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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 
10 #include <armnn/backends/IBackendInternal.hpp>
11 
12 #include <backendsCommon/WorkloadFactoryBase.hpp>
13 #include <aclCommon/BaseMemoryManager.hpp>
14 
15 #include <arm_compute/core/CL/CLCompileContext.h>
16 
17 namespace armnn
18 {
19 
20 // ARM Compute OpenCL workload factory.
21 class ClWorkloadFactory : public WorkloadFactoryBase
22 {
23 public:
24     ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager);
25 
26     ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager,
27                       const IBackendInternal::IBackendSpecificModelContextPtr& modelContextPtr);
28 
29     void AfterWorkloadsCreated() override;
30 
31     const BackendId& GetBackendId() const override;
32 
33     static bool IsLayerSupported(const Layer& layer,
34                                  Optional<DataType> dataType,
35                                  std::string& outReasonIfUnsupported);
36 
37     static bool IsLayerSupported(const IConnectableLayer& layer,
38                                  Optional<DataType> dataType,
39                                  std::string& outReasonIfUnsupported,
40                                  const ModelOptions& modelOptions);
41 
SupportsSubTensors() const42     bool SupportsSubTensors() const override { return true; }
43 
44     ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
45     std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
46                                                          TensorShape const& subTensorShape,
47                                                          unsigned int const* subTensorOrigin) const override;
48 
49     ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
50     std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
51                                                       const bool IsMemoryManaged = true) const override;
52 
53     ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
54     std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
55                                                       DataLayout dataLayout,
56                                                       const bool IsMemoryManaged = true) const override;
57 
58     ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
59     std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
60                                          const WorkloadInfo& info) const override;
61 
62     std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
63                                                 const WorkloadInfo& info) const override;
64 
65     std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
66                                               const WorkloadInfo& info) const override;
67 
68     std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
69                                                const WorkloadInfo& info) const override;
70 
71     std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
72                                                         const WorkloadInfo& info) const override;
73 
74     std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
75                                                     const WorkloadInfo& info) const override;
76 
77     std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
78                                                 const WorkloadInfo& info) const override;
79 
80     std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
81                                             const WorkloadInfo& info) const override;
82 
83     std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
84                                               const WorkloadInfo& info) const override;
85 
86     std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
87                                                        const WorkloadInfo& info) const override;
88 
89     std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
90                                                        const WorkloadInfo& info) const override;
91 
92     std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
93                                                    const WorkloadInfo& info) const override;
94 
95     std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
96                                            const WorkloadInfo& info) const override;
97 
98     std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
99                                                   const WorkloadInfo& info) const override;
100 
101     std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
102                                                             const WorkloadInfo& info) const override;
103 
104     std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
105                                                 const WorkloadInfo& info) const override;
106 
107     std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
108                                                           const WorkloadInfo& info) const override;
109 
110     std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
111                                               const WorkloadInfo& info) const override;
112 
113     std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
114                                                       const WorkloadInfo& info) const override;
115 
116     ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
117     std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
118                                            const WorkloadInfo& info) const override;
119 
120     std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
121                                           const WorkloadInfo& info) const override;
122 
123     std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
124                                            const WorkloadInfo& info) const override;
125 
126     std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
127                                                     const WorkloadInfo& info) const override;
128 
129     std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
130                                             const WorkloadInfo& info) const override;
131 
132     ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
133     std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
134                                              const WorkloadInfo& info) const override;
135 
136     std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
137                                            const WorkloadInfo& info) const override;
138 
139     std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
140                                                            const WorkloadInfo& info) const override;
141 
142     std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
143                                                      const WorkloadInfo& info) const override;
144 
145     std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
146                                                    const WorkloadInfo& info) const override;
147 
148     std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
149                                                 const WorkloadInfo& info) const override;
150 
151     std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
152                                           const WorkloadInfo& info) const override;
153 
154     std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
155                                              const WorkloadInfo& info) const override;
156 
157     std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
158                                           const WorkloadInfo& Info) const override;
159 
160     std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
161                                              const WorkloadInfo& info) const override;
162 
163     std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
164                                                const WorkloadInfo& info) const override;
165 
166     ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
167     std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
168                                             const WorkloadInfo& info) const override;
169 
170     std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
171                                              const WorkloadInfo& info) const override;
172 
173     std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
174                                                     const WorkloadInfo& info) const override;
175 
176     std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
177                                                    const WorkloadInfo& info) const override;
178 
179     std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
180                                             const WorkloadInfo& info) const override;
181 
182     std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
183                                          const WorkloadInfo& info) const override;
184 
185     std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
186                                              const WorkloadInfo& info) const override;
187 
188     std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
189                                                const WorkloadInfo& info) const override;
190 
191     std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
192                                                  const WorkloadInfo& info) const override;
193 
194     std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
195                                            const WorkloadInfo& info) const override;
196 
197     std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
198                                            const WorkloadInfo& info) const override;
199 
200     std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
201                                               const WorkloadInfo& info) const override;
202 
203     std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
204                                                    const WorkloadInfo& info) const override;
205 
206     std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
207                                              const WorkloadInfo& info) const override;
208 
209     std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
210                                             const WorkloadInfo& info) const override;
211 
212     ARMNN_DEPRECATED_MSG("Use CreateResize instead")
213     std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
214                                                     const WorkloadInfo& info) const override;
215 
216     ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
217     std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
218                                            const WorkloadInfo& info) const override;
219 
220     std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
221                                            const WorkloadInfo& info) const override;
222 
223     std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
224                                              const WorkloadInfo& info) const override;
225 
226     std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
227                                                     const WorkloadInfo& info) const override;
228 
229     std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
230                                                   const WorkloadInfo& info) const override;
231 
232     std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
233                                               const WorkloadInfo& info) const override;
234 
235     std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
236                                            const WorkloadInfo& info) const override;
237 
238     std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
239                                                   const WorkloadInfo& info) const override;
240 
241     std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
242                                                  const WorkloadInfo& info) const override;
243 
244     std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
245                                                const WorkloadInfo& info) const override;
246 
247     std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
248                                                             const WorkloadInfo& info) const override;
249 
250 private:
251     template<typename FloatWorkload, typename Uint8Workload, typename QueueDescriptorType, typename... Args>
252     static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
253                                                    const WorkloadInfo& info,
254                                                    Args&&... args);
255 
256     template <typename Workload, typename QueueDescriptorType, typename... Args>
257     static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
258                                                    const WorkloadInfo& info,
259                                                    Args&&... args);
260 
261     void InitializeCLCompileContext();
262 
263     mutable std::shared_ptr<ClMemoryManager> m_MemoryManager;
264     const IBackendInternal::IBackendSpecificModelContextPtr m_ModelContextPtr;
265     arm_compute::CLCompileContext m_CLCompileContext;
266 };
267 
268 } // namespace armnn
269