blob: ee1100203357684d455ee6fb8a07fa58879b719f [file] [log] [blame]
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
Matthew Sloyan0a7dc6b2021-02-10 16:50:53 +000014#include <arm_compute/runtime/IScheduler.h>
15
telsoa014fcda012018-03-09 14:13:49 +000016namespace armnn
17{
18
telsoa01c577f2c2018-08-31 09:22:23 +010019// Neon workload factory.
Derek Lambertie3803ea2019-11-13 10:36:08 +000020class NeonWorkloadFactory : public WorkloadFactoryBase
telsoa014fcda012018-03-09 14:13:49 +000021{
22public:
Aron Virginas-Tar56055192018-11-12 18:10:43 +000023 NeonWorkloadFactory(const std::shared_ptr<NeonMemoryManager>& memoryManager);
telsoa014fcda012018-03-09 14:13:49 +000024
Sadik Armagan04a72972020-09-14 15:44:18 +010025 NeonWorkloadFactory(const std::shared_ptr<NeonMemoryManager>& memoryManager,
26 const IBackendInternal::IBackendSpecificModelContextPtr& modelContextPtr);
27
David Beck79141b92018-10-23 16:09:36 +010028 const BackendId& GetBackendId() const override;
telsoa014fcda012018-03-09 14:13:49 +000029
David Beck29c75de2018-10-23 13:35:58 +010030 static bool IsLayerSupported(const Layer& layer,
31 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010032 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000033
Sadik Armagan04a72972020-09-14 15:44:18 +010034 static bool IsLayerSupported(const IConnectableLayer& layer,
35 Optional<DataType> dataType,
36 std::string& outReasonIfUnsupported,
37 const ModelOptions& modelOptions);
38
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000039 bool SupportsSubTensors() const override { return true; }
telsoa014fcda012018-03-09 14:13:49 +000040
Sadik Armaganc83eb252020-07-22 16:32:06 +010041 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000042 std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
43 TensorShape const& subTensorShape,
44 unsigned int const* subTensorOrigin) const override;
telsoa014fcda012018-03-09 14:13:49 +000045
Sadik Armaganc83eb252020-07-22 16:32:06 +010046 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010047 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
48 const bool IsMemoryManaged = true) const override;
telsoa014fcda012018-03-09 14:13:49 +000049
Sadik Armaganc83eb252020-07-22 16:32:06 +010050 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000051 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010052 DataLayout dataLayout,
53 const bool IsMemoryManaged = true) const override;
Francis Murtagh351d13d2018-09-24 15:01:18 +010054
josh minor4a3c6102020-01-06 16:40:46 -060055 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Aron Virginas-Tar914e4db2019-09-09 13:36:45 +010056 std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
57 const WorkloadInfo& info) const override;
58
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000059 std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
60 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000061
Sadik Armagan0d4863d2019-10-09 14:26:32 +010062 std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000063 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000064
Sadik Armagan0d4863d2019-10-09 14:26:32 +010065 std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000066 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000067
Sadik Armagan0d4863d2019-10-09 14:26:32 +010068 std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
69 const WorkloadInfo& info) const override;
70
71 std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
72 const WorkloadInfo& Info) const override;
73
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010074 std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
75 const WorkloadInfo& Info) const override;
76
Sadik Armagan0d4863d2019-10-09 14:26:32 +010077 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
78 const WorkloadInfo& info) const override;
79
80 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
81 const WorkloadInfo& info) const override;
82
Narumol Prangnawarat250d3922020-03-30 16:11:04 +010083 std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
84 const WorkloadInfo& info) const override;
85
Sadik Armagan0d4863d2019-10-09 14:26:32 +010086 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
87 const WorkloadInfo& info) const override;
88
Narumol Prangnawarat250d3922020-03-30 16:11:04 +010089 std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
90 const WorkloadInfo& info) const override;
91
Sadik Armagan0d4863d2019-10-09 14:26:32 +010092 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
93 const WorkloadInfo& info) const override;
Nikhil Raj9b461482019-07-03 15:58:31 +010094
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000095 std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000096 const WorkloadInfo& info) const override;
surmeh013537c2c2018-05-18 16:31:43 +010097
Sadik Armagan0d4863d2019-10-09 14:26:32 +010098 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
99 const WorkloadInfo& info) const override;
100
Aron Virginas-Tar2f00b742019-09-30 13:28:08 +0100101 std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
102 const WorkloadInfo& info) const override;
103
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000104 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
105 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100106
Narumol Prangnawarat01961a72019-05-30 16:47:12 +0100107 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
108 const WorkloadInfo& info) const override;
109
Narumol Prangnawarat94dd5d82019-01-23 18:06:26 +0000110 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
111 const WorkloadInfo& info) const override;
112
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100113 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000114 const WorkloadInfo& info) const override;
josh minor4a3c6102020-01-06 16:40:46 -0600115
116 std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
117 const WorkloadInfo& Info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000118
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100119 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100120 std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
121 const WorkloadInfo& info) const override;
122
Sadik Armagana792a052020-06-23 16:22:23 +0100123 std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
124 const WorkloadInfo& info) const override;
125
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100126 std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
127 const WorkloadInfo& info) const override;
128
129 std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
