ArmNN
 22.08
Serializer.hpp
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1 //
2 // Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 #pragma once
6 
7 #include <armnn/IStrategy.hpp>
8 
10 
11 #include <common/include/ProfilingGuid.hpp>
12 
13 #include <unordered_map>
14 
15 #include "ArmnnSchema_generated.h"
16 
17 #include <armnn/Types.hpp>
18 
19 namespace armnnSerializer
20 {
21 
23 {
24 public:
25  void ExecuteStrategy(const armnn::IConnectableLayer* layer,
26  const armnn::BaseDescriptor& descriptor,
27  const std::vector<armnn::ConstTensor>& constants,
28  const char* name,
29  const armnn::LayerBindingId id) override;
30 
31  SerializerStrategy() : m_layerId(0) {}
33 
34  flatbuffers::FlatBufferBuilder& GetFlatBufferBuilder()
35  {
36  return m_flatBufferBuilder;
37  }
38 
39  std::vector<int>& GetInputIds()
40  {
41  return m_inputIds;
42  }
43 
44  std::vector<int>& GetOutputIds()
45  {
46  return m_outputIds;
47  }
48 
49  std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>>& GetSerializedLayers()
50  {
51  return m_serializedLayers;
52  }
53 
54  flatbuffers::Offset<armnnSerializer::FeatureCompatibilityVersions> GetVersionTable();
55 
56 private:
57  /// Creates the Input Slots and Output Slots and LayerBase for the layer.
58  flatbuffers::Offset<armnnSerializer::LayerBase> CreateLayerBase(
59  const armnn::IConnectableLayer* layer,
60  const armnnSerializer::LayerType layerType);
61 
62  /// Creates the serializer AnyLayer for the layer and adds it to m_serializedLayers.
63  void CreateAnyLayer(const flatbuffers::Offset<void>& layer, const armnnSerializer::Layer serializerLayer);
64 
65  /// Creates the serializer ConstTensor for the armnn ConstTensor.
66  flatbuffers::Offset<armnnSerializer::ConstTensor> CreateConstTensorInfo(
67  const armnn::ConstTensor& constTensor);
68 
69  /// Creates the serializer TensorInfo for the armnn TensorInfo.
70  flatbuffers::Offset<TensorInfo> CreateTensorInfo(const armnn::TensorInfo& tensorInfo);
71 
72  template <typename T>
73  flatbuffers::Offset<flatbuffers::Vector<T>> CreateDataVector(const void* memory, unsigned int size);
74 
75  ///Function which maps Guid to an index
76  uint32_t GetSerializedId(LayerGuid guid);
77 
78  /// Creates the serializer InputSlots for the layer.
79  std::vector<flatbuffers::Offset<armnnSerializer::InputSlot>> CreateInputSlots(
80  const armnn::IConnectableLayer* layer);
81 
82  /// Creates the serializer OutputSlots for the layer.
83  std::vector<flatbuffers::Offset<armnnSerializer::OutputSlot>> CreateOutputSlots(
84  const armnn::IConnectableLayer* layer);
85 
86  /// FlatBufferBuilder to create our layers' FlatBuffers.
87  flatbuffers::FlatBufferBuilder m_flatBufferBuilder;
88 
89  /// AnyLayers required by the SerializedGraph.
90  std::vector<flatbuffers::Offset<armnnSerializer::AnyLayer>> m_serializedLayers;
91 
92  /// Vector of the binding ids of all Input Layers required by the SerializedGraph.
93  std::vector<int> m_inputIds;
94 
95  /// Vector of the binding ids of all Output Layers required by the SerializedGraph.
96  std::vector<int> m_outputIds;
97 
98  /// Mapped Guids of all Layers to match our index.
99  std::unordered_map<LayerGuid, uint32_t > m_guidMap;
100 
101  /// layer within our FlatBuffer index.
