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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 <armnn/Optional.hpp>
9 
10 #include "RefMemoryManager.hpp"
11 
12 #include <boost/core/ignore_unused.hpp>
13 
14 
15 namespace armnn
16 {
17 
18 template <typename QueueDescriptorType>
19 constexpr bool IsOperationQueueDescriptor(const QueueDescriptorType&) { return true; }
20 
21 template <>
22 constexpr bool IsOperationQueueDescriptor(const MemCopyQueueDescriptor&) { return false; }
23 
24 template <>
25 constexpr bool IsOperationQueueDescriptor(const ConstantQueueDescriptor&) { return false; }
26 
27 template <>
28 constexpr bool IsOperationQueueDescriptor(const PermuteQueueDescriptor&) { return false; }
29 
30 // Reference workload factory.
32 {
33 public:
34  explicit RefWorkloadFactory(const std::shared_ptr<RefMemoryManager>& memoryManager);
36 
38 
39  const BackendId& GetBackendId() const override;
40 
41  static bool IsLayerSupported(const Layer& layer,
42  Optional<DataType> dataType,
43  std::string& outReasonIfUnsupported);
44 
45  bool SupportsSubTensors() const override { return false; }
46 
47  std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
48  TensorShape const& subTensorShape,
49  unsigned int const* subTensorOrigin) const override
50  {
51  boost::ignore_unused(parent, subTensorShape, subTensorOrigin);
52  return nullptr;
53  }
54 
55  std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
56  const bool IsMemoryManaged = true) const override;
57 
58  std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
59  DataLayout dataLayout,
60  const bool IsMemoryManaged = true) const override;
61 
62  ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
63  std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
64  const WorkloadInfo& info) const override;
65 
66  std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
67  const WorkloadInfo& info) const override;
68 
69  std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
70  const WorkloadInfo& info) const override;
71 
72  std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
73  const WorkloadInfo& info) const override;
74 
75  std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
76  const WorkloadInfo& info) const override;
77 
78  std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
79  const WorkloadInfo& info) const override;
80 
81  std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
82  const WorkloadInfo& info) const override;
83 
84  std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
85  const WorkloadInfo& info) const override;
86 
87  std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
88  const WorkloadInfo& info) const override;
89 
90  std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
91  const WorkloadInfo& info) const override;
92 
93  std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
94  const WorkloadInfo& info) const override;
95 
96  std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
97  const WorkloadInfo& info) const override;
98 
99  std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
100  const WorkloadInfo& info) const override;
101 
102  std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
103  const WorkloadInfo& info) const override;
104 
105  std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
106  const WorkloadInfo& info) const override;
107 
108  std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
109  const WorkloadInfo& info) const override;
110 
111  std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
112  const WorkloadInfo& info) const override;
113 
114  std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
115  const WorkloadInfo& info) const override;
116 
117  std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
118  const WorkloadInfo& info) const override;
119 
120  ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
121  std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
122  const WorkloadInfo& info) const override;
123 
124  std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
125  const WorkloadInfo& info) const override;
126 
127  std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
128  const WorkloadInfo& info) const override;
129 
130  std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
131  const WorkloadInfo& info) const override;
132 
133  std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
134  const WorkloadInfo& info) const override;
135 
136  ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
137  std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
138  const WorkloadInfo& info) const override;
139 
140  std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
141  const WorkloadInfo& info) const override;
142 
143  std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
144  const WorkloadInfo& info) const override;
145 
146  std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
147  const WorkloadInfo& info) const override;
148 
149  std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
150  const WorkloadInfo& info) const override;
151 
152  std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
153  const WorkloadInfo& info) const override;
154 
155  std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
156  const WorkloadInfo& info) const override;
157 
158  std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
159  const WorkloadInfo& Info) const override;
160 
161  std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
162  const WorkloadInfo& info) const override;
163 
164  std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
165  const WorkloadInfo& info) const override;
166 
167  ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
168  std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
169  const WorkloadInfo& info) const override;
170 
171  std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
172  const WorkloadInfo& info) const override;
173 
174  std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
175  const WorkloadInfo& info) const override;
176 
177  std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
178  const WorkloadInfo& info) const override;
179 
180  std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
181  const WorkloadInfo& info) const override;
182 
183  std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
184  const WorkloadInfo& info) const override;
185 
186  std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
187  const WorkloadInfo& info) const override;
188 
189  std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
190  const WorkloadInfo& info) const override;
191 
192  std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
193  const WorkloadInfo& info) const override;
194 
195  std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
196  const WorkloadInfo& info) const override;
197 
198  std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
199  const WorkloadInfo& info) const override;
200 
