ArmNN
 21.11
RefWorkloadFactory.hpp
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1 //
2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 #pragma once
6 
7 #include "RefMemoryManager.hpp"
8 
9 #include <armnn/Optional.hpp>
12 
13 
14 namespace armnn
15 {
16 
17 template <typename QueueDescriptorType>
18 constexpr bool IsOperationQueueDescriptor(const QueueDescriptorType&) { return true; }
19 
20 template <>
21 constexpr bool IsOperationQueueDescriptor(const MemCopyQueueDescriptor&) { return false; }
22 
23 template <>
24 constexpr bool IsOperationQueueDescriptor(const ConstantQueueDescriptor&) { return false; }
25 
26 template <>
27 constexpr bool IsOperationQueueDescriptor(const PermuteQueueDescriptor&) { return false; }
28 
29 // Reference workload factory.
31 {
32 public:
33  explicit RefWorkloadFactory(const std::shared_ptr<RefMemoryManager>& memoryManager);
35 
37 
38  const BackendId& GetBackendId() const override;
39 
40  static bool IsLayerSupported(const Layer& layer,
41  Optional<DataType> dataType,
42  std::string& outReasonIfUnsupported);
43 
44  static bool IsLayerSupported(const IConnectableLayer& layer,
45  Optional<DataType> dataType,
46  std::string& outReasonIfUnsupported,
47  const ModelOptions& modelOptions);
48 
49  bool SupportsSubTensors() const override { return false; }
50 
51  ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
53  TensorShape const& subTensorShape,
54  unsigned int const* subTensorOrigin) const override
55  {
56  IgnoreUnused(parent, subTensorShape, subTensorOrigin);
57  return nullptr;
58  }
59 
60  ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
61  std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
62  const bool IsMemoryManaged = true) const override;
63 
64  ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
65  std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
66  DataLayout dataLayout,
67  const bool IsMemoryManaged = true) const override;
68 
69  std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
70  const WorkloadInfo& info) const override;
71 
72  std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
73  const WorkloadInfo& info) const override;
74 
75  std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
76  const WorkloadInfo& info) const override;
77 
78  std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
79  const WorkloadInfo& info) const override;
80 
81  std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
82  const WorkloadInfo& info) const override;
83 
84  std::unique_ptr<IWorkload> CreateCast(const CastQueueDescriptor& descriptor,
85  const WorkloadInfo& info) const override;
86 
87  std::unique_ptr<IWorkload> CreateChannelShuffle(const ChannelShuffleQueueDescriptor& descriptor,
88  const WorkloadInfo& info) const override;
89 
90  std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
91  const WorkloadInfo& info) const override;
92 
93  std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
94  const WorkloadInfo& info) const override;
95 
96  std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
97  const WorkloadInfo& info) const override;
98 
99  std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
100  const WorkloadInfo& info) const override;
101 
102  std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
103  const WorkloadInfo& info) const override;
104 
105  std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
106  const WorkloadInfo& info) const override;
107 
108  std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
109  const WorkloadInfo& info) const override;
110 
111  std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
112  const WorkloadInfo& info) const override;
113 
114  std::unique_ptr<IWorkload> CreateConvolution3d(const Convolution3dQueueDescriptor& descriptor,
115  const WorkloadInfo& info) const override;
116 
117  std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
118  const WorkloadInfo& info) const override;
119 
120  std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
121  const WorkloadInfo& info) const override;
122 
123  std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
124  const WorkloadInfo& info) const override;
125 
126  std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
127  const WorkloadInfo& info) const override;
128 
129  std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
130  const WorkloadInfo& info) const override;
131 
132  std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
133  const WorkloadInfo& info) const override;
134 
135  std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
136  const WorkloadInfo& info) const override;
137 
138  std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
139  const WorkloadInfo& info) const override;
140 
141  std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
142  const WorkloadInfo& info) const override;
143 
144  std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
145  const WorkloadInfo& info) const override;
146 
147  std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
148  const WorkloadInfo& info) const override;
149 
150  std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
151  const WorkloadInfo& info) const override;
152 
153  std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
154  const WorkloadInfo& info) const override;
155 
156  std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
157  const WorkloadInfo& info) const override;
158 
159  std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
160  const WorkloadInfo& info) const override;
161 
162  std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
163  const WorkloadInfo& info) const override;
164 
165  std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
166  const WorkloadInfo& info) const override;
167 
168  std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
169  const WorkloadInfo& info) const override;
170 
171  std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
172  const WorkloadInfo& info) const override;
173 
174  std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
175  const WorkloadInfo& Info) const override;
176 
177  std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
178  const WorkloadInfo& info) const override;
179 
180  std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
181  const WorkloadInfo& info) const override;
182 
183  std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
184  const WorkloadInfo& info) const override;
185 
186  std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
187  const WorkloadInfo& info) const override;
188 
189  std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
190  const WorkloadInfo& info) const override;
191 
192  std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
193  const WorkloadInfo& info) const override;
194 
195  std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
196  const WorkloadInfo& info) const override;
197 
198  std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
199  const WorkloadInfo& info) const override;
200 
201  std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
202  const WorkloadInfo& info) const override;
203 
204  std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
205  const WorkloadInfo& info) const override;
206 
207  std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
208  const WorkloadInfo& info) const override;
209 
210  std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
211  const WorkloadInfo& info) const override;
212 
213  std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
214  const WorkloadInfo& info) const override;
215 
216  std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
217  const WorkloadInfo& info) const override;
218 
219  std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor,
220  const WorkloadInfo& info) const override;
221 
222  std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
223  const WorkloadInfo& info) const override;
