ArmNN
 20.11
ClWorkloadFactory.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/IRuntime.hpp>
8 #include <armnn/Optional.hpp>
9 
11 
14 
15 namespace armnn
16 {
17 
18 // ARM Compute OpenCL workload factory.
20 {
21 public:
22  ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager);
23 
24  ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager,
26 
27  const BackendId& GetBackendId() const override;
28 
29  static bool IsLayerSupported(const Layer& layer,
30  Optional<DataType> dataType,
31  std::string& outReasonIfUnsupported);
32 
33  static bool IsLayerSupported(const IConnectableLayer& layer,
34  Optional<DataType> dataType,
35  std::string& outReasonIfUnsupported,
36  const ModelOptions& modelOptions);
37 
38  bool SupportsSubTensors() const override { return true; }
39 
40  ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
41  std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
42  TensorShape const& subTensorShape,
43  unsigned int const* subTensorOrigin) const override;
44 
45  ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
46  std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
47  const bool IsMemoryManaged = true) const override;
48 
49  ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
50  std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
51  DataLayout dataLayout,
52  const bool IsMemoryManaged = true) const override;
53 
54  ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
55  std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
56  const WorkloadInfo& info) const override;
57 
58  std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
59  const WorkloadInfo& info) const override;
60 
61  std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
62  const WorkloadInfo& info) const override;
63 
64  std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
65  const WorkloadInfo& info) const override;
66 
67  std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
68  const WorkloadInfo& info) const override;
69 
70  std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
71  const WorkloadInfo& info) const override;
72 
73  std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
74  const WorkloadInfo& info) const override;
75 
76  std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
77  const WorkloadInfo& info) const override;
78 
79  std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
80  const WorkloadInfo& info) const override;
81 
82  std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
83  const WorkloadInfo& info) const override;
84 
85  std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
86  const WorkloadInfo& info) const override;
87 
88  std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
89  const WorkloadInfo& info) const override;
90 
91  std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
92  const WorkloadInfo& info) const override;
93 
94  std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
95  const WorkloadInfo& info) const override;
96 
97  std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
98  const WorkloadInfo& info) const override;
99 
100  std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
101  const WorkloadInfo& info) const override;
102 
103  std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
104  const WorkloadInfo& info) const override;
105 
106  std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
107  const WorkloadInfo& info) const override;
108 
109  std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
110  const WorkloadInfo& info) const override;
111 
112  ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
113  std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
114  const WorkloadInfo& info) const override;
115 
116  std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
117  const WorkloadInfo& info) const override;
118 
119  std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
120  const WorkloadInfo& info) const override;
121 
122  std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
123  const WorkloadInfo& info) const override;
124 
125  std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
126  const WorkloadInfo& info) const override;
127 
128  ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
129  std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
130  const WorkloadInfo& info) const override;
131 
132  std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
133  const WorkloadInfo& info) const override;
134 
135  std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
136  const WorkloadInfo& info) const override;
137 
138  std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
139  const WorkloadInfo& info) const override;
140 
141  std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
142  const WorkloadInfo& info) const override;
143 
144  std::unique_ptr<IWorkload> CreateLogicalUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
145  const WorkloadInfo& info) const override;
146 
147  std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
148  const WorkloadInfo& info) const override;
149 
150  std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
151  const WorkloadInfo& info) const override;
152 
153  std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
154  const WorkloadInfo& info) const override;
155 
156  std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
157  const WorkloadInfo& Info) const override;
158 
159  std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
160  const WorkloadInfo& info) const override;
161 
162  std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
163  const WorkloadInfo& info) const override;
164 
165  ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
166  std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
167  const WorkloadInfo& info) const override;
168 
169  std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
170  const WorkloadInfo& info) const override;
171 
172  std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
173  const WorkloadInfo& info) const override;
174 
175  std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
176  const WorkloadInfo& info) const override;
177 
178  std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
179  const WorkloadInfo& info) const override;
180 
181  std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
182  const WorkloadInfo& info) const override;
183 
184  std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
185  const WorkloadInfo& info) const override;
186 
187  std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
188  const WorkloadInfo& info) const override;
189 
190  std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
191  const WorkloadInfo& info) const override;
192 
193  std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
194  const WorkloadInfo& info) const override;
195 
196  std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
197  const WorkloadInfo& info) const override;
198 
199  std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
200  const WorkloadInfo& info) const override;
201 
202  std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
203  const WorkloadInfo& info) const override;
204 
205  std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
206  const WorkloadInfo& info) const override;
207 
208  std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
209  const WorkloadInfo& info) const override;
210 
211  ARMNN_DEPRECATED_MSG("Use CreateResize instead")
212  std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
213  const WorkloadInfo& info) const override;
214 
215  ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
216  std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
217  const WorkloadInfo& info) const override;
218 
219  std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
220  const WorkloadInfo& info) const override;
221 
222  std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
223  const WorkloadInfo& info) const override;
224 
225  std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
226  const WorkloadInfo& info) const override;
227 
228  std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
229  const WorkloadInfo& info) const override;
230 
231  std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
232  const WorkloadInfo& info) const override;
233 
234  std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
235  const WorkloadInfo& info) const override;
236 
237  std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
238  const WorkloadInfo& info) const override;
239 
240  std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
241  const WorkloadInfo& info) const override;
242 
243  std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
244  const WorkloadInfo& info) const override;
245 
246  std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
247  const WorkloadInfo& info) const override;
248 
249 private:
250  template<typename FloatWorkload, typename Uint8Workload, typename QueueDescriptorType, typename... Args>
251  static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
252  const WorkloadInfo& info,
253  Args&&... args);
254 
255  template <typename Workload, typename QueueDescriptorType, typename... Args>
256  static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
257  const WorkloadInfo& info,
258  Args&&... args);
259 
260  mutable std::shared_ptr<ClMemoryManager> m_MemoryManager;
262 };
263 
264 } // namespace armnn
std::unique_ptr< IWorkload > CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor &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 > CreateComparison(const ComparisonQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateGather(const GatherQueueDescriptor &descriptor, const WorkloadInfo &info) const override
ClWorkloadFactory(const std::shared_ptr< ClMemoryManager > &memoryManager)
Interface for a layer that is connectable to other layers via InputSlots and OutputSlots.