102  uint32_t m_layerId;
103 
104 private:
105  void SerializeActivationLayer(const armnn::IConnectableLayer* layer,
106  const armnn::ActivationDescriptor& descriptor,
107  const char* name = nullptr);
108 
109  void SerializeAdditionLayer(const armnn::IConnectableLayer* layer,
110  const char* name = nullptr);
111 
112  void SerializeArgMinMaxLayer(const armnn::IConnectableLayer* layer,
113  const armnn::ArgMinMaxDescriptor& argMinMaxDescriptor,
114  const char* name = nullptr);
115 
116  void SerializeBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer,
117  const armnn::BatchToSpaceNdDescriptor& descriptor,
118  const char* name = nullptr);
119 
120  void SerializeBatchNormalizationLayer(const armnn::IConnectableLayer* layer,
121  const armnn::BatchNormalizationDescriptor& BatchNormalizationDescriptor,
122  const std::vector<armnn::ConstTensor>& constants,
123  const char* name = nullptr);
124 
125  void SerializeCastLayer(const armnn::IConnectableLayer* layer,
126  const char* name = nullptr);
127 
128  void SerializeChannelShuffleLayer(const armnn::IConnectableLayer* layer,
129  const armnn::ChannelShuffleDescriptor& descriptor,
130  const char* name = nullptr);
131 
132  void SerializeComparisonLayer(const armnn::IConnectableLayer* layer,
133  const armnn::ComparisonDescriptor& descriptor,
134  const char* name = nullptr);
135 
136  void SerializeConcatLayer(const armnn::IConnectableLayer* layer,
137  const armnn::ConcatDescriptor& concatDescriptor,
138  const char* name = nullptr);
139 
140  void SerializeConstantLayer(const armnn::IConnectableLayer* layer,
141  const std::vector<armnn::ConstTensor>& constants,
142  const char* name = nullptr);
143 
144  void SerializeConvolution2dLayer(const armnn::IConnectableLayer* layer,
145  const armnn::Convolution2dDescriptor& descriptor,
146  const char* name = nullptr);
147 
148  void SerializeConvolution3dLayer(const armnn::IConnectableLayer* layer,
149  const armnn::Convolution3dDescriptor& descriptor,
150  const char* name = nullptr);
151 
152  void SerializeDepthToSpaceLayer(const armnn::IConnectableLayer* layer,
153  const armnn::DepthToSpaceDescriptor& descriptor,
154  const char* name = nullptr);
155 
156  void SerializeDepthwiseConvolution2dLayer(const armnn::IConnectableLayer* layer,
157  const armnn::DepthwiseConvolution2dDescriptor& descriptor,
158  const char* name = nullptr);
159 
160  void SerializeDequantizeLayer(const armnn::IConnectableLayer* layer,
161  const char* name = nullptr);
162 
163  void SerializeDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
164  const armnn::DetectionPostProcessDescriptor& descriptor,
165  const std::vector<armnn::ConstTensor>& constants,
166  const char* name = nullptr);
167 
168  void SerializeDivisionLayer(const armnn::IConnectableLayer* layer,
169  const char* name = nullptr);
170 
171  void SerializeElementwiseUnaryLayer(const armnn::IConnectableLayer* layer,
172  const armnn::ElementwiseUnaryDescriptor& descriptor,
173  const char* name = nullptr);
174 
175  void SerializeFillLayer(const armnn::IConnectableLayer* layer,
176  const armnn::FillDescriptor& fillDescriptor,
177  const char* name = nullptr);
178 
179  void SerializeFloorLayer(const armnn::IConnectableLayer *layer,
180  const char *name = nullptr);
181 
182  void SerializeFullyConnectedLayer(const armnn::IConnectableLayer* layer,
183  const armnn::FullyConnectedDescriptor& fullyConnectedDescriptor,
184  const char* name = nullptr);
185 
186  void SerializeGatherLayer(const armnn::IConnectableLayer* layer,
187  const armnn::GatherDescriptor& gatherDescriptor,
188  const char* name = nullptr);
189 
190  void SerializeGatherNdLayer(const armnn::IConnectableLayer* layer,
191  const char* name = nullptr);
192 
193  void SerializeInputLayer(const armnn::IConnectableLayer* layer,
195  const char* name = nullptr);
196 
197  void SerializeInstanceNormalizationLayer(const armnn::IConnectableLayer* layer,
198  const armnn::InstanceNormalizationDescriptor& instanceNormalizationDescriptor,
199  const char* name = nullptr);
200 
201  void SerializeL2NormalizationLayer(const armnn::IConnectableLayer* layer,
202  const armnn::L2NormalizationDescriptor& l2NormalizationDescriptor,
203  const char* name = nullptr);
204 
205  void SerializeLogicalBinaryLayer(const armnn::IConnectableLayer* layer,
206  const armnn::LogicalBinaryDescriptor& descriptor,
207  const char* name = nullptr);
208 
209  void SerializeLogSoftmaxLayer(const armnn::IConnectableLayer* layer,
210  const armnn::LogSoftmaxDescriptor& logSoftmaxDescriptor,
211  const char* name = nullptr);
212 
213  void SerializeLstmLayer(const armnn::IConnectableLayer* layer,
214  const armnn::LstmDescriptor& descriptor,
215  const std::vector<armnn::ConstTensor>& constants,
216  const char* name = nullptr);
217 
218  void SerializeMeanLayer(const armnn::IConnectableLayer* layer,
219  const armnn::MeanDescriptor& descriptor,
220  const char* name);
221 
222  void SerializeMinimumLayer(const armnn::IConnectableLayer* layer,
223  const char* name = nullptr);
224 
225  void SerializeMaximumLayer(const armnn::IConnectableLayer* layer,
226  const char* name = nullptr);
227 
228  void SerializeMergeLayer(const armnn::IConnectableLayer* layer,
229  const char* name = nullptr);
230 
231  void SerializeMultiplicationLayer(const armnn::IConnectableLayer* layer,
232  const char* name = nullptr);
233 
234  void SerializeOutputLayer(const armnn::IConnectableLayer* layer,
236  const char* name = nullptr);
237 
238  void SerializePadLayer(const armnn::IConnectableLayer* layer,
239  const armnn::PadDescriptor& PadDescriptor,
240  const char* name = nullptr);
241 
242  void SerializePermuteLayer(const armnn::IConnectableLayer* layer,
243  const armnn::PermuteDescriptor& PermuteDescriptor,
244  const char* name = nullptr);
245 
246  void SerializePooling2dLayer(const armnn::IConnectableLayer* layer,
247  const armnn::Pooling2dDescriptor& pooling2dDescriptor,
248  const char* name = nullptr);
249 
250  void SerializePooling3dLayer(const armnn::IConnectableLayer* layer,
251  const armnn::Pooling3dDescriptor& pooling3dDescriptor,
252  const char* name = nullptr);
253 
254  void SerializePreluLayer(const armnn::IConnectableLayer* layer,
255  const char* name = nullptr);
256 
257  void SerializeQuantizeLayer(const armnn::IConnectableLayer* layer,
258  const char* name = nullptr);
259 
260  void SerializeQLstmLayer(const armnn::IConnectableLayer* layer,
261  const armnn::QLstmDescriptor& descriptor,
262  const std::vector<armnn::ConstTensor>& constants,
263  const char* name = nullptr);
264 
265  void SerializeQuantizedLstmLayer(const armnn::IConnectableLayer* layer,
266  const std::vector<armnn::ConstTensor>& constants,
267  const char* name = nullptr);
268 
269  void SerializeRankLayer(const armnn::IConnectableLayer* layer,
270  const char* name = nullptr);
271 
272  void SerializeReduceLayer(const armnn::IConnectableLayer* layer,
273  const armnn::ReduceDescriptor& reduceDescriptor,
274  const char* name = nullptr);
275 
