1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
|
//
// Copyright © 2017 Arm Ltd. All rights reserved.
// SPDX-License-Identifier: MIT
//
#pragma once
#include <armnn/DescriptorsFwd.hpp>
#include <armnn/LstmParams.hpp>
#include <armnn/QuantizedLstmParams.hpp>
#include <armnn/TensorFwd.hpp>
#include <armnn/Types.hpp>
#include <armnn/INetwork.hpp>
#include <string>
#include <vector>
#include <map>
#include <memory>
#include "Layer.hpp"
namespace armnn
{
class Graph;
/// Private implementation of INetwork.
class Network final : public INetwork
{
public:
Network();
~Network();
const Graph& GetGraph() const { return *m_Graph; }
Status PrintGraph() override;
IConnectableLayer* AddInputLayer(LayerBindingId id, const char* name=nullptr) override;
IConnectableLayer* AddArgMinMaxLayer(const ArgMinMaxDescriptor& desc,
const char* name = nullptr) override;
IConnectableLayer* AddBatchToSpaceNdLayer(const BatchToSpaceNdDescriptor& batchToSpaceNdDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddConcatLayer(const ConcatDescriptor& concatDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddConvolution2dLayer(const Convolution2dDescriptor& convolution2dDescriptor,
const ConstTensor& weights,
const Optional<ConstTensor>& biases,
const char* name = nullptr) override;
ARMNN_DEPRECATED_MSG("This AddConvolution2dLayer overload is deprecated")
IConnectableLayer* AddConvolution2dLayer(const Convolution2dDescriptor& convolution2dDescriptor,
const ConstTensor& weights,
const char* name = nullptr) override;
ARMNN_DEPRECATED_MSG("This AddConvolution2dLayer overload is deprecated")
IConnectableLayer* AddConvolution2dLayer(const Convolution2dDescriptor& convolution2dDescriptor,
const ConstTensor& weights,
const ConstTensor& biases,
const char* name = nullptr) override;
IConnectableLayer* AddDepthwiseConvolution2dLayer(
const DepthwiseConvolution2dDescriptor& convolution2dDescriptor,
const ConstTensor& weights,
const Optional<ConstTensor>& biases,
const char* name = nullptr) override;
ARMNN_DEPRECATED_MSG("This AddDepthwiseConvolution2dLayer overload is deprecated")
IConnectableLayer* AddDepthwiseConvolution2dLayer(
const DepthwiseConvolution2dDescriptor& convolution2dDescriptor,
const ConstTensor& weights,
const char* name = nullptr) override;
ARMNN_DEPRECATED_MSG("This AddDepthwiseConvolution2dLayer overload is deprecated")
IConnectableLayer* AddDepthwiseConvolution2dLayer(
const DepthwiseConvolution2dDescriptor& convolution2dDescriptor,
const ConstTensor& weights,
const ConstTensor& biases,
const char* name = nullptr) override;
IConnectableLayer* AddDequantizeLayer(const char* name = nullptr) override;
IConnectableLayer* AddDetectionPostProcessLayer(
const DetectionPostProcessDescriptor& descriptor,
const ConstTensor& anchors,
const char* name = nullptr) override;
IConnectableLayer* AddFullyConnectedLayer(const FullyConnectedDescriptor& fullyConnectedDescriptor,
const ConstTensor& weights,
const Optional<ConstTensor>& biases,
const char* name = nullptr) override;
ARMNN_DEPRECATED_MSG("This AddFullyConnectedLayer overload is deprecated")
IConnectableLayer* AddFullyConnectedLayer(const FullyConnectedDescriptor& fullyConnectedDescriptor,
const ConstTensor& weights,
const char* name = nullptr) override;
ARMNN_DEPRECATED_MSG("This AddFullyConnectedLayer overload is deprecated")
IConnectableLayer* AddFullyConnectedLayer(const FullyConnectedDescriptor& fullyConnectedDescriptor,
const ConstTensor& weights,
const ConstTensor& biases,
const char* name = nullptr) override;
IConnectableLayer* AddGatherLayer(const char* name = nullptr) override;
IConnectableLayer* AddPermuteLayer(const PermuteDescriptor& permuteDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddPooling2dLayer(const Pooling2dDescriptor& pooling2dDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddActivationLayer(const ActivationDescriptor& activationDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddNormalizationLayer(const NormalizationDescriptor& normalizationDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddSoftmaxLayer(const SoftmaxDescriptor& softmaxDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddSplitterLayer(const ViewsDescriptor& splitterDescriptor,
const char* name = nullptr) override;
ARMNN_DEPRECATED_MSG("Use AddConcatLayer instead")
IConnectableLayer* AddMergerLayer(const MergerDescriptor& mergerDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddAbsLayer(const char* name = nullptr) override;
IConnectableLayer* AddAdditionLayer(const char* name = nullptr) override;
