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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>
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +000010
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +000011#include <backendsCommon/Workload.hpp>
12
13#include <memory>
telsoa014fcda012018-03-09 14:13:49 +000014
15namespace armnn
16{
17
18class Layer;
19
telsoa01c577f2c2018-08-31 09:22:23 +010020// Workload factory interface for compute backends.
telsoa014fcda012018-03-09 14:13:49 +000021class IWorkloadFactory
22{
23public:
24 virtual ~IWorkloadFactory() { }
25
David Beck79141b92018-10-23 16:09:36 +010026 virtual const BackendId& GetBackendId() const = 0;
telsoa014fcda012018-03-09 14:13:49 +000027
David Beck33f0ae02018-10-18 15:13:56 +010028 static bool IsLayerSupported(const BackendId& backendId,
David Beckdcb751f2018-10-03 11:42:42 +010029 const IConnectableLayer& layer,
David Beck29c75de2018-10-23 13:35:58 +010030 Optional<DataType> dataType,
surmeh013537c2c2018-05-18 16:31:43 +010031 std::string& outReasonIfUnsupported);
David Beckdcb751f2018-10-03 11:42:42 +010032
33 static bool IsLayerSupported(const IConnectableLayer& layer,
David Beck29c75de2018-10-23 13:35:58 +010034 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010035 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000036
Sadik Armagan045f6be2020-09-10 13:37:32 +010037 static bool IsLayerSupported(const IConnectableLayer& layer,
38 Optional<DataType> dataType,
39 std::string& outReasonIfUnsupported,
40 const ModelOptions& modelOptions);
41
telsoa014fcda012018-03-09 14:13:49 +000042 virtual bool SupportsSubTensors() const = 0;
43
Sadik Armaganc83eb252020-07-22 16:32:06 +010044 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
telsoa014fcda012018-03-09 14:13:49 +000045 virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
46 TensorShape const& subTensorShape,
47 unsigned int const* subTensorOrigin
48 ) const = 0;
49
50 virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
51 const WorkloadInfo& info) const = 0;
52
Sadik Armaganc83eb252020-07-22 16:32:06 +010053 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010054 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
55 const bool IsMemoryManaged = true) const = 0;
telsoa014fcda012018-03-09 14:13:49 +000056
Sadik Armaganc83eb252020-07-22 16:32:06 +010057 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Francis Murtagh351d13d2018-09-24 15:01:18 +010058 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010059 DataLayout dataLayout,
60 const bool IsMemoryManaged = true) const = 0;
Francis Murtagh351d13d2018-09-24 15:01:18 +010061
josh minor4a3c6102020-01-06 16:40:46 -060062 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Kevin May868eb142019-09-04 17:29:31 +010063 virtual std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
64 const WorkloadInfo& info) const;
65
telsoa014fcda012018-03-09 14:13:49 +000066 virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000067 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000068
69 virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000070 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000071
Nikhil Rajee391d52019-09-05 17:50:44 +010072 virtual std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
73 const WorkloadInfo& info) const;
74
telsoa014fcda012018-03-09 14:13:49 +000075 virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000076 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000077
Éanna Ó Catháin4e1e1362018-11-12 11:36:34 +000078 virtual std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000079 const WorkloadInfo& Info) const;
telsoa014fcda012018-03-09 14:13:49 +000080
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010081 virtual std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
82 const WorkloadInfo& Info) const;
83
Jim Flynne242f2d2019-05-22 14:24:13 +010084 virtual std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
Jim Flynn4ed6c832019-05-20 11:02:46 +010085 const WorkloadInfo& info) const;
86
telsoa014fcda012018-03-09 14:13:49 +000087 virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000088 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +010089
Narumol Prangnawarat7ddbbae2020-03-13 10:26:05 +000090 virtual std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
91 const WorkloadInfo& info) const;
92
telsoa01c577f2c2018-08-31 09:22:23 +010093 virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000094 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +010095
Narumol Prangnawaratea54a012020-03-16 16:36:10 +000096 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
97 const WorkloadInfo& info) const;
98
telsoa01c577f2c2018-08-31 09:22:23 +010099 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000100 const WorkloadInfo& info) const;
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100101
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000102 virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
103 const WorkloadInfo& info) const;
Matteo Martincigh59a950c2018-12-13 12:48:25 +0000104
Nattapat Chaimanowonga9a1cf12018-12-03 16:06:49 +0000105 virtual std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000106 const WorkloadInfo& info) const;
Mohamed Nour Abouelseouda1d3c6a2018-12-27 12:39:16 +0000107
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +0100108 virtual std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
109 const WorkloadInfo& info) const;
110
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000111 virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(
112 const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const;
Matteo Martincigh49124022019-01-11 13:25:59 +0000113
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +0000114 virtual std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
115 const WorkloadInfo& info) const;
116
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000117 virtual std::unique_ptr<IWorkload> CreateDetectionPostProcess(
118 const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const;
119
120 virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
121 const WorkloadInfo& info) const;
122
josh minor4a3c6102020-01-06 16:40:46 -0600123 virtual std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
124 const WorkloadInfo& Info) const;
125
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100126 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000127 virtual std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
128 const WorkloadInfo& Info) const;
129
130 virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
131 const WorkloadInfo& info) const;
132
Ryan OSheaec6c6802020-06-05 17:17:06 +0100133 virtual std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
