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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
Tee Jungaa920c52019-11-05 10:48:25 +000032 std::vector<int>& GetInputIds()
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +000033 {
34 return m_inputIds;
35 }
36
Tee Jungaa920c52019-11-05 10:48:25 +000037 std::vector<int>& 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
Tee Jungaa920c52019-11-05 10:48:25 +000047 flatbuffers::Offset<armnnSerializer::FeatureCompatibilityVersions> GetVersionTable();
48
49
josh minor4a3c6102020-01-06 16:40:46 -060050 ARMNN_DEPRECATED_MSG("Use VisitElementwiseUnaryLayer instead")
Kevin May868eb142019-09-04 17:29:31 +010051 void VisitAbsLayer(const armnn::IConnectableLayer* layer,
52 const char* name = nullptr) override;
53
Mike Kellyaf484012019-02-20 16:53:11 +000054 void VisitActivationLayer(const armnn::IConnectableLayer* layer,
55 const armnn::ActivationDescriptor& descriptor,
56 const char* name = nullptr) override;
57
Mike Kelly8c1701a2019-02-11 17:01:27 +000058 void VisitAdditionLayer(const armnn::IConnectableLayer* layer,
59 const char* name = nullptr) override;
60
Nikhil Rajee391d52019-09-05 17:50:44 +010061 void VisitArgMinMaxLayer(const armnn::IConnectableLayer* layer,
62 const armnn::ArgMinMaxDescriptor& argMinMaxDescriptor,
63 const char* name = nullptr) override;
64
Nattapat Chaimanowong6b4ed982019-02-26 17:24:13 +000065 void VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer,
66 const armnn::BatchToSpaceNdDescriptor& descriptor,
67 const char* name = nullptr) override;
68
ruoyan018e7fa232019-02-28 15:09:07 +000069 void VisitBatchNormalizationLayer(const armnn::IConnectableLayer* layer,
70 const armnn::BatchNormalizationDescriptor& BatchNormalizationDescriptor,
71 const armnn::ConstTensor& mean,
72 const armnn::ConstTensor& variance,
73 const armnn::ConstTensor& beta,
74 const armnn::ConstTensor& gamma,
75 const char* name = nullptr) override;
76
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010077 void VisitComparisonLayer(const armnn::IConnectableLayer* layer,
78 const armnn::ComparisonDescriptor& descriptor,
79 const char* name = nullptr) override;
80
Jim Flynne242f2d2019-05-22 14:24:13 +010081 void VisitConcatLayer(const armnn::IConnectableLayer* layer,
82 const armnn::ConcatDescriptor& concatDescriptor,
83 const char* name = nullptr) override;
84
Conor Kennedy76277882019-02-26 08:29:54 +000085 void VisitConstantLayer(const armnn::IConnectableLayer* layer,
86 const armnn::ConstTensor& input,
87 const char* = nullptr) override;
88
Mike Kellya0766c32019-02-19 17:22:07 +000089 void VisitConvolution2dLayer(const armnn::IConnectableLayer* layer,
90 const armnn::Convolution2dDescriptor& descriptor,
91 const armnn::ConstTensor& weights,
92 const armnn::Optional<armnn::ConstTensor>& biases,
93 const char* = nullptr) override;
94
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +010095 void VisitDepthToSpaceLayer(const armnn::IConnectableLayer* layer,
96 const armnn::DepthToSpaceDescriptor& descriptor,
97 const char* name = nullptr) override;
98
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +000099 void VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer,
100 const armnn::DepthwiseConvolution2dDescriptor& descriptor,
101 const armnn::ConstTensor& weights,
102 const armnn::Optional<armnn::ConstTensor>& biases,
103 const char* name = nullptr) override;
104
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +0000105 void VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
106 const char* name = nullptr) override;
107
Nattapat Chaimanowong3e14a9d2019-03-18 12:37:06 +0000108 void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
109 const armnn::DetectionPostProcessDescriptor& descriptor,
110 const armnn::ConstTensor& anchors,
111 const char* name = nullptr) override;
112
Éanna Ó Catháin58885892019-02-27 16:16:39 +0000113 void VisitDivisionLayer(const armnn::IConnectableLayer* layer,
114 const char* name = nullptr) override;
115
josh minor4a3c6102020-01-06 16:40:46 -0600116 void VisitElementwiseUnaryLayer(const armnn::IConnectableLayer* layer,
117 const armnn::ElementwiseUnaryDescriptor& descriptor,
118 const char* name = nullptr) override;
119
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100120 ARMNN_DEPRECATED_MSG("Use VisitComparisonLayer instead")
Nattapat Chaimanowong235cea52019-02-28 16:27:30 +0000121 void VisitEqualLayer(const armnn::IConnectableLayer* layer,
122 const char* name = nullptr) override;
123
Finn Williamsdd2ba7e2019-03-01 11:51:52 +0000124 void VisitFloorLayer(const armnn::IConnectableLayer *layer,
125 const char *name = nullptr) override;
126
Sadik Armagandbb0c0c2019-02-21 09:01:41 +0000127 void VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer,
128 const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
129 const armnn::ConstTensor& weights,
130 const armnn::Optional<armnn::ConstTensor>& biases,
131 const char* name = nullptr) override;
132
Saoirse Stewarta1ed73a2019-03-04 13:40:12 +0000133 void VisitGatherLayer(const armnn::IConnectableLayer* layer,
134 const char* name = nullptr) override;
Matteo Martincighf81edaa2019-03-04 14:34:30 +0000135
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100136 ARMNN_DEPRECATED_MSG("Use VisitComparisonLayer instead")
Conor Kennedy79ffdf52019-03-01 14:24:54 +0000137 void VisitGreaterLayer(const armnn::IConnectableLayer* layer,
138 const char* name = nullptr) override;
139
Mike Kelly8c1701a2019-02-11 17:01:27 +0000140 void VisitInputLayer(const armnn::IConnectableLayer* layer,
141 armnn::LayerBindingId id,
142 const char* name = nullptr) override;
143
Kevin Mayce5045a2019-10-02 14:07:47 +0100144 void VisitInstanceNormalizationLayer(const armnn::IConnectableLayer* layer,
145 const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor,
146 const char* name = nullptr) override;
147
Narumol Prangnawarat495701f2019-03-07 17:31:34 +0000148 void VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer,
149 const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
150 const char* name = nullptr) override;
151
Aron Virginas-Tarf982dea2019-10-11 14:07:53 +0100152 void VisitLogSoftmaxLayer(const armnn::IConnectableLayer* layer,
153 const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor,
154 const char* name = nullptr) override;
155
Jim Flynn11af3752019-03-19 17:22:29 +0000156 void VisitLstmLayer(const armnn::IConnectableLayer* layer,
157 const armnn::LstmDescriptor& descriptor,
158 const armnn::LstmInputParams& params,
159 const char* name = nullptr) override;
160
Sadik Armaganac97c8c2019-03-04 17:44:21 +0000161 void VisitMeanLayer(const armnn::IConnectableLayer* layer,
162 const armnn::MeanDescriptor& descriptor,
163 const char* name) override;
164
Aron Virginas-Tar0fe32452019-02-28 13:12:47 +0000165 void VisitMinimumLayer(const armnn::IConnectableLayer* layer,
166 const char* name = nullptr) override;
167
Aron Virginas-Tar377351e2019-02-27 14:42:31 +0000168 void VisitMaximumLayer(const armnn::IConnectableLayer* layer,
169 const char* name = nullptr) override;
170
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100171 void VisitMergeLayer(const armnn::IConnectableLayer* layer,
172 const char* name = nullptr) override;
173
Jim Flynne242f2d2019-05-22 14:24:13 +0100174 ARMNN_DEPRECATED_MSG("Use VisitConcatLayer instead")
Jim Flynnac25a1b2019-02-28 10:40:49 +0000175 void VisitMergerLayer(const armnn::IConnectableLayer* layer,
Jim Flynne242f2d2019-05-22 14:24:13 +0100176 const armnn::MergerDescriptor& mergerDescriptor,
Jim Flynnac25a1b2019-02-28 10:40:49 +0000177 const char* name = nullptr) override;
178
Sadik Armagan5f450272019-02-12 14:31:45 +0000179 void VisitMultiplicationLayer(const armnn::IConnectableLayer* layer,
180 const char* name = nullptr) override;
181
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000182 void VisitOutputLayer(const armnn::IConnectableLayer* layer,
183 armnn::LayerBindingId id,
184 const char* name = nullptr) override;
Aron Virginas-Tarfc413c02019-02-13 15:41:52 +0000185
Nattapat Chaimanowongebb0f9c2019-03-01 12:14:06 +0000186 void VisitPadLayer(const armnn::IConnectableLayer* layer,
187 const armnn::PadDescriptor& PadDescriptor,
188 const char* name = nullptr) override;
189
Nattapat Chaimanowong30b00202019-02-20 17:31:34 +0000190 void VisitPermuteLayer(const armnn::IConnectableLayer* layer,
191 const armnn::PermuteDescriptor& PermuteDescriptor,
192 const char* name = nullptr) override;
193
Saoirse Stewart3166c3e2019-02-18 15:24:53 +0000194 void VisitPooling2dLayer(const armnn::IConnectableLayer* layer,
195 const armnn::Pooling2dDescriptor& pooling2dDescriptor,
196 const char* name = nullptr) override;
197
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100198 void VisitPreluLayer(const armnn::IConnectableLayer* layer,
199 const char* name = nullptr) override;
200
Derek Lamberti87acb272019-03-27 16:51:31 +0000201 void VisitQuantizeLayer(const armnn::IConnectableLayer* layer,
202 const char* name = nullptr) override;
203
James Conroyee18dc82019-07-17 11:27:46 +0100204 void VisitQuantizedLstmLayer(const armnn::IConnectableLayer* layer,
205 const armnn::QuantizedLstmInputParams& params,
206 const char* name = nullptr) override;
207
Saoirse Stewart263829c2019-02-19 15:54:14 +0000208 void VisitReshapeLayer(const armnn::IConnectableLayer* layer,
209 const armnn::ReshapeDescriptor& reshapeDescriptor,
210 const char* name = nullptr) override;
211
Teresa Charlina9075df2019-06-27 15:41:57 +0100212 void VisitResizeLayer(const armnn::IConnectableLayer* layer,
213 const armnn::ResizeDescriptor& resizeDescriptor,
214 const char* name = nullptr) override;
215
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100216 ARMNN_DEPRECATED_MSG("Use VisitResizeLayer instead")
217 void VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer,
218 const armnn::ResizeBilinearDescriptor& resizeDescriptor,
219 const char* name = nullptr) override;
220
josh minor4a3c6102020-01-06 16:40:46 -0600221 ARMNN_DEPRECATED_MSG("Use VisitElementwiseUnaryLayer instead")
Sadik Armagan8b42a382019-03-01 14:24:49 +0000222 void VisitRsqrtLayer(const armnn::IConnectableLayer* layer,
223 const char* name = nullptr) override;
224
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100225 void VisitSliceLayer(const armnn::IConnectableLayer* layer,
226 const armnn::SliceDescriptor& sliceDescriptor,
227 const char* name = nullptr) override;
228
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000229 void VisitSoftmaxLayer(const armnn::IConnectableLayer* layer,
230 const armnn::SoftmaxDescriptor& softmaxDescriptor,
231 const char* name = nullptr) override;
232
Nattapat Chaimanowong45286992019-02-26 15:53:02 +0000233 void VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
234 const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
235 const char* name = nullptr) override;
236
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100237 void VisitSpaceToDepthLayer(const armnn::IConnectableLayer* layer,
238 const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor,
239 const char* name = nullptr) override;
240
Nina Drozd57728782019-02-27 10:53:27 +0000241 void VisitNormalizationLayer(const armnn::IConnectableLayer* layer,
242 const armnn::NormalizationDescriptor& normalizationDescriptor,
243 const char* name = nullptr) override;
Conor Kennedyda1f9752019-03-01 14:37:12 +0000244
Jim Flynn18ce3382019-03-08 11:08:30 +0000245 void VisitSplitterLayer(const armnn::IConnectableLayer* layer,
246 const armnn::ViewsDescriptor& viewsDescriptor,
247 const char* name = nullptr) override;
248
Derek Lamberti013c3902019-10-21 10:46:16 +0100249 void VisitStandInLayer(const armnn::IConnectableLayer* layer,
250 const armnn::StandInDescriptor& standInDescriptor,
251 const char* name = nullptr) override;
252
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100253 void VisitStackLayer(const armnn::IConnectableLayer* layer,
254 const armnn::StackDescriptor& stackDescriptor,
255 const char* name = nullptr) override;
256
Nattapat Chaimanowongb3485212019-03-04 12:35:39 +0000257 void VisitStridedSliceLayer(const armnn::IConnectableLayer* layer,
258 const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
259 const char* name = nullptr) override;
260
Conor Kennedyda1f9752019-03-01 14:37:12 +0000261 void VisitSubtractionLayer(const armnn::IConnectableLayer* layer,
262 const char* name = nullptr) override;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100263
264 void VisitSwitchLayer(const armnn::IConnectableLayer* layer,
265 const char* name = nullptr) override;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100266
267 void VisitTransposeConvolution2dLayer(const armnn::IConnectableLayer* layer,
268 const armnn::TransposeConvolution2dDescriptor& descriptor,
269 const armnn::ConstTensor& weights,
270 const armnn::Optional<armnn::ConstTensor>& biases,
271 const char* = nullptr) override;
272
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000273 void VisitTransposeLayer(const armnn::IConnectableLayer* layer,
274 const armnn::TransposeDescriptor& descriptor,
275 const char* name = nullptr) override;
276
Mike Kelly8c1701a2019-02-11 17:01:27 +0000277private:
278
279 /// Creates the Input Slots and Output Slots and LayerBase for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000280 flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000281 const armnn::IConnectableLayer* layer,
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000282 const armnnSerializer::LayerType layerType);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000283
284 /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000285 void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000286
Mike Kellya0766c32019-02-19 17:22:07 +0000287 /// Creates the serializer ConstTensor for the armnn ConstTensor.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000288 flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
Mike Kellya0766c32019-02-19 17:22:07 +0000289 const armnn::ConstTensor& constTensor);
290
291 template <typename T>
292 flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
293
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000294 ///Function which maps Guid to an index
janeil013fec1ea2019-11-07 09:47:20 +0000295 uint32_t GetSerializedId(armnn::LayerGuid guid);
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000296
Mike Kelly8c1701a2019-02-11 17:01:27 +0000297 /// Creates the serializer InputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000298 std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000299 const armnn::IConnectableLayer* layer);
300
301 /// Creates the serializer OutputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000302 std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000303 const armnn::IConnectableLayer* layer);
304
305 /// FlatBufferBuilder to create our layers' FlatBuffers.
306 flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
307
308 /// AnyLayers required by the SerializedGraph.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000309 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000310
Tee Jungaa920c52019-11-05 10:48:25 +0000311 /// Vector of the binding ids of all Input Layers required by the SerializedGraph.
312 std::vector<int> m_inputIds;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000313
Tee Jungaa920c52019-11-05 10:48:25 +0000314 /// Vector of the binding ids of all Output Layers required by the SerializedGraph.
315 std::vector<int> m_outputIds;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000316
317 /// Mapped Guids of all Layers to match our index.
janeil013fec1ea2019-11-07 09:47:20 +0000318 std::unordered_map<armnn::LayerGuid, uint32_t > m_guidMap;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000319
320 /// layer within our FlatBuffer index.
321 uint32_t m_layerId;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000322};
323
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000324class Serializer : public ISerializer
325{
326public:
Matteo Martincighec333912019-02-13 15:12:39 +0000327 Serializer() {}
328 ~Serializer() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000329
330 /// Serializes the network to ArmNN SerializedGraph.
331 /// @param [in] inNetwork The network to be serialized.
332 void Serialize(const armnn::INetwork& inNetwork) override;
333
334 /// Serializes the SerializedGraph to the stream.
335 /// @param [stream] the stream to save to
336 /// @return true if graph is Serialized to the Stream, false otherwise
337 bool SaveSerializedToStream(std::ostream& stream) override;
338
339private:
340
341 /// Visitor to contruct serialized network
342 SerializerVisitor m_SerializerVisitor;
343};
344
Mike Kelly8c1701a2019-02-11 17:01:27 +0000345} //namespace armnnSerializer