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Laurent Carlier749294b2020-06-01 09:03:17 +01001//
telsoa014fcda012018-03-09 14:13:49 +00002// Copyright © 2017 Arm Ltd. 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 Beckdcb751f2018-10-03 11:42:42 +01007#include <armnn/TensorFwd.hpp>
David Beck29c75de2018-10-23 13:35:58 +01008#include <armnn/Optional.hpp>
Matteo Martincighe5b8eb92019-11-28 15:45:42 +00009#include <armnn/backends/ITensorHandle.hpp>
Francis Murtagh3d2b4b22021-02-15 18:23:17 +000010#include <armnn/INetwork.hpp>
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +000011
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +000012#include <backendsCommon/Workload.hpp>
13
14#include <memory>
telsoa014fcda012018-03-09 14:13:49 +000015
16namespace armnn
17{
18
19class Layer;
20
telsoa01c577f2c2018-08-31 09:22:23 +010021// Workload factory interface for compute backends.
telsoa014fcda012018-03-09 14:13:49 +000022class IWorkloadFactory
23{
24public:
25 virtual ~IWorkloadFactory() { }
26
Sadik Armagandea8fb62020-11-26 10:38:11 +000027 virtual void AfterWorkloadsCreated() {};
28
David Beck79141b92018-10-23 16:09:36 +010029 virtual const BackendId& GetBackendId() const = 0;
telsoa014fcda012018-03-09 14:13:49 +000030
David Beck33f0ae02018-10-18 15:13:56 +010031 static bool IsLayerSupported(const BackendId& backendId,
David Beckdcb751f2018-10-03 11:42:42 +010032 const IConnectableLayer& layer,
David Beck29c75de2018-10-23 13:35:58 +010033 Optional<DataType> dataType,
surmeh013537c2c2018-05-18 16:31:43 +010034 std::string& outReasonIfUnsupported);
David Beckdcb751f2018-10-03 11:42:42 +010035
36 static bool IsLayerSupported(const IConnectableLayer& layer,
David Beck29c75de2018-10-23 13:35:58 +010037 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010038 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000039
Sadik Armagan045f6be2020-09-10 13:37:32 +010040 static bool IsLayerSupported(const IConnectableLayer& layer,
41 Optional<DataType> dataType,
42 std::string& outReasonIfUnsupported,
43 const ModelOptions& modelOptions);
44
Sadik Armagan04a72972020-09-14 15:44:18 +010045 static bool IsLayerSupported(const BackendId& backendId,
46 const IConnectableLayer& layer,
47 Optional<DataType> dataType,
48 std::string& outReasonIfUnsupported,
49 const ModelOptions& modelOptions);
50
telsoa014fcda012018-03-09 14:13:49 +000051 virtual bool SupportsSubTensors() const = 0;
52
Sadik Armaganc83eb252020-07-22 16:32:06 +010053 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
telsoa014fcda012018-03-09 14:13:49 +000054 virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
55 TensorShape const& subTensorShape,
56 unsigned int const* subTensorOrigin
57 ) const = 0;
58
59 virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
60 const WorkloadInfo& info) const = 0;
61
Sadik Armaganc83eb252020-07-22 16:32:06 +010062 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010063 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
64 const bool IsMemoryManaged = true) const = 0;
telsoa014fcda012018-03-09 14:13:49 +000065
Sadik Armaganc83eb252020-07-22 16:32:06 +010066 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Francis Murtagh351d13d2018-09-24 15:01:18 +010067 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010068 DataLayout dataLayout,
69 const bool IsMemoryManaged = true) const = 0;
Francis Murtagh351d13d2018-09-24 15:01:18 +010070
josh minor4a3c6102020-01-06 16:40:46 -060071 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Kevin May868eb142019-09-04 17:29:31 +010072 virtual std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
73 const WorkloadInfo& info) const;
74
telsoa014fcda012018-03-09 14:13:49 +000075 virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000076 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000077
78 virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000079 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000080
Nikhil Rajee391d52019-09-05 17:50:44 +010081 virtual std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
82 const WorkloadInfo& info) const;
83
telsoa014fcda012018-03-09 14:13:49 +000084 virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000085 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000086
Éanna Ó Catháin4e1e1362018-11-12 11:36:34 +000087 virtual std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000088 const WorkloadInfo& Info) const;
telsoa014fcda012018-03-09 14:13:49 +000089
mathad01b392e982021-04-07 12:07:30 +010090 virtual std::unique_ptr<IWorkload> CreateCast(const CastQueueDescriptor& descriptor,
91 const WorkloadInfo& Info) const;
92
Simon Obute51f67772021-09-03 15:50:13 +010093 virtual std::unique_ptr<IWorkload> CreateChannelShuffle(const ChannelShuffleQueueDescriptor& descriptor,
94 const WorkloadInfo& info) const;
95
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010096 virtual std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
97 const WorkloadInfo& Info) const;
98
Jim Flynne242f2d2019-05-22 14:24:13 +010099 virtual std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
Jim Flynn4ed6c832019-05-20 11:02:46 +0100100 const WorkloadInfo& info) const;
101
telsoa014fcda012018-03-09 14:13:49 +0000102 virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000103 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +0100104