134 const WorkloadInfo& info) const;
135
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000136 virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
137 const WorkloadInfo& info) const;
138
Francis Murtagh43aec582019-05-27 12:14:10 +0100139 virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000140 const WorkloadInfo& info) const;
narpra01b89b05f2019-01-16 09:53:09 +0000141
142 virtual std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000143 const WorkloadInfo& info) const;
144
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100145 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000146 virtual std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
147 const WorkloadInfo& info) const;
148
Kevin Mayce5045a2019-10-02 14:07:47 +0100149 virtual std::unique_ptr<IWorkload> CreateInstanceNormalization(
150 const InstanceNormalizationQueueDescriptor& descriptor,
151 const WorkloadInfo& info) const;
152
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000153 virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
154 const WorkloadInfo& info) const;
155
Aron Virginas-Tarf982dea2019-10-11 14:07:53 +0100156 virtual std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
157 const WorkloadInfo& info) const;
158
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000159 virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
160 const WorkloadInfo& info) const;
161
162 virtual std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
163 const WorkloadInfo& info) const;
164
165 virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
166 const WorkloadInfo& Info) const;
167
168 virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
169 const WorkloadInfo& info) const;
170
Derek Lambertif674aa02019-08-01 15:56:25 +0100171 virtual std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
172 const WorkloadInfo& info) const;
173
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100174 virtual std::unique_ptr<IWorkload> CreateMerge(const MergeQueueDescriptor& descriptor,
175 const WorkloadInfo& info) const;
176
Jim Flynn4ed6c832019-05-20 11:02:46 +0100177 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000178 virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
179 const WorkloadInfo& info) const;
180
181 virtual std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
182 const WorkloadInfo& info) const;
183
184 virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
185 const WorkloadInfo& info) const;
186
187 virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
188 const WorkloadInfo& info) const;
189
190 virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
191 const WorkloadInfo& info) const;
192
193 virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
194 const WorkloadInfo& Info) const;
195
196 virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
197 const WorkloadInfo& info) const;
198
199 virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
200 const WorkloadInfo& info) const;
201
202 virtual std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
203 const WorkloadInfo& info) const;
204
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100205 virtual std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
206 const WorkloadInfo& info) const;
207
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000208 virtual std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
209 const WorkloadInfo& Info) const;
210
James Conroy586a9aa2020-03-20 08:49:33 +0000211 virtual std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
212 const WorkloadInfo& info) const;
213
James Conroyee18dc82019-07-17 11:27:46 +0100214 virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
215 const WorkloadInfo& info) const;
216
Finn Williams2605b232020-06-10 15:53:46 +0100217 virtual std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
218 const WorkloadInfo& info) const;
219
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000220 virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
221 const WorkloadInfo& info) const;
222
Teresa Charlina9075df2019-06-27 15:41:57 +0100223 virtual std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
224 const WorkloadInfo& info) const;
225
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100226 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
227 virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
228 const WorkloadInfo& info) const;
229
josh minor4a3c6102020-01-06 16:40:46 -0600230 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000231 virtual std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
232 const WorkloadInfo& info) const;
233
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100234 virtual std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
235 const WorkloadInfo& info) const;
236
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000237 virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
238 const WorkloadInfo& info) const;
239
240 virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
241 const WorkloadInfo& info) const;
242
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100243 virtual std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
244 const WorkloadInfo& info) const;
245
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000246 virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
247 const WorkloadInfo& info) const;
248
249 virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
250 const WorkloadInfo& info) const;
251
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100252 virtual std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
Matthew Jacksond5166102019-07-31 14:06:28 +0100253 const WorkloadInfo& info) const;
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100254
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000255 virtual std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
256 const WorkloadInfo& Info) const;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100257
258 virtual std::unique_ptr<IWorkload> CreateSwitch(const SwitchQueueDescriptor& descriptor,
259 const WorkloadInfo& Info) const;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100260
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000261 virtual std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
262 const WorkloadInfo& info) const;
263
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100264 virtual std::unique_ptr<IWorkload> CreateTransposeConvolution2d(
265 const TransposeConvolution2dQueueDescriptor& descriptor,
266 const WorkloadInfo& info) const;
Sadik Armagan045f6be2020-09-10 13:37:32 +0100267
268private:
269 static bool IsLayerConfigurationSupported(const BackