-01-06 16:40:46 -060047 ARMNN_DEPRECATED_MSG("Use VisitElementwiseUnaryLayer instead")
Kevin May868eb142019-09-04 17:29:31 +010048 void VisitAbsLayer(const armnn::IConnectableLayer* layer,
49 const char* name = nullptr) override;
50
Mike Kellyaf484012019-02-20 16:53:11 +000051 void VisitActivationLayer(const armnn::IConnectableLayer* layer,
52 const armnn::ActivationDescriptor& descriptor,
53 const char* name = nullptr) override;
54
Mike Kelly8c1701a2019-02-11 17:01:27 +000055 void VisitAdditionLayer(const armnn::IConnectableLayer* layer,
56 const char* name = nullptr) override;
57
Nikhil Rajee391d52019-09-05 17:50:44 +010058 void VisitArgMinMaxLayer(const armnn::IConnectableLayer* layer,
59 const armnn::ArgMinMaxDescriptor& argMinMaxDescriptor,
60 const char* name = nullptr) override;
61
Nattapat Chaimanowong6b4ed982019-02-26 17:24:13 +000062 void VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer,
63 const armnn::BatchToSpaceNdDescriptor& descriptor,
64 const char* name = nullptr) override;
65
ruoyan018e7fa232019-02-28 15:09:07 +000066 void VisitBatchNormalizationLayer(const armnn::IConnectableLayer* layer,
67 const armnn::BatchNormalizationDescriptor& BatchNormalizationDescriptor,
68 const armnn::ConstTensor& mean,
69 const armnn::ConstTensor& variance,
70 const armnn::ConstTensor& beta,
71 const armnn::ConstTensor& gamma,
72 const char* name = nullptr) override;
73
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010074 void VisitComparisonLayer(const armnn::IConnectableLayer* layer,
75 const armnn::ComparisonDescriptor& descriptor,
76 const char* name = nullptr) override;
77
Jim Flynne242f2d2019-05-22 14:24:13 +010078 void VisitConcatLayer(const armnn::IConnectableLayer* layer,
79 const armnn::ConcatDescriptor& concatDescriptor,
80 const char* name = nullptr) override;
81
Conor Kennedy76277882019-02-26 08:29:54 +000082 void VisitConstantLayer(const armnn::IConnectableLayer* layer,
83 const armnn::ConstTensor& input,
84 const char* = nullptr) override;
85
Mike Kellya0766c32019-02-19 17:22:07 +000086 void VisitConvolution2dLayer(const armnn::IConnectableLayer* layer,
87 const armnn::Convolution2dDescriptor& descriptor,
88 const armnn::ConstTensor& weights,
89 const armnn::Optional<armnn::ConstTensor>& biases,
90 const char* = nullptr) override;
91
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +010092 void VisitDepthToSpaceLayer(const armnn::IConnectableLayer* layer,
93 const armnn::DepthToSpaceDescriptor& descriptor,
94 const char* name = nullptr) override;
95
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +000096 void VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer,
97 const armnn::DepthwiseConvolution2dDescriptor& descriptor,
98 const armnn::ConstTensor& weights,
99 const armnn::Optional<armnn::ConstTensor>& biases,
100 const char* name = nullptr) override;
101
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +0000102 void VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
103 const char* name = nullptr) override;
104
Nattapat Chaimanowong3e14a9d2019-03-18 12:37:06 +0000105 void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
106 const armnn::DetectionPostProcessDescriptor& descriptor,
107 const armnn::ConstTensor& anchors,
108 const char* name = nullptr) override;
109
Éanna Ó Catháin58885892019-02-27 16:16:39 +0000110 void VisitDivisionLayer(const armnn::IConnectableLayer* layer,
111 const char* name = nullptr) override;
112
josh minor4a3c6102020-01-06 16:40:46 -0600113 void VisitElementwiseUnaryLayer(const armnn::IConnectableLayer* layer,
114 const armnn::ElementwiseUnaryDescriptor& descriptor,
115 const char* name = nullptr) override;
116
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100117 ARMNN_DEPRECATED_MSG("Use VisitComparisonLayer instead")
Nattapat Chaimanowong235cea52019-02-28 16:27:30 +0000118 void VisitEqualLayer(const armnn::IConnectableLayer* layer,
119 const char* name = nullptr) override;
120
Finn Williamsdd2ba7e2019-03-01 11:51:52 +0000121 void VisitFloorLayer(const armnn::IConnectableLayer *layer,
122 const char *name = nullptr) override;
123
Sadik Armagandbb0c0c2019-02-21 09:01:41 +0000124 void VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer,
125 const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
126 const armnn::ConstTensor& weights,
127 const armnn::Optional<armnn::ConstTensor>& biases,
128 const char* name = nullptr) override;
129
Saoirse Stewarta1ed73a2019-03-04 13:40:12 +0000130 void VisitGatherLayer(const armnn::IConnectableLayer* layer,
131 const char* name = nullptr) override;
Matteo Martincighf81edaa2019-03-04 14:34:30 +0000132
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100133 ARMNN_DEPRECATED_MSG("Use VisitComparisonLayer instead")
Conor Kennedy79ffdf52019-03-01 14:24:54 +0000134 void VisitGreaterLayer(const armnn::IConnectableLayer* layer,
135 const char* name = nullptr) override;
136
Mike Kelly8c1701a2019-02-11 17:01:27 +0000137 void VisitInputLayer(const armnn::IConnectableLayer* layer,
138 armnn::LayerBindingId id,
139 const char* name = nullptr) override;
140
Kevin Mayce5045a2019-10-02 14:07:47 +0100141 void VisitInstanceNormalizationLayer(const armnn::IConnectableLayer* layer,
142 const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor,
143 const char* name = nullptr) override;
144
Narumol Prangnawarat495701f2019-03-07 17:31:34 +0000145 void VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer,
146 const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
147 const char* name = nullptr) override;
148
Aron Virginas-Tarf982dea2019-10-11 14:07:53 +0100149 void VisitLogSoftmaxLayer(const armnn::IConnectableLayer* layer,
150 const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor,
151 const char* name = nullptr) override;
152
Jim Flynn11af3752019-03-19 17:22:29 +0000153 void VisitLstmLayer(const armnn::IConnectableLayer* layer,
154 const armnn::LstmDescriptor& descriptor,
155 const armnn::LstmInputParams& params,
156 const char* name = nullptr) override;
157
Sadik Armaganac97c8c2019-03-04 17:44:21 +0000158 void VisitMeanLayer(const armnn::IConnectableLayer* layer,
159 const armnn::MeanDescriptor& descriptor,
160 const char* name) override;
161
Aron Virginas-Tar0fe32452019-02-28 13:12:47 +0000162 void VisitMinimumLayer(const armnn::IConnectableLayer* layer,
163 const char* name = nullptr) override;
164
Aron Virginas-Tar377351e2019-02-27 14:42:31 +0000165 void VisitMaximumLayer(const armnn::IConnectableLayer* layer,
166 const char* name = nullptr) override;
167
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100168 void VisitMergeLayer(const armnn::IConnectableLayer* layer,
169 const char* name = nullptr) override;
170
Jim Flynne242f2d2019-05-22 14:24:13 +0100171 ARMNN_DEPRECATED_MSG("Use VisitConcatLayer instead")
Jim Flynnac25a1b2019-02-28 10:40:49 +0000172 void VisitMergerLayer(const armnn::IConnectableLayer* layer,
Jim Flynne242f2d2019-05-22 14:24:13 +0100173 const armnn::MergerDescriptor& mergerDescriptor,
Jim Flynnac25a1b2019-02-28 10:40:49 +0000174 const char* name = nullptr) override;
175
Sadik Armagan5f450272019-02-12 14:31:45 +0000176 void VisitMultiplicationLayer(const armnn::IConnectableLayer* layer,
177 const char* name = nullptr) override;
178
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000179 void VisitOutputLayer(const armnn::IConnectableLayer* layer,
180 armnn::LayerBindingId id,
181 const char* name = nullptr) override;
Aron Virginas-Tarfc413c02019-02-13 15:41:52 +0000182
Nattapat Chaimanowongebb0f9c2019-03-01 12:14:06 +0000183 void VisitPadLayer(const armnn::IConnectableLayer* layer,
184 const armnn::PadDescriptor& PadDescriptor,
185 const char* name = nullptr) override;
186
Nattapat Chaimanowong30b00202019-02-20 17:31:34 +0000187 void VisitPermuteLayer(const armnn::IConnectableLayer* layer,
188 const armnn::PermuteDescriptor& PermuteDescriptor,
189 const char* name = nullptr) override;
190
Saoirse Stewart3166c3e2019-02-18 15:24:53 +0000191 void VisitPooling2dLayer(const armnn::IConnectableLayer* layer,