Definition: INetwork.hpp:61
std::unique_ptr< IWorkload > CreateDebug(const DebugQueueDescriptor &descriptor, const WorkloadInfo &info) const override
DataLayout
Definition: Types.hpp:50
std::unique_ptr< IWorkload > CreateReshape(const ReshapeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDivision(const DivisionQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::vector< BackendOptions > ModelOptions
std::unique_ptr< IWorkload > CreateStridedSlice(const StridedSliceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateQuantize(const QuantizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateInput(const InputQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateStack(const StackQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFullyConnected(const FullyConnectedQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSlice(const SliceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< ITensorHandle > CreateTensorHandle(const TensorInfo &tensorInfo, const bool IsMemoryManaged=true) const override
std::unique_ptr< IWorkload > CreateQuantizedLstm(const QuantizedLstmQueueDescriptor &descriptor, const WorkloadInfo &info) const override
const BackendId & GetBackendId() const override
bool SupportsSubTensors() const override
Copyright (c) 2020 ARM Limited.
TypedWorkload< QueueDescriptor, armnn::DataType::Float16, armnn::DataType::Float32 > FloatWorkload
Definition: Workload.hpp:155
std::unique_ptr< IWorkload > CreateAbs(const AbsQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateLstm(const LstmQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateLogicalBinary(const LogicalBinaryQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateLogSoftmax(const LogSoftmaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMean(const MeanQueueDescriptor &descriptor, const WorkloadInfo &Info) const override
std::unique_ptr< IWorkload > CreateMinimum(const MinimumQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFill(const FillQueueDescriptor &descriptor, const WorkloadInfo &info) const override
static bool IsLayerSupported(const Layer &layer, Optional< DataType > dataType, std::string &outReasonIfUnsupported)
std::unique_ptr< IWorkload > CreateQLstm(const QLstmQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDepthToSpace(const DepthToSpaceQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::shared_ptr< IBackendModelContext > IBackendSpecificModelContextPtr
std::unique_ptr< IWorkload > CreateResize(const ResizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePermute(const PermuteQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMemCopy(const MemCopyQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSoftmax(const SoftmaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMaximum(const MaximumQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateEqual(const EqualQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateFloor(const FloorQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePreCompiled(const PreCompiledQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSubtraction(const SubtractionQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMultiplication(const MultiplicationQueueDescriptor &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 > CreateMerger(const MergerQueueDescriptor &descriptor, const WorkloadInfo &info) const override
TypedWorkload< QueueDescriptor, armnn::DataType::QAsymmU8 > Uint8Workload
Definition: Workload.hpp:161
std::unique_ptr< IWorkload > CreateRsqrt(const RsqrtQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSplitter(const SplitterQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateGreater(const GreaterQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateL2Normalization(const L2NormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateActivation(const ActivationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePad(const PadQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateSpaceToDepth(const SpaceToDepthQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateNormalization(const NormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateTranspose(const TransposeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
Contains information about inputs and outputs to a layer.
#define ARMNN_DEPRECATED_MSG(message)
Definition: Deprecated.hpp:43
std::unique_ptr< IWorkload > CreateBatchNormalization(const BatchNormalizationQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConcat(const ConcatQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateMemImport(const MemImportQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateLogicalUnary(const ElementwiseUnaryQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateResizeBilinear(const ResizeBilinearQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreatePrelu(const PreluQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateDequantize(const DequantizeQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConstant(const ConstantQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateConvolution2d(const Convolution2dQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateArgMinMax(const ArgMinMaxQueueDescriptor &descriptor, const WorkloadInfo &info) const override
std::unique_ptr< IWorkload > CreateOutput(const OutputQueueDescriptor &descriptor, const WorkloadInfo &info) const override