blob: f44681a5a89ac76e60a41de2c7a9439e5bea6803 [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
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000055 std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
56 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000057
Sadik Armagan0d4863d2019-10-09 14:26:32 +010058 std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000059 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000060
Sadik Armagan0d4863d2019-10-09 14:26:32 +010061 std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000062 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000063
Sadik Armagan0d4863d2019-10-09 14:26:32 +010064 std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
65 const WorkloadInfo& info) const override;
66
67 std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
68 const WorkloadInfo& Info) const override;
69
Sadik Armagan48f011e2021-04-21 10:50:34 +010070 std::unique_ptr<IWorkload> CreateCast(const CastQueueDescriptor& descriptor,
71 const WorkloadInfo& info) const override;
72
Teresa Charline89dd692021-09-01 16:30:34 +010073 std::unique_ptr<IWorkload> CreateChannelShuffle(const ChannelShuffleQueueDescriptor& descriptor,
74 const WorkloadInfo& info) const override;
75
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010076 std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
77 const WorkloadInfo& Info) const override;
78
Sadik Armagan0d4863d2019-10-09 14:26:32 +010079 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
80 const WorkloadInfo& info) const override;
81
82 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
83 const WorkloadInfo& info) const override;
84
Narumol Prangnawarat250d3922020-03-30 16:11:04 +010085 std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
86 const WorkloadInfo& info) const override;
87
Sadik Armagan0d4863d2019-10-09 14:26:32 +010088 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
89 const WorkloadInfo& info) const override;
90
Narumol Prangnawarat250d3922020-03-30 16:11:04 +010091 std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
92 const WorkloadInfo& info) const override;
93
Sadik Armagan0d4863d2019-10-09 14:26:32 +010094 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
95 const WorkloadInfo& info) const override;
Nikhil Raj9b461482019-07-03 15:58:31 +010096
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000097 std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000098 const WorkloadInfo& info) const override;
surmeh013537c2c2018-05-18 16:31:43 +010099
Teresa Charlinec5f7d12021-10-22 17:15:00 +0100100 std::unique_ptr<IWorkload> CreateConvolution3d(const Convolution3dQueueDescriptor& descriptor,
101 const WorkloadInfo& info) const override;
102
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100103 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
104 const WorkloadInfo& info) const override;
105
Aron Virginas-Tar2f00b742019-09-30 13:28:08 +0100106 std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
107 const WorkloadInfo& info) const override;
108
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000109 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
110 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100111
Narumol Prangnawarat01961a72019-05-30 16:47:12 +0100112 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
113 const WorkloadInfo& info) const override;
114
Narumol Prangnawarat94dd5d82019-01-23 18:06:26 +0000115 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
116 const WorkloadInfo& info) const override;
117
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100118 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000119 const WorkloadInfo& info) const override;
josh minor4a3c6102020-01-06 16:40:46 -0600120
121 std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
122 const WorkloadInfo& Info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000123
Sadik Armagana792a052020-06-23 16:22:23 +0100124 std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
125 const WorkloadInfo& info) const override;
126
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100127 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
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100136 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
James Conroy177df1e2020-11-13 10:18:51 +0000145 std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
146 const WorkloadInfo& info) const override;
147
Keith Davis69e653f2020-07-02 11:49:26 +0100148 std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
149 const WorkloadInfo& info) const override;
150
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100151 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;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000159
160 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
161 const WorkloadInfo& info) const override;
162
Derek Lambertif674aa02019-08-01 15:56:25 +0100163 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
164 const WorkloadInfo& info) const override;
165
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100166 std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
167 const WorkloadInfo& info) const override;
168
169 std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
170 const WorkloadInfo& info) const override;
171
172 std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
173 const WorkloadInfo& info) const override;
174
175 std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
176 const WorkloadInfo& info) const override;
177
178 std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
179 const WorkloadInfo& info) const override;
180
181 std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
182 const WorkloadInfo& info) const override;
183
184 std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
185 const WorkloadInfo& info) const override;
186
187 std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
188 const WorkloadInfo& info) const override;
189
190 std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
191 const WorkloadInfo& info) const override;
192
James Conroycc340932020-05-12 18:08:52 +0100193 std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
194 const WorkloadInfo& info) const override;
195
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100196 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
197 const WorkloadInfo& info) const override;
198
199 std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
200 const WorkloadInfo& info) const override;
201
David Monahan97451b42020-12-03 09:48:06 +0000202 std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
203 const WorkloadInfo& info) const override;
204
Sadik Armagana2747482021-02-09 10:28:54 +0000205 std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor,
206 const WorkloadInfo& info) const override;
207
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100208 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
209 const WorkloadInfo& info) const override;
210
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100211 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
212 const WorkloadInfo& info) const override;
213
josh minor036f02d2019-11-15 14:53:22 -0600214 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
215 const WorkloadInfo& info) const override;
216
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100217 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000218 const WorkloadInfo& info) const override;
219
Mike Kelly0be3a882020-01-24 11:27:50 +0000220 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
221 const WorkloadInfo& info) const override;
222
Ellen Norris-Thompson29794572019-06-26 16:40:36 +0100223 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
224 const WorkloadInfo& info) const override;
225
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100226 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000227 const WorkloadInfo& info) const override;
228
Matthew Jackson87f65ea2019-08-01 10:01:34 +0100229 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
230 const WorkloadInfo& info) const override;
231
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100232 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
233 const WorkloadInfo& info) const override;
234
235 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
236 const WorkloadInfo& info) const override;
237
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000238 std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
239 const WorkloadInfo& info) const override;
240
Sadik Armagan0d4863d2019-10-09 14:26:32 +0100241 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
242 const WorkloadInfo& info) const override;
James Conroyd47a0642019-09-17 14:22:06 +0100243
surmeh013537c2c2018-05-18 16:31:43 +0100244private:
Matthew Sloyan0a7dc6b2021-02-10 16:50:53 +0000245 void SetNumberOfThreads();
246
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000247 mutable std::shared_ptr<NeonMemoryManager> m_MemoryManager;
Sadik Armagan04a72972020-09-14 15:44:18 +0100248 const IBackendInternal::IBackendSpecificModelContextPtr m_ModelContextPtr;
telsoa014fcda012018-03-09 14:13:49 +0000249};
250
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000251} // namespace armnn