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Laurent Carlier749294b2020-06-01 09:03:17 +01001//
Keith Davis69e653f2020-07-02 11:49:26 +01002// Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
David Beckecb56cd2018-09-05 12:52:57 +01003// SPDX-License-Identifier: MIT
telsoa014fcda012018-03-09 14:13:49 +00004//
5#pragma once
6
David Beck29c75de2018-10-23 13:35:58 +01007#include <armnn/Optional.hpp>
Sadik Armagan04a72972020-09-14 15:44:18 +01008#include <armnn/backends/IBackendInternal.hpp>
Aron Virginas-Tar60578952018-10-31 11:04:01 +00009
Derek Lambertie3803ea2019-11-13 10:36:08 +000010#include <backendsCommon/WorkloadFactoryBase.hpp>
Aron Virginas-Tar60578952018-10-31 11:04:01 +000011#include <aclCommon/BaseMemoryManager.hpp>
Jan Eilers8eb25602020-03-09 12:13:48 +000012#include <armnn/utility/IgnoreUnused.hpp>
David Beck29c75de2018-10-23 13:35:58 +010013
telsoa014fcda012018-03-09 14:13:49 +000014namespace armnn
15{
16
telsoa01c577f2c2018-08-31 09:22:23 +010017// Neon workload factory.
Derek Lambertie3803ea2019-11-13 10:36:08 +000018class NeonWorkloadFactory : public WorkloadFactoryBase
telsoa014fcda012018-03-09 14:13:49 +000019{
20public:
Aron Virginas-Tar56055192018-11-12 18:10:43 +000021 NeonWorkloadFactory(const std::shared_ptr<NeonMemoryManager>& memoryManager);
telsoa014fcda012018-03-09 14:13:49 +000022
Sadik Armagan04a72972020-09-14 15:44:18 +010023 NeonWorkloadFactory(const std::shared_ptr<NeonMemoryManager>& memoryManager,
24 const IBackendInternal::IBackendSpecificModelContextPtr& modelContextPtr);
25
David Beck79141b92018-10-23 16:09:36 +010026 const BackendId& GetBackendId() const override;
telsoa014fcda012018-03-09 14:13:49 +000027
David Beck29c75de2018-10-23 13:35:58 +010028 static bool IsLayerSupported(const Layer& layer,
29 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010030 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000031
Sadik Armagan04a72972020-09-14 15:44:18 +010032 static bool IsLayerSupported(const IConnectableLayer& layer,
33 Optional<DataType> dataType,
34 std::string& outReasonIfUnsupported,
35 const ModelOptions& modelOptions);
36
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000037 bool SupportsSubTensors() const override { return true; }
telsoa014fcda012018-03-09 14:13:49 +000038
Sadik Armaganc83eb252020-07-22 16:32:06 +010039 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000040 std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
41 TensorShape const& subTensorShape,
42 unsigned int const* subTensorOrigin) const override;
telsoa014fcda012018-03-09 14:13:49 +000043
Sadik Armaganc83eb252020-07-22 16:32:06 +010044 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010045 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
46 const bool IsMemoryManaged = true) const override;
telsoa014fcda012018-03-09 14:13:49 +000047
Sadik Armaganc83eb252020-07-22 16:32:06 +010048 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000049 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010050 DataLayout dataLayout,
51 const bool IsMemoryManaged = true) const override;
Francis Murtagh351d13d2018-09-24 15:01:18 +010052
josh minor4a3c6102020-01-06 16:40:46 -060053 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Aron Virginas-Tar914e4db2019-09-09 13:36:45 +010054 std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
55 const WorkloadInfo& info) const override;
56
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000057 std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
58 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000059
Sadik Armagan0d4863d2019-10-09 14:26:32 +010060 std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000061 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000062
Sadik Armagan0d4863d2019-10-09 14:26:32 +010063 std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000064 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000065
Sadik Armagan0d4863d2019-10-09 14:26:32 +010066 std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
67 const WorkloadInfo& info) const override;
68
69 std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
70 const WorkloadInfo& Info) const override;
71
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010072 std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
73 const WorkloadInfo& Info) const override;
74
Sadik Armagan0d4863d2019-10-09 14:26:32 +010075 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
76 const WorkloadInfo& info) const override;
77
78 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
79 const WorkloadInfo& info) const override;
80
Narumol Prangnawarat250d3922020-03-30 16:11:04 +010081 std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
82 const WorkloadInfo& info) const override;
83
Sadik Armagan0d4863d2019-10-09 14:26:32 +010084 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
85 const WorkloadInfo& info) const override;
86
Narumol Prangnawarat250d3922020-03-30 16:11:04 +010087 std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
88 const WorkloadInfo& info) const override;
89
Sadik Armagan0d4863d2019-10-09 14:26:32 +010090 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
91 const WorkloadInfo& info) const override;
Nikhil Raj9b461482019-07-03 15:58:31 +010092
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000093 std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000094 const WorkloadInfo& info) const override;
surmeh013537c2c2018-05-18 16:31:43 +010095
Sadik Armagan0d4863d2019-10-09 14:26:32 +010096 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
97 const WorkloadInfo& info) const override;
98
Aron Virginas-Tar2f00b742019-09-30 13:28:08 +010099 std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
100 const WorkloadInfo& info) const override;
101
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000102 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
103 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100104
Narumol Prangnawarat01961a72019-05-30 16:47:12 +0100105 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
106 const WorkloadInfo& info) const override;
107
Narumol Prangnawarat94dd5d82019-01-23 18:06:26 +0000108 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
109 const WorkloadInfo& info) const override;
110
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100111 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000112 const WorkloadInfo& info) const override;
josh minor4a3c6102020-01-06 16:40:46 -0600113
114 std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
115 const WorkloadInfo& Info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000116
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100117 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100118 std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
119 const WorkloadInfo& info) const override;
120
Sadik Armagana792a052020-06-23 16:22:23 +0100121 std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
122 const WorkloadInfo& info) const override;
123
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100124 std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
125 const WorkloadInfo& info) const override;
126
127 std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
128 const WorkloadInfo& info) const override;
129
130 std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
131 const WorkloadInfo& info) const override;
132
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100133 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100134 std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
135 const WorkloadInfo& info) const override;
136
137 std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
138 const WorkloadInfo& info) const override;
139
140 std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
141 const WorkloadInfo& info) const override;
142
143 std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
144 const WorkloadInfo& info) const override;
145
James Conroy177df1e2020-11-13 10:18:51 +0000146 std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
147 const WorkloadInfo& info) const override;
148
Keith Davis69e653f2020-07-02 11:49:26 +0100149 std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
150 const WorkloadInfo& info) const override;
151
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100152 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;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000160
161 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
162 const WorkloadInfo& info) const override;
163
Derek Lambertif674aa02019-08-01 15:56:25 +0100164 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
165 const WorkloadInfo& info) const override;
166
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100167 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
James Conroycc340932020-05-12 18:08:52 +0100198 std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
199 const WorkloadInfo& info) const override;
200
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100201 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
202 const WorkloadInfo& info) const override;
203
204 std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
205 const WorkloadInfo& info) const override;
206
David Monahan97451b42020-12-03 09:48:06 +0000207 std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
208 const WorkloadInfo& info) const override;
209
Sadik Armagana2747482021-02-09 10:28:54 +0000210 std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor,
211 const WorkloadInfo& info) const override;
212
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100213 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
214 const WorkloadInfo& info) const override;
215
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100216 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
217 const WorkloadInfo& info) const override;
218
219 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000220 std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
221 const WorkloadInfo& info) const override;
222
josh minor4a3c6102020-01-06 16:40:46 -0600223 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100224 std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
225 const WorkloadInfo& info) const override;
Sadik Armagancd5571c2019-05-31 10:19:03 +0100226
josh minor036f02d2019-11-15 14:53:22 -0600227 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
228 const WorkloadInfo& info) const override;
229
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100230 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000231 const WorkloadInfo& info) const override;
232
Mike Kelly0be3a882020-01-24 11:27:50 +0000233 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
234 const WorkloadInfo& info) const override;
235
Ellen Norris-Thompson29794572019-06-26 16:40:36 +0100236 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
237 const WorkloadInfo& info) const override;
238
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100239 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000240 const WorkloadInfo& info) const override;
241
Matthew Jackson87f65ea2019-08-01 10:01:34 +0100242 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
243 const WorkloadInfo& info) const override;
244
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100245 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
246 const WorkloadInfo& info) const override;
247
248 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
249 const WorkloadInfo& info) const override;
250
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000251 std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
252 const WorkloadInfo& info) const override;
253
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100254 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
255 const WorkloadInfo& info) const override;
James Conroyd47a0642019-09-17 14:22:06 +0100256
surmeh013537c2c2018-05-18 16:31:43 +0100257private:
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000258 mutable std::shared_ptr<NeonMemoryManager> m_MemoryManager;
Sadik Armagan04a72972020-09-14 15:44:18 +0100259 const IBackendInternal::IBackendSpecificModelContextPtr m_ModelContextPtr;
telsoa014fcda012018-03-09 14:13:49 +0000260};
261
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000262} // namespace armnn