192 const armnn::Pooling2dDescriptor& pooling2dDescriptor,
193 const char* name = nullptr) override;
194
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100195 void VisitPreluLayer(const armnn::IConnectableLayer* layer,
196 const char* name = nullptr) override;
197
Derek Lamberti87acb272019-03-27 16:51:31 +0000198 void VisitQuantizeLayer(const armnn::IConnectableLayer* layer,
199 const char* name = nullptr) override;
200
James Conroyee18dc82019-07-17 11:27:46 +0100201 void VisitQuantizedLstmLayer(const armnn::IConnectableLayer* layer,
202 const armnn::QuantizedLstmInputParams& params,
203 const char* name = nullptr) override;
204
Saoirse Stewart263829c2019-02-19 15:54:14 +0000205 void VisitReshapeLayer(const armnn::IConnectableLayer* layer,
206 const armnn::ReshapeDescriptor& reshapeDescriptor,
207 const char* name = nullptr) override;
208
Teresa Charlina9075df2019-06-27 15:41:57 +0100209 void VisitResizeLayer(const armnn::IConnectableLayer* layer,
210 const armnn::ResizeDescriptor& resizeDescriptor,
211 const char* name = nullptr) override;
212
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100213 ARMNN_DEPRECATED_MSG("Use VisitResizeLayer instead")
214 void VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer,
215 const armnn::ResizeBilinearDescriptor& resizeDescriptor,
216 const char* name = nullptr) override;
217
josh minor4a3c6102020-01-06 16:40:46 -0600218 ARMNN_DEPRECATED_MSG("Use VisitElementwiseUnaryLayer instead")
Sadik Armagan8b42a382019-03-01 14:24:49 +0000219 void VisitRsqrtLayer(const armnn::IConnectableLayer* layer,
220 const char* name = nullptr) override;
221
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100222 void VisitSliceLayer(const armnn::IConnectableLayer* layer,
223 const armnn::SliceDescriptor& sliceDescriptor,
224 const char* name = nullptr) override;
225
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000226 void VisitSoftmaxLayer(const armnn::IConnectableLayer* layer,
227 const armnn::SoftmaxDescriptor& softmaxDescriptor,
228 const char* name = nullptr) override;
229
Nattapat Chaimanowong45286992019-02-26 15:53:02 +0000230 void VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
231 const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
232 const char* name = nullptr) override;
233
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100234 void VisitSpaceToDepthLayer(const armnn::IConnectableLayer* layer,
235 const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor,
236 const char* name = nullptr) override;
237
Nina Drozd57728782019-02-27 10:53:27 +0000238 void VisitNormalizationLayer(const armnn::IConnectableLayer* layer,
239 const armnn::NormalizationDescriptor& normalizationDescriptor,
240 const char* name = nullptr) override;
Conor Kennedyda1f9752019-03-01 14:37:12 +0000241
Jim Flynn18ce3382019-03-08 11:08:30 +0000242 void VisitSplitterLayer(const armnn::IConnectableLayer* layer,
243 const armnn::ViewsDescriptor& viewsDescriptor,
244 const char* name = nullptr) override;
245
Derek Lamberti013c3902019-10-21 10:46:16 +0100246 void VisitStandInLayer(const armnn::IConnectableLayer* layer,
247 const armnn::StandInDescriptor& standInDescriptor,
248 const char* name = nullptr) override;
249
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100250 void VisitStackLayer(const armnn::IConnectableLayer* layer,
251 const armnn::StackDescriptor& stackDescriptor,
252 const char* name = nullptr) override;
253
Nattapat Chaimanowongb3485212019-03-04 12:35:39 +0000254 void VisitStridedSliceLayer(const armnn::IConnectableLayer* layer,
255 const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
256 const char* name = nullptr) override;
257
Conor Kennedyda1f9752019-03-01 14:37:12 +0000258 void VisitSubtractionLayer(const armnn::IConnectableLayer* layer,
259 const char* name = nullptr) override;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100260
261 void VisitSwitchLayer(const armnn::IConnectableLayer* layer,
262 const char* name = nullptr) override;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100263
264 void VisitTransposeConvolution2dLayer(const armnn::IConnectableLayer* layer,
265 const armnn::TransposeConvolution2dDescriptor& descriptor,
266 const armnn::ConstTensor& weights,
267 const armnn::Optional<armnn::ConstTensor>& biases,
268 const char* = nullptr) override;
269
Mike Kelly8c1701a2019-02-11 17:01:27 +0000270private:
271
272 /// Creates the Input Slots and Output Slots and LayerBase for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000273 flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000274 const armnn::IConnectableLayer* layer,
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000275 const armnnSerializer::LayerType layerType);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000276
277 /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000278 void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000279
Mike Kellya0766c32019-02-19 17:22:07 +0000280 /// Creates the serializer ConstTensor for the armnn ConstTensor.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000281 flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
Mike Kellya0766c32019-02-19 17:22:07 +0000282 const armnn::ConstTensor& constTensor);
283
284 template <typename T>
285 flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
286
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000287 ///Function which maps Guid to an index
janeil013fec1ea2019-11-07 09:47:20 +0000288 uint32_t GetSerializedId(armnn::LayerGuid guid);
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000289
Mike Kelly8c1701a2019-02-11 17:01:27 +0000290 /// Creates the serializer InputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000291 std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000292 const armnn::IConnectableLayer* layer);
293
294 /// Creates the serializer OutputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000295 std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000296 const armnn::IConnectableLayer* layer);
297
298 /// FlatBufferBuilder to create our layers' FlatBuffers.
299 flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
300
301 /// AnyLayers required by the SerializedGraph.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000302 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000303
janeil013fec1ea2019-11-07 09:47:20 +0000304 /// Vector of indexes of all Input Layers required by the SerializedGraph.
305 std::vector<uint32_t> m_inputIds;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000306
janeil013fec1ea2019-11-07 09:47:20 +0000307 /// Vector of indexes of all Output Layers required by the SerializedGraph.
308 std::vector<uint32_t> m_outputIds;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000309
310 /// Mapped Guids of all Layers to match our index.
janeil013fec1ea2019-11-07 09:47:20 +0000311 std::unordered_map<armnn::LayerGuid, uint32_t > m_guidMap;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000312
313 /// layer within our FlatBuffer index.
314 uint32_t m_layerId;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000315};
316
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000317class Serializer : public ISerializer
318{
319public:
Matteo Martincighec333912019-02-13 15:12:39 +0000320 Serializer() {}
321 ~Serializer() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000322
323 /// Serializes the network to ArmNN SerializedGraph.
324 /// @param [in] inNetwork The network to be serialized.
325 void Serialize(const armnn::INetwork& inNetwork) override;
326
327 /// Serializes the SerializedGraph to the stream.
328 /// @param [stream] the stream to save to
329 /// @return true if graph is Serialized to the Stream, false otherwise
330 bool SaveSerializedToStream(std::ostream& stream) override;
331
332private:
333
334 /// Visitor to contruct serialized network
335 SerializerVisitor m_SerializerVisitor;
336};
337
Mike Kelly8c1701a2019-02-11 17:01:27 +0000338} //namespace armnnSerializer