201  std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
202  const WorkloadInfo& info) const override;
203 
204  std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
205  const WorkloadInfo& info) const override;
206 
207  ARMNN_DEPRECATED_MSG("Use CreateResize instead")
208  std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
209  const WorkloadInfo& info) const override;
210 
211  ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
212  std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
213  const WorkloadInfo& info) const override;
214 
215  std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
216  const WorkloadInfo& info) const override;
217 
218  std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
219  const WorkloadInfo& info) const override;
220 
221  std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
222  const WorkloadInfo& info) const override;
223 
224  std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
225  const WorkloadInfo& info) const override;
226 
227  std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
228  const WorkloadInfo& info) const override;
229 
230  std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
231  const WorkloadInfo& info) const override;
232 
233  std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
234  const WorkloadInfo& info) const override;
235 
236  std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
237  const WorkloadInfo& info) const override;
238 
239  std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
240  const WorkloadInfo& info) const override;
241 
242 private:
243  template <typename F32Workload, typename U8Workload, typename QueueDescriptorType>
244  std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor, const WorkloadInfo& info) const;
245 
246  mutable std::shared_ptr<RefMemoryManager> m_MemoryManager;
247 };
248 
249 } // namespace armnn
std::unique_ptr< IWorkload > CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateLstm(const LstmQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateComparison(const ComparisonQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateEqual(const EqualQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDequantize(const DequantizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
const BackendId & GetBackendId() const override
std::unique_ptr< IWorkload > CreateNormalization(const NormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateAddition(const AdditionQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateLogSoftmax(const LogSoftmaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMemCopy(const MemCopyQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePermute(const PermuteQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMerger(const MergerQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDebug(const DebugQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSubtraction(const SubtractionQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePrelu(const PreluQueueDescriptor &descriptor, const WorkloadInfo &info) const override
bool SupportsSubTensors() const override
std::unique_ptr< IWorkload > CreatePooling2d(const Pooling2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDepthToSpace(const DepthToSpaceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvolution2d(const Convolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
static bool IsLayerSupported(const Layer &layer, Optional< DataType > dataType, std::string &outReasonIfUnsupported)
std::unique_ptr< IWorkload > CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFullyConnected(const FullyConnectedQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateBatchNormalization(const BatchNormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMean(const MeanQueueDescriptor &descriptor, const WorkloadInfo &Info) const override
std::unique_ptr< IWorkload > CreateResizeBilinear(const ResizeBilinearQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePad(const PadQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSoftmax(const SoftmaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSpaceToDepth(const SpaceToDepthQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConstant(const ConstantQueueDescriptor &descriptor, const WorkloadInfo &info) const override
constexpr bool IsOperationQueueDescriptor(const QueueDescriptorType &)
std::unique_ptr< IWorkload > CreateMinimum(const MinimumQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< ITensorHandle > CreateTensorHandle(const TensorInfo &tensorInfo, const bool IsMemoryManaged=true) const override
std::unique_ptr< IWorkload > CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSplitter(const SplitterQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
DataLayout
Definition: Types.hpp:48
std::unique_ptr< IWorkload > CreateResize(const ResizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateL2Normalization(const L2NormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateQuantize(const QuantizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePreCompiled(const PreCompiledQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateRsqrt(const RsqrtQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateAbs(const AbsQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateStack(const StackQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateGather(const GatherQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< ITensorHandle > CreateSubTensorHandle(ITensorHandle &parent, TensorShape const &subTensorShape, unsigned int const *subTensorOrigin) const override
std::unique_ptr< IWorkload > CreateFloor(const FloorQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateStridedSlice(const StridedSliceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSlice(const SliceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFakeQuantization(const FakeQuantizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateOutput(const OutputQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateArgMinMax(const ArgMinMaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMaximum(const MaximumQueueDescriptor &descriptor, const WorkloadInfo &info) const override
#define ARMNN_DEPRECATED_MSG(message)
Definition: Deprecated.hpp:43
std::unique_ptr< IWorkload > CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDivision(const DivisionQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateActivation(const ActivationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateGreater(const GreaterQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMemImport(const MemImportQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateInput(const InputQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConcat(const ConcatQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMultiplication(const MultiplicationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateReshape(const ReshapeQueueDescriptor &descriptor, const WorkloadInfo &info) const override