224 
225  std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
226  const WorkloadInfo& info) const override;
227 
228  std::unique_ptr<IWorkload> CreateShape(const ShapeQueueDescriptor& descriptor,
229  const WorkloadInfo& info) const override;
230 
231  std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
232  const WorkloadInfo& info) const override;
233 
234  std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
235  const WorkloadInfo& info) const override;
236 
237  std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
238  const WorkloadInfo& info) const override;
239 
240  std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
241  const WorkloadInfo& info) const override;
242 
243  std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
244  const WorkloadInfo& info) const override;
245 
246  std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
247  const WorkloadInfo& info) const override;
248 
249  std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
250  const WorkloadInfo& info) const override;
251 
252  std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
253  const WorkloadInfo& info) const override;
254 
255  std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
256  const WorkloadInfo& info) const override;
257 
258  std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
259  const WorkloadInfo& info) const override;
260 
261  std::unique_ptr<IWorkload> CreateUnidirectionalSequenceLstm(
263  const WorkloadInfo& info) const override;
264 
265 private:
266  template <typename F32Workload, typename U8Workload, typename QueueDescriptorType>
267  std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor, const WorkloadInfo& info) const;
268 
269  mutable std::shared_ptr<RefMemoryManager> m_MemoryManager;
270 };
271 
272 } // namespace armnn
std::unique_ptr< IWorkload > CreateMemCopy(const MemCopyQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateNormalization(const NormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateArgMinMax(const ArgMinMaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateReshape(const ReshapeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateResize(const ResizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFakeQuantization(const FakeQuantizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvolution2d(const Convolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConstant(const ConstantQueueDescriptor &descriptor, const WorkloadInfo &info) const override
Interface for a layer that is connectable to other layers via InputSlots and OutputSlots.
Definition: INetwork.hpp:61
std::unique_ptr< ITensorHandle > CreateSubTensorHandle(ITensorHandle &parent, TensorShape const &subTensorShape, unsigned int const *subTensorOrigin) const override
std::unique_ptr< IWorkload > CreateInput(const InputQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMaximum(const MaximumQueueDescriptor &descriptor, const WorkloadInfo &info) const override
DataLayout
Definition: Types.hpp:49
std::unique_ptr< IWorkload > CreateGather(const GatherQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateQuantize(const QuantizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateUnidirectionalSequenceLstm(const UnidirectionalSequenceLstmQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateStridedSlice(const StridedSliceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
bool SupportsSubTensors() const override
std::unique_ptr< IWorkload > CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSoftmax(const SoftmaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::vector< BackendOptions > ModelOptions
std::unique_ptr< IWorkload > CreateMultiplication(const MultiplicationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSpaceToDepth(const SpaceToDepthQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateChannelShuffle(const ChannelShuffleQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePad(const PadQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateComparison(const ComparisonQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateLogSoftmax(const LogSoftmaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor &descriptor, const WorkloadInfo &info) const override
Copyright (c) 2021 ARM Limited and Contributors.
std::unique_ptr< IWorkload > CreateRank(const RankQueueDescriptor &descriptor, const WorkloadInfo &info) const override
void IgnoreUnused(Ts &&...)
std::unique_ptr< IWorkload > CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFill(const FillQueueDescriptor &descriptor, const WorkloadInfo &info) const override
const BackendId & GetBackendId() const override
std::unique_ptr< IWorkload > CreateBatchNormalization(const BatchNormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateL2Normalization(const L2NormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateLstm(const LstmQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConcat(const ConcatQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSubtraction(const SubtractionQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateReduce(const ReduceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
static bool IsLayerSupported(const Layer &layer, Optional< DataType > dataType, std::string &outReasonIfUnsupported)
std::unique_ptr< IWorkload > CreateDebug(const DebugQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateAddition(const AdditionQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePooling2d(const Pooling2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePrelu(const PreluQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSplitter(const SplitterQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDequantize(const DequantizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFloor(const FloorQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvolution3d(const Convolution3dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSlice(const SliceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFullyConnected(const FullyConnectedQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMean(const MeanQueueDescriptor &descriptor, const WorkloadInfo &Info) const override
std::unique_ptr< IWorkload > CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateStack(const StackQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDivision(const DivisionQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateShape(const ShapeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< ITensorHandle > CreateTensorHandle(const TensorInfo &tensorInfo, const bool IsMemoryManaged=true) const override
std::unique_ptr< IWorkload > CreateLogicalBinary(const LogicalBinaryQueueDescriptor &descriptor, const WorkloadInfo &info) const override
Contains information about TensorInfos of a layer.
std::unique_ptr< IWorkload > CreatePermute(const PermuteQueueDescriptor &descriptor, const WorkloadInfo &info) const override
#define ARMNN_DEPRECATED_MSG(message)
Definition: Deprecated.hpp:43
std::unique_ptr< IWorkload > CreateActivation(const ActivationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateCast(const CastQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMinimum(const MinimumQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateOutput(const OutputQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePreCompiled(const PreCompiledQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateTranspose(const TransposeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
Depthwise Convolution 2D layer workload data.
std::unique_ptr< IWorkload > CreateQLstm(const QLstmQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMemImport(const MemImportQueueDescriptor &descriptor, const WorkloadInfo &info) const override
constexpr bool IsOperationQueueDescriptor(const QueueDescriptorType &)
std::unique_ptr< IWorkload > CreateDepthToSpace(const DepthToSpaceQueueDescriptor &descriptor, const WorkloadInfo &info) const override