blob: 7dfd534081667b66663078eb73d1e1b5b011e7ec [file] [log] [blame]
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
Kevin May868eb142019-09-04 17:29:31 +010047 void VisitAbsLayer(const armnn::IConnectableLayer* layer,
48 const char* name = nullptr) override;
49
Mike Kellyaf484012019-02-20 16:53:11 +000050 void VisitActivationLayer(const armnn::IConnectableLayer* layer,
51 const armnn::ActivationDescriptor& descriptor,
52 const char* name = nullptr) override;
53
Mike Kelly8c1701a2019-02-11 17:01:27 +000054 void VisitAdditionLayer(const armnn::IConnectableLayer* layer,
55 const char* name = nullptr) override;
56
Nikhil Rajee391d52019-09-05 17:50:44 +010057 void VisitArgMinMaxLayer(const armnn::IConnectableLayer* layer,
58 const armnn::ArgMinMaxDescriptor& argMinMaxDescriptor,
59 const char* name = nullptr) override;
60
Nattapat Chaimanowong6b4ed982019-02-26 17:24:13 +000061 void VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer,
62 const armnn::BatchToSpaceNdDescriptor& descriptor,
63 const char* name = nullptr) override;
64
ruoyan018e7fa232019-02-28 15:09:07 +000065 void VisitBatchNormalizationLayer(const armnn::IConnectableLayer* layer,
66 const armnn::BatchNormalizationDescriptor& BatchNormalizationDescriptor,
67 const armnn::ConstTensor& mean,
68 const armnn::ConstTensor& variance,
69 const armnn::ConstTensor& beta,
70 const armnn::ConstTensor& gamma,
71 const char* name = nullptr) override;
72
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010073 void VisitComparisonLayer(const armnn::IConnectableLayer* layer,
74 const armnn::ComparisonDescriptor& descriptor,
75 const char* name = nullptr) override;
76
Jim Flynne242f2d2019-05-22 14:24:13 +010077 void VisitConcatLayer(const armnn::IConnectableLayer* layer,
78 const armnn::ConcatDescriptor& concatDescriptor,
79 const char* name = nullptr) override;
80
Conor Kennedy76277882019-02-26 08:29:54 +000081 void VisitConstantLayer(const armnn::IConnectableLayer* layer,
82 const armnn::ConstTensor& input,
83 const char* = nullptr) override;
84
Mike Kellya0766c32019-02-19 17:22:07 +000085 void VisitConvolution2dLayer(const armnn::IConnectableLayer* layer,
86 const armnn::Convolution2dDescriptor& descriptor,
87 const armnn::ConstTensor& weights,
88 const armnn::Optional<armnn::ConstTensor>& biases,
89 const char* = nullptr) override;
90
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +010091 void VisitDepthToSpaceLayer(const armnn::IConnectableLayer* layer,
92 const armnn::DepthToSpaceDescriptor& descriptor,
93 const char* name = nullptr) override;
94
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +000095 void VisitDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer,
96 const armnn::DepthwiseConvolution2dDescriptor& descriptor,
97 const armnn::ConstTensor& weights,
98 const armnn::Optional<armnn::ConstTensor>& biases,
99 const char* name = nullptr) override;
100
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +0000101 void VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
102 const char* name = nullptr) override;
103
Nattapat Chaimanowong3e14a9d2019-03-18 12:37:06 +0000104 void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
105 const armnn::DetectionPostProcessDescriptor& descriptor,
106 const armnn::ConstTensor& anchors,
107 const char* name = nullptr) override;
108
Éanna Ó Catháin58885892019-02-27 16:16:39 +0000109 void VisitDivisionLayer(const armnn::IConnectableLayer* layer,
110 const char* name = nullptr) override;
111
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100112 ARMNN_DEPRECATED_MSG("Use VisitComparisonLayer instead")
Nattapat Chaimanowong235cea52019-02-28 16:27:30 +0000113 void VisitEqualLayer(const armnn::IConnectableLayer* layer,
114 const char* name = nullptr) override;
115
Finn Williamsdd2ba7e2019-03-01 11:51:52 +0000116 void VisitFloorLayer(const armnn::IConnectableLayer *layer,
117 const char *name = nullptr) override;
118
Sadik Armagandbb0c0c2019-02-21 09:01:41 +0000119 void VisitFullyConnectedLayer(const armnn::IConnectableLayer* layer,
120 const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
121 const armnn::ConstTensor& weights,
122 const armnn::Optional<armnn::ConstTensor>& biases,
123 const char* name = nullptr) override;
124
Saoirse Stewarta1ed73a2019-03-04 13:40:12 +0000125 void VisitGatherLayer(const armnn::IConnectableLayer* layer,
126 const char* name = nullptr) override;
Matteo Martincighf81edaa2019-03-04 14:34:30 +0000127
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100128 ARMNN_DEPRECATED_MSG("Use VisitComparisonLayer instead")
Conor Kennedy79ffdf52019-03-01 14:24:54 +0000129 void VisitGreaterLayer(const armnn::IConnectableLayer* layer,
130 const char* name = nullptr) override;
131
Mike Kelly8c1701a2019-02-11 17:01:27 +0000132 void VisitInputLayer(const armnn::IConnectableLayer* layer,
133 armnn::LayerBindingId id,
134 const char* name = nullptr) override;
135
Kevin Mayce5045a2019-10-02 14:07:47 +0100136 void VisitInstanceNormalizationLayer(const armnn::IConnectableLayer* layer,
137 const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor,
138 const char* name = nullptr) override;
139
Narumol Prangnawarat495701f2019-03-07 17:31:34 +0000140 void VisitL2NormalizationLayer(const armnn::IConnectableLayer* layer,
141 const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
142 const char* name = nullptr) override;
143
Aron Virginas-Tarf982dea2019-10-11 14:07:53 +0100144 void VisitLogSoftmaxLayer(const armnn::IConnectableLayer* layer,
145 const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor,
146 const char* name = nullptr) override;
147
Jim Flynn11af3752019-03-19 17:22:29 +0000148 void VisitLstmLayer(const armnn::IConnectableLayer* layer,
149 const armnn::LstmDescriptor& descriptor,
150 const armnn::LstmInputParams& params,
151 const char* name = nullptr) override;
152
Sadik Armaganac97c8c2019-03-04 17:44:21 +0000153 void VisitMeanLayer(const armnn::IConnectableLayer* layer,
154 const armnn::MeanDescriptor& descriptor,
155 const char* name) override;
156
Aron Virginas-Tar0fe32452019-02-28 13:12:47 +0000157 void VisitMinimumLayer(const armnn::IConnectableLayer* layer,
158 const char* name = nullptr) override;
159
Aron Virginas-Tar377351e2019-02-27 14:42:31 +0000160 void VisitMaximumLayer(const armnn::IConnectableLayer* layer,
161 const char* name = nullptr) override;
162
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100163 void VisitMergeLayer(const armnn::IConnectableLayer* layer,
164 const char* name = nullptr) override;
165
Jim Flynne242f2d2019-05-22 14:24:13 +0100166 ARMNN_DEPRECATED_MSG("Use VisitConcatLayer instead")
Jim Flynnac25a1b2019-02-28 10:40:49 +0000167 void VisitMergerLayer(const armnn::IConnectableLayer* layer,
Jim Flynne242f2d2019-05-22 14:24:13 +0100168 const armnn::MergerDescriptor& mergerDescriptor,
Jim Flynnac25a1b2019-02-28 10:40:49 +0000169 const char* name = nullptr) override;
170
Sadik Armagan5f450272019-02-12 14:31:45 +0000171 void VisitMultiplicationLayer(const armnn::IConnectableLayer* layer,
172 const char* name = nullptr) override;
173
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000174 void VisitOutputLayer(const armnn::IConnectableLayer* layer,
175 armnn::LayerBindingId id,
176 const char* name = nullptr) override;
Aron Virginas-Tarfc413c02019-02-13 15:41:52 +0000177
Nattapat Chaimanowongebb0f9c2019-03-01 12:14:06 +0000178 void VisitPadLayer(const armnn::IConnectableLayer* layer,
179 const armnn::PadDescriptor& PadDescriptor,
180 const char* name = nullptr) override;
181
Nattapat Chaimanowong30b00202019-02-20 17:31:34 +0000182 void VisitPermuteLayer(const armnn::IConnectableLayer* layer,
183 const armnn::PermuteDescriptor& PermuteDescriptor,
184 const char* name = nullptr) override;
185
Saoirse Stewart3166c3e2019-02-18 15:24:53 +0000186 void VisitPooling2dLayer(const armnn::IConnectableLayer* layer,
187 const armnn::Pooling2dDescriptor& pooling2dDescriptor,
188 const char* name = nullptr) override;
189
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100190 void VisitPreluLayer(const armnn::IConnectableLayer* layer,
191 const char* name = nullptr) override;
192
Derek Lamberti87acb272019-03-27 16:51:31 +0000193 void VisitQuantizeLayer(const armnn::IConnectableLayer* layer,
194 const char* name = nullptr) override;
195
James Conroyee18dc82019-07-17 11:27:46 +0100196 void VisitQuantizedLstmLayer(const armnn::IConnectableLayer* layer,
197 const armnn::QuantizedLstmInputParams& params,
198 const char* name = nullptr) override;
199
Saoirse Stewart263829c2019-02-19 15:54:14 +0000200 void VisitReshapeLayer(const armnn::IConnectableLayer* layer,
201 const armnn::ReshapeDescriptor& reshapeDescriptor,
202 const char* name = nullptr) override;
203
Teresa Charlina9075df2019-06-27 15:41:57 +0100204 void VisitResizeLayer(const armnn::IConnectableLayer* layer,
205 const armnn::ResizeDescriptor& resizeDescriptor,
206 const char* name = nullptr) override;
207
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100208 ARMNN_DEPRECATED_MSG("Use VisitResizeLayer instead")
209 void VisitResizeBilinearLayer(const armnn::IConnectableLayer* layer,
210 const armnn::ResizeBilinearDescriptor& resizeDescriptor,
211 const char* name = nullptr) override;
212
Sadik Armagan8b42a382019-03-01 14:24:49 +0000213 void VisitRsqrtLayer(const armnn::IConnectableLayer* layer,
214 const char* name = nullptr) override;
215
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100216 void VisitSliceLayer(const armnn::IConnectableLayer* layer,
217 const armnn::SliceDescriptor& sliceDescriptor,
218 const char* name = nullptr) override;
219
Aron Virginas-Tarc04125f2019-02-19 16:31:08 +0000220 void VisitSoftmaxLayer(const armnn::IConnectableLayer* layer,
221 const armnn::SoftmaxDescriptor& softmaxDescriptor,
222 const char* name = nullptr) override;
223
Nattapat Chaimanowong45286992019-02-26 15:53:02 +0000224 void VisitSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
225 const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
226 const char* name = nullptr) override;
227
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100228 void VisitSpaceToDepthLayer(const armnn::IConnectableLayer* layer,
229 const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor,
230 const char* name = nullptr) override;
231
Nina Drozd57728782019-02-27 10:53:27 +0000232 void VisitNormalizationLayer(const armnn::IConnectableLayer* layer,
233 const armnn::NormalizationDescriptor& normalizationDescriptor,
234 const char* name = nullptr) override;
Conor Kennedyda1f9752019-03-01 14:37:12 +0000235
Jim Flynn18ce3382019-03-08 11:08:30 +0000236 void VisitSplitterLayer(const armnn::IConnectableLayer* layer,
237 const armnn::ViewsDescriptor& viewsDescriptor,
238 const char* name = nullptr) override;
239
Derek Lamberti013c3902019-10-21 10:46:16 +0100240 void VisitStandInLayer(const armnn::IConnectableLayer* layer,
241 const armnn::StandInDescriptor& standInDescriptor,
242 const char* name = nullptr) override;
243
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100244 void VisitStackLayer(const armnn::IConnectableLayer* layer,
245 const armnn::StackDescriptor& stackDescriptor,
246 const char* name = nullptr) override;
247
Nattapat Chaimanowongb3485212019-03-04 12:35:39 +0000248 void VisitStridedSliceLayer(const armnn::IConnectableLayer* layer,
249 const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
250 const char* name = nullptr) override;
251
Conor Kennedyda1f9752019-03-01 14:37:12 +0000252 void VisitSubtractionLayer(const armnn::IConnectableLayer* layer,
253 const char* name = nullptr) override;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100254
255 void VisitSwitchLayer(const armnn::IConnectableLayer* layer,
256 const char* name = nullptr) override;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100257
258 void VisitTransposeConvolution2dLayer(const armnn::IConnectableLayer* layer,
259 const armnn::TransposeConvolution2dDescriptor& descriptor,
260 const armnn::ConstTensor& weights,
261 const armnn::Optional<armnn::ConstTensor>& biases,
262 const char* = nullptr) override;
263
Mike Kelly8c1701a2019-02-11 17:01:27 +0000264private:
265
266 /// Creates the Input Slots and Output Slots and LayerBase for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000267 flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000268 const armnn::IConnectableLayer* layer,
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000269 const armnnSerializer::LayerType layerType);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000270
271 /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000272 void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
Mike Kelly8c1701a2019-02-11 17:01:27 +0000273
Mike Kellya0766c32019-02-19 17:22:07 +0000274 /// Creates the serializer ConstTensor for the armnn ConstTensor.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000275 flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
Mike Kellya0766c32019-02-19 17:22:07 +0000276 const armnn::ConstTensor& constTensor);
277
278 template <typename T>
279 flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
280
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000281 ///Function which maps Guid to an index
janeil013fec1ea2019-11-07 09:47:20 +0000282 uint32_t GetSerializedId(armnn::LayerGuid guid);
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000283
Mike Kelly8c1701a2019-02-11 17:01:27 +0000284 /// Creates the serializer InputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000285 std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000286 const armnn::IConnectableLayer* layer);
287
288 /// Creates the serializer OutputSlots for the layer.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000289 std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
Mike Kelly8c1701a2019-02-11 17:01:27 +0000290 const armnn::IConnectableLayer* layer);
291
292 /// FlatBufferBuilder to create our layers' FlatBuffers.
293 flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
294
295 /// AnyLayers required by the SerializedGraph.
Derek Lamberti0028d1b2019-02-20 13:57:42 +0000296 std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000297
janeil013fec1ea2019-11-07 09:47:20 +0000298 /// Vector of indexes of all Input Layers required by the SerializedGraph.
299 std::vector<uint32_t> m_inputIds;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000300
janeil013fec1ea2019-11-07 09:47:20 +0000301 /// Vector of indexes of all Output Layers required by the SerializedGraph.
302 std::vector<uint32_t> m_outputIds;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000303
304 /// Mapped Guids of all Layers to match our index.
janeil013fec1ea2019-11-07 09:47:20 +0000305 std::unordered_map<armnn::LayerGuid, uint32_t > m_guidMap;
Saoirse Stewartcb8a3212019-02-14 15:46:10 +0000306
307 /// layer within our FlatBuffer index.
308 uint32_t m_layerId;
Mike Kelly8c1701a2019-02-11 17:01:27 +0000309};
310
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000311class Serializer : public ISerializer
312{
313public:
Matteo Martincighec333912019-02-13 15:12:39 +0000314 Serializer() {}
315 ~Serializer() {}
Nattapat Chaimanowongac9cadc2019-02-13 15:52:41 +0000316
317 /// Serializes the network to ArmNN SerializedGraph.
318 /// @param [in] inNetwork The network to be serialized.
319 void Serialize(const armnn::INetwork& inNetwork) override;
320
321 /// Serializes the SerializedGraph to the stream.
322 /// @param [stream] the stream to save to
323 /// @return true if graph is Serialized to the Stream, false otherwise
324 bool SaveSerializedToStream(std::ostream& stream) override;
325
326private:
327
328 /// Visitor to contruct serialized network
329 SerializerVisitor m_SerializerVisitor;
330};
331
Mike Kelly8c1701a2019-02-11 17:01:27 +0000332} //namespace armnnSerializer