Narumol Prangnawarat7ddbbae2020-03-13 10:26:05 +0000105 virtual std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
106 const WorkloadInfo& info) const;
107
telsoa01c577f2c2018-08-31 09:22:23 +0100108 virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000109 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +0100110
Narumol Prangnawaratea54a012020-03-16 16:36:10 +0000111 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
112 const WorkloadInfo& info) const;
113
telsoa01c577f2c2018-08-31 09:22:23 +0100114 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000115 const WorkloadInfo& info) const;
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100116
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000117 virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
Matthew Sloyanb63a3112021-09-08 13:05:51 +0100118 const WorkloadInfo& info) const;
119
120 virtual std::unique_ptr<IWorkload> CreateConvolution3d(const Convolution3dQueueDescriptor& descriptor,
121 const WorkloadInfo& info) const;
Matteo Martincigh59a950c2018-12-13 12:48:25 +0000122
Nattapat Chaimanowonga9a1cf12018-12-03 16:06:49 +0000123 virtual std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000124 const WorkloadInfo& info) const;
Mohamed Nour Abouelseouda1d3c6a2018-12-27 12:39:16 +0000125
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +0100126 virtual std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
127 const WorkloadInfo& info) const;
128
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000129 virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(
130 const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const;
Matteo Martincigh49124022019-01-11 13:25:59 +0000131
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +0000132 virtual std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
133 const WorkloadInfo& info) const;
134
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000135 virtual std::unique_ptr<IWorkload> CreateDetectionPostProcess(
136 const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const;
137
138 virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
139 const WorkloadInfo& info) const;
140
josh minor4a3c6102020-01-06 16:40:46 -0600141 virtual std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
142 const WorkloadInfo& Info) const;
143
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100144 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000145 virtual std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
146 const WorkloadInfo& Info) const;
147
148 virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
149 const WorkloadInfo& info) const;
150
Ryan OSheaec6c6802020-06-05 17:17:06 +0100151 virtual std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
152 const WorkloadInfo& info) const;
153
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000154 virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
155 const WorkloadInfo& info) const;
156
Francis Murtagh43aec582019-05-27 12:14:10 +0100157 virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000158 const WorkloadInfo& info) const;
narpra01b89b05f2019-01-16 09:53:09 +0000159
160 virtual std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000161 const WorkloadInfo& info) const;
162
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100163 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000164 virtual std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
165 const WorkloadInfo& info) const;
166
Kevin Mayce5045a2019-10-02 14:07:47 +0100167 virtual std::unique_ptr<IWorkload> CreateInstanceNormalization(
168 const InstanceNormalizationQueueDescriptor& descriptor,
169 const WorkloadInfo& info) const;
170
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000171 virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
172 const WorkloadInfo& info) const;
173
James Conroyaba90cd2020-11-06 16:28:18 +0000174 virtual std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
175 const WorkloadInfo& Info) const;
176
177 virtual std::unique_ptr<IWorkload> CreateLogicalUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
178 const WorkloadInfo& Info) const;
179
Aron Virginas-Tarf982dea2019-10-11 14:07:53 +0100180 virtual std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
181 const WorkloadInfo& info) const;
182
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000183 virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
184 const WorkloadInfo& info) const;
185
186 virtual std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
187 const WorkloadInfo& info) const;
188
189 virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
190 const WorkloadInfo& Info) const;
191
192 virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
193 const WorkloadInfo& info) const;
194
Derek Lambertif674aa02019-08-01 15:56:25 +0100195 virtual std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
196 const WorkloadInfo& info) const;
197
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100198 virtual std::unique_ptr<IWorkload> CreateMerge(const MergeQueueDescriptor& descriptor,
199 const WorkloadInfo& info) const;
200
Jim Flynn4ed6c832019-05-20 11:02:46 +0100201 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000202 virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
203 const WorkloadInfo& info) const;