IConnectableLayer* AddMultiplicationLayer(const char* name = nullptr) override;
IConnectableLayer* AddBatchNormalizationLayer(const BatchNormalizationDescriptor& desc,
const ConstTensor& mean,
const ConstTensor& variance,
const ConstTensor& beta,
const ConstTensor& gamma,
const char* name = nullptr) override;
ARMNN_DEPRECATED_MSG("Use AddResizeLayer instead")
IConnectableLayer* AddResizeBilinearLayer(const ResizeBilinearDescriptor& resizeDesc,
const char* name = nullptr) override;
IConnectableLayer* AddResizeLayer(const ResizeDescriptor& resizeDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddL2NormalizationLayer(const L2NormalizationDescriptor& desc,
const char* name = nullptr) override;
IConnectableLayer* AddConstantLayer(const ConstTensor& input, const char* name = nullptr) override;
IConnectableLayer* AddReshapeLayer(const ReshapeDescriptor& reshapeDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddSpaceToBatchNdLayer(const SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddSpaceToDepthLayer(const SpaceToDepthDescriptor& spaceToDepthDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddFloorLayer(const char* name = nullptr) override;
IConnectableLayer* AddOutputLayer(LayerBindingId id, const char* name = nullptr) override;
IConnectableLayer* AddLstmLayer(const LstmDescriptor& descriptor,
const LstmInputParams& params,
const char* name = nullptr) override;
IConnectableLayer* AddDivisionLayer(const char* name = nullptr) override;
IConnectableLayer* AddSubtractionLayer(const char* name = nullptr) override;
IConnectableLayer* AddMaximumLayer(const char* name = nullptr) override;
IConnectableLayer* AddMeanLayer(const MeanDescriptor& meanDescriptor, const char* name = nullptr) override;
IConnectableLayer* AddPadLayer(const PadDescriptor& padDescriptor, const char* name = nullptr) override;
IConnectableLayer* AddQuantizeLayer(const char* name = nullptr) override;
IConnectableLayer* AddStridedSliceLayer(const StridedSliceDescriptor& stridedSliceDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddMinimumLayer(const char* name = nullptr) override;
IConnectableLayer* AddGreaterLayer(const char* name = nullptr) override;
IConnectableLayer* AddEqualLayer(const char* name = nullptr) override;
IConnectableLayer* AddRsqrtLayer(const char* name = nullptr) override;
IConnectableLayer* AddMergeLayer(const char* name = nullptr) override;
IConnectableLayer* AddSwitchLayer(const char* name = nullptr) override;
IConnectableLayer* AddPreluLayer(const char* name = nullptr) override;
IConnectableLayer* AddTransposeConvolution2dLayer(const TransposeConvolution2dDescriptor& descriptor,
const ConstTensor& weights,
const Optional<ConstTensor>& biases,
const char* name = nullptr) override;
IConnectableLayer* AddStackLayer(const StackDescriptor& stackDescriptor,
const char* name = nullptr) override;
IConnectableLayer* AddQuantizedLstmLayer(const QuantizedLstmInputParams& params,
const char* name = nullptr) override;
void Accept(ILayerVisitor& visitor) const override;
private:
IConnectableLayer* AddFullyConnectedLayerImpl(const FullyConnectedDescriptor& fullyConnectedDescriptor,
const ConstTensor& weights,
const Optional<ConstTensor>& biases,
const char* name);
IConnectableLayer* AddConvolution2dLayerImpl(const Convolution2dDescriptor& convolution2dDescriptor,
const ConstTensor& weights,
const Optional<ConstTensor>& biases,
const char* name);
IConnectableLayer* AddDepthwiseConvolution2dLayerImpl(
const DepthwiseConvolution2dDescriptor& convolution2dDescriptor,
const ConstTensor& weights,
const Optional<ConstTensor>& biases,
const char* name);
std::unique_ptr<Graph> m_Graph;
};
class OptimizedNetwork final : public IOptimizedNetwork
{
public:
OptimizedNetwork(std::unique_ptr<Graph> graph);
~OptimizedNetwork();
Status PrintGraph() override;
Status SerializeToDot(std::ostream& stream) const override;
Graph& GetGraph() { return *m_Graph; }
private:
std::unique_ptr<Graph> m_Graph;
};
struct OptimizationResult
{
bool m_Warning;
bool m_Error;
OptimizationResult()
: m_Warning(false)
, m_Error(false)
{}
};
using BackendsMap = std::map<BackendId, std::unique_ptr<class IBackendInternal>>;
BackendsMap CreateSupportedBackends(TensorHandleFactoryRegistry& handleFactoryRegistry,
struct BackendSettings& backendSettings);
OptimizationResult SelectTensorHandleStrategy(Graph& optGraph,
BackendsMap& backends,
TensorHandleFactoryRegistry& registry,
Optional<std::vector<std::string>&> errMessages);
} // namespace armnn
|