130 const WorkloadInfo& info) const override;
131
132 std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
133 const WorkloadInfo& info) const override;
134
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100135 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100136 std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
137 const WorkloadInfo& info) const override;
138
139 std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
140 const WorkloadInfo& info) const override;
141
142 std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
143 const WorkloadInfo& info) const override;
144
145 std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
146 const WorkloadInfo& info) const override;
147
James Conroy177df1e2020-11-13 10:18:51 +0000148 std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
149 const WorkloadInfo& info) const override;
150
Keith Davis69e653f2020-07-02 11:49:26 +0100151 std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
152 const WorkloadInfo& info) const override;
153
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100154 std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
155 const WorkloadInfo& info) const override;
156
157 std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
158 const WorkloadInfo& info) const override;
159
160 std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
161 const WorkloadInfo& Info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000162
163 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
164 const WorkloadInfo& info) const override;
165
Derek Lambertif674aa02019-08-01 15:56:25 +0100166 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
167 const WorkloadInfo& info) const override;
168
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100169 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
170 std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
171 const WorkloadInfo& info) const override;
172
173 std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
174 const WorkloadInfo& info) const override;
175
176 std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
177 const WorkloadInfo& info) const override;
178
179 std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
180 const WorkloadInfo& info) const override;
181
182 std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
183 const WorkloadInfo& info) const override;
184
185 std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
186 const WorkloadInfo& info) const override;
187
188 std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
189 const WorkloadInfo& info) const override;
190
191 std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
192 const WorkloadInfo& info) const override;
193
194 std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
195 const WorkloadInfo& info) const override;
196
197 std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
198 const WorkloadInfo& info) const override;
199
James Conroycc340932020-05-12 18:08:52 +0100200 std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
201 const WorkloadInfo& info) const override;
202
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100203 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
204 const WorkloadInfo& info) const override;
205
206 std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
207 const WorkloadInfo& info) const override;
208
David Monahan97451b42020-12-03 09:48:06 +0000209 std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
210 const WorkloadInfo& info) const override;
211
Sadik Armagana2747482021-02-09 10:28:54 +0000212 std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor,
213 const WorkloadInfo& info) const override;
214
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100215 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
216 const WorkloadInfo& info) const override;
217
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100218 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
219 const WorkloadInfo& info) const override;
220
221 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000222 std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
223 const WorkloadInfo& info) const override;
224
josh minor4a3c6102020-01-06 16:40:46 -0600225 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100226 std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
227 const WorkloadInfo& info) const override;
Sadik Armagancd5571c2019-05-31 10:19:03 +0100228
josh minor036f02d2019-11-15 14:53:22 -0600229 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
230 const WorkloadInfo& info) const override;
231
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100232 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000233 const WorkloadInfo& info) const override;
234
Mike Kelly0be3a882020-01-24 11:27:50 +0000235 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
236 const WorkloadInfo& info) const override;
237
Ellen Norris-Thompson29794572019-06-26 16:40:36 +0100238 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
239 const WorkloadInfo& info) const override;
240
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100241 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000242 const WorkloadInfo& info) const override;
243
Matthew Jackson87f65ea2019-08-01 10:01:34 +0100244 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
245 const WorkloadInfo& info) const override;
246
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100247 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
248 const WorkloadInfo& info) const override;
249
250 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
251 const WorkloadInfo& info) const override;
252
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000253 std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
254 const WorkloadInfo& info) const override;
255
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100256 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
257 const WorkloadInfo& info) const override;
James Conroyd47a0642019-09-17 14:22:06 +0100258
surmeh013537c2c2018-05-18 16:31:43 +0100259private:
Matthew Sloyan0a7dc6b2021-02-10 16:50:53 +0000260 void SetNumberOfThreads();
261
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000262 mutable std::shared_ptr<NeonMemoryManager> m_MemoryManager;
Sadik Armagan04a72972020-09-14 15:44:18 +0100263 const IBackendInternal::IBackendSpecificModelContextPtr m_ModelContextPtr;
telsoa014fcda012018-03-09 14:13:49 +0000264};
265
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000266} // namespace armnn