204
205 virtual std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
206 const WorkloadInfo& info) const;
207
208 virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
209 const WorkloadInfo& info) const;
210
211 virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
212 const WorkloadInfo& info) const;
213
214 virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
215 const WorkloadInfo& info) const;
216
217 virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
218 const WorkloadInfo& Info) const;
219
220 virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
221 const WorkloadInfo& info) const;
222
223 virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
224 const WorkloadInfo& info) const;
225
226 virtual std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
227 const WorkloadInfo& info) const;
228
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100229 virtual std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
230 const WorkloadInfo& info) const;
231
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000232 virtual std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
233 const WorkloadInfo& Info) const;
234
James Conroy586a9aa2020-03-20 08:49:33 +0000235 virtual std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
236 const WorkloadInfo& info) const;
237
James Conroyee18dc82019-07-17 11:27:46 +0100238 virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
239 const WorkloadInfo& info) const;
240
Finn Williams2605b232020-06-10 15:53:46 +0100241 virtual std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
242 const WorkloadInfo& info) const;
243
Sadik Armagan0c3ea5b2021-02-03 09:29:30 +0000244 virtual std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor,
245 const WorkloadInfo& info) const;
246
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000247 virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
248 const WorkloadInfo& info) const;
249
Teresa Charlina9075df2019-06-27 15:41:57 +0100250 virtual std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
251 const WorkloadInfo& info) const;
252
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100253 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
254 virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
255 const WorkloadInfo& info) const;
256
josh minor4a3c6102020-01-06 16:40:46 -0600257 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000258 virtual std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
259 const WorkloadInfo& info) const;
260
Keith Davis3ae3f972021-05-21 16:33:48 +0100261 virtual std::unique_ptr<IWorkload> CreateShape(const ShapeQueueDescriptor& descriptor,
262 const WorkloadInfo& info) const;
263
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100264 virtual std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
265 const WorkloadInfo& info) const;
266
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000267 virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
268 const WorkloadInfo& info) const;
269
270 virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
271 const WorkloadInfo& info) const;
272
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100273 virtual std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
274 const WorkloadInfo& info) const;
275
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000276 virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
277 const WorkloadInfo& info) const;
278
279 virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
280 const WorkloadInfo& info) const;
281
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100282 virtual std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
Matthew Jacksond5166102019-07-31 14:06:28 +0100283 const WorkloadInfo& info) const;
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100284
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000285 virtual std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
286 const WorkloadInfo& Info) const;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100287
288 virtual std::unique_ptr<IWorkload> CreateSwitch(const SwitchQueueDescriptor& descriptor,
289 const WorkloadInfo& Info) const;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100290
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000291 virtual std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
292 const WorkloadInfo& info) const;
293
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100294 virtual std::unique_ptr<IWorkload> CreateTransposeConvolution2d(
295 const TransposeConvolution2dQueueDescriptor& descriptor,
296 const WorkloadInfo& info) const;
Sadik Armagan045f6be2020-09-10 13:37:32 +0100297
Narumol Prangnawarat8ed39ae2021-07-15 16:16:25 +0100298 virtual std::unique_ptr<IWorkload> CreateUnidirectionalSequenceLstm(
299 const UnidirectionalSequenceLstmQueueDescriptor& descriptor,
300 const WorkloadInfo& info) const;
301
Sadik Armagan045f6be2020-09-10 13:37:32 +0100302private:
303 static bool IsLayerConfigurationSupported(const BackendId& backendId,
304 const IConnectableLayer& connectableLayer,
305 Optional<DataType> dataType,
306 std::string& outReasonIfUnsupported,
307 const ModelOptions& modelOptions = {});
telsoa014fcda012018-03-09 14:13:49 +0000308};
309
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100310} // namespace armnn