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
|
//
// Copyright © 2017 Arm Ltd. All rights reserved.
// SPDX-License-Identifier: MIT
//
#pragma once
#include <armnn/TensorFwd.hpp>
#include <armnn/Optional.hpp>
#include <armnn/backends/ITensorHandle.hpp>
#include <backendsCommon/Workload.hpp>
#include <memory>
namespace armnn
{
class Layer;
// Workload factory interface for compute backends.
class IWorkloadFactory
{
public:
virtual ~IWorkloadFactory() { }
virtual const BackendId& GetBackendId() const = 0;
static bool IsLayerSupported(const BackendId& backendId,
const IConnectableLayer& layer,
Optional<DataType> dataType,
std::string& outReasonIfUnsupported);
static bool IsLayerSupported(const IConnectableLayer& layer,
Optional<DataType> dataType,
std::string& outReasonIfUnsupported);
virtual bool SupportsSubTensors() const = 0;
virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
TensorShape const& subTensorShape,
unsigned int const* subTensorOrigin
) const = 0;
virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
const WorkloadInfo& info) const = 0;
virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
const bool IsMemoryManaged = true) const = 0;
virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
DataLayout dataLayout,
const bool IsMemoryManaged = true) const = 0;
ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
virtual std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
virtual std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
virtual std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(
const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateDetectionPostProcess(
const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
virtual std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
virtual std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateInstanceNormalization(
const InstanceNormalizationQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateMerge(const MergeQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
virtual std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
ARMNN_DEPRECATED_MSG("Use CreateResize instead")
virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
virtual std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
virtual std::unique_ptr<IWorkload> CreateSwitch(const SwitchQueueDescriptor& descriptor,
const WorkloadInfo& Info) const;
virtual std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
virtual std::unique_ptr<IWorkload> CreateTransposeConvolution2d(
const TransposeConvolution2dQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
};
} // namespace armnn
|