276  void SerializeReshapeLayer(const armnn::IConnectableLayer* layer,
277  const armnn::ReshapeDescriptor& reshapeDescriptor,
278  const char* name = nullptr);
279 
280  void SerializeResizeLayer(const armnn::IConnectableLayer* layer,
281  const armnn::ResizeDescriptor& resizeDescriptor,
282  const char* name = nullptr);
283 
284  void SerializeSliceLayer(const armnn::IConnectableLayer* layer,
285  const armnn::SliceDescriptor& sliceDescriptor,
286  const char* name = nullptr);
287 
288  void SerializeSoftmaxLayer(const armnn::IConnectableLayer* layer,
289  const armnn::SoftmaxDescriptor& softmaxDescriptor,
290  const char* name = nullptr);
291 
292  void SerializeSpaceToBatchNdLayer(const armnn::IConnectableLayer* layer,
293  const armnn::SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
294  const char* name = nullptr);
295 
296  void SerializeSpaceToDepthLayer(const armnn::IConnectableLayer* layer,
297  const armnn::SpaceToDepthDescriptor& spaceToDepthDescriptor,
298  const char* name = nullptr);
299 
300  void SerializeNormalizationLayer(const armnn::IConnectableLayer* layer,
301  const armnn::NormalizationDescriptor& normalizationDescriptor,
302  const char* name = nullptr);
303 
304  void SerializeShapeLayer(const armnn::IConnectableLayer* layer,
305  const char* name = nullptr);
306 
307  void SerializeSplitterLayer(const armnn::IConnectableLayer* layer,
308  const armnn::ViewsDescriptor& viewsDescriptor,
309  const char* name = nullptr);
310 
311  void SerializeStandInLayer(const armnn::IConnectableLayer* layer,
312  const armnn::StandInDescriptor& standInDescriptor,
313  const char* name = nullptr);
314 
315  void SerializeStackLayer(const armnn::IConnectableLayer* layer,
316  const armnn::StackDescriptor& stackDescriptor,
317  const char* name = nullptr);
318 
319  void SerializeStridedSliceLayer(const armnn::IConnectableLayer* layer,
320  const armnn::StridedSliceDescriptor& stridedSliceDescriptor,
321  const char* name = nullptr);
322 
323  void SerializeSubtractionLayer(const armnn::IConnectableLayer* layer,
324  const char* name = nullptr);
325 
326  void SerializeSwitchLayer(const armnn::IConnectableLayer* layer,
327  const char* name = nullptr);
328 
329  void SerializeTransposeConvolution2dLayer(const armnn::IConnectableLayer* layer,
330  const armnn::TransposeConvolution2dDescriptor& descriptor,
331  const std::vector<armnn::ConstTensor>& constants,
332  const char* = nullptr);
333 
334  void SerializeTransposeLayer(const armnn::IConnectableLayer* layer,
335  const armnn::TransposeDescriptor& descriptor,
336  const char* name = nullptr);
337 
338  void SerializeUnidirectionalSequenceLstmLayer(const armnn::IConnectableLayer* layer,
340  const std::vector<armnn::ConstTensor>& constants,
341  const char* name = nullptr);
342 };
343 
344 
345 
347 {
348 public:
349  SerializerImpl() = default;
350  ~SerializerImpl() = default;
351 
352  /// Serializes the network to ArmNN SerializedGraph.
353  /// @param [in] inNetwork The network to be serialized.
354  void Serialize(const armnn::INetwork& inNetwork);
355 
356  /// Serializes the SerializedGraph to the stream.
357  /// @param [stream] the stream to save to
358  /// @return true if graph is Serialized to the Stream, false otherwise
359  bool SaveSerializedToStream(std::ostream& stream);
360 
361 private:
362 
363  /// Visitor to contruct serialized network
364  SerializerStrategy m_SerializerStrategy;
365 };
366 
367 } //namespace armnnSerializer
A ViewsDescriptor for the SplitterLayer.
Interface for a layer that is connectable to other layers via InputSlots and OutputSlots.
Definition: INetwork.hpp:68
flatbuffers::FlatBufferBuilder & GetFlatBufferBuilder()
Definition: Serializer.hpp:34
A TransposeConvolution2dDescriptor for the TransposeConvolution2dLayer.
A ReshapeDescriptor for the ReshapeLayer.
A ComparisonDescriptor for the ComparisonLayer.
Definition: Descriptors.hpp:89
A Convolution2dDescriptor for the Convolution2dLayer.
Main network class which provides the interface for building up a neural network. ...
Definition: INetwork.hpp:246
A LogicalBinaryDescriptor for the LogicalBinaryLayer.
A SpaceToDepthDescriptor for the SpaceToDepthLayer.
A BatchToSpaceNdDescriptor for the BatchToSpaceNdLayer.
void ExecuteStrategy(const armnn::IConnectableLayer *layer, const armnn::BaseDescriptor &descriptor, const std::vector< armnn::ConstTensor > &constants, const char *name, const armnn::LayerBindingId id) override
int LayerBindingId
Type of identifiers for bindable layers (inputs, outputs).
Definition: Types.hpp:290
A ResizeBilinearDescriptor for the ResizeBilinearLayer.
Base class for all descriptors.
Definition: Descriptors.hpp:22
A StackDescriptor for the StackLayer.
A PadDescriptor for the PadLayer.
An LstmDescriptor for the LstmLayer.
A L2NormalizationDescriptor for the L2NormalizationLayer.
An ArgMinMaxDescriptor for ArgMinMaxLayer.
Definition: Descriptors.hpp:67
An OriginsDescriptor for the ConcatLayer.
A ReduceDescriptor for the REDUCE operators.
A FullyConnectedDescriptor for the FullyConnectedLayer.
A tensor defined by a TensorInfo (shape and data type) and an immutable backing store.
Definition: Tensor.hpp:327
A GatherDescriptor for the GatherLayer.
A StandInDescriptor for the StandIn layer.
A QLstmDescriptor for the QLstmLayer.
std::vector< int > & GetInputIds()
Definition: Serializer.hpp:39
An ActivationDescriptor for the ActivationLayer.
Definition: Descriptors.hpp:36
A SliceDescriptor for the SliceLayer.
A Convolution3dDescriptor for the Convolution3dLayer.
A Pooling3dDescriptor for the Pooling3dLayer.
A SpaceToBatchNdDescriptor for the SpaceToBatchNdLayer.
arm::pipe::ProfilingGuid LayerGuid
Define LayerGuid type.
Definition: Types.hpp:26
std::vector< int > & GetOutputIds()
Definition: Serializer.hpp:44
A ElementwiseUnaryDescriptor for the ElementwiseUnaryLayer.
A MeanDescriptor for the MeanLayer.
A TransposeDescriptor for the TransposeLayer.
A StridedSliceDescriptor for the StridedSliceLayer.
A Pooling2dDescriptor for the Pooling2dLayer.
A NormalizationDescriptor for the NormalizationLayer.
std::vector< flatbuffers::Offset< armnnSerializer::AnyLayer > > & GetSerializedLayers()
Definition: Serializer.hpp:49
flatbuffers::Offset< armnnSerializer::FeatureCompatibilityVersions > GetVersionTable()
An InstanceNormalizationDescriptor for InstanceNormalizationLayer.
A ChannelShuffleDescriptor for the ChannelShuffle operator.
A SoftmaxDescriptor for the SoftmaxLayer.
A DepthwiseConvolution2dDescriptor for the DepthwiseConvolution2dLayer.
A FillDescriptor for the FillLayer.
A BatchNormalizationDescriptor for the BatchNormalizationLayer.
A PermuteDescriptor for the PermuteLayer.
LayerType
When adding a new layer, adapt also the LastLayer enum value in the enum class LayerType below...
Definition: Types.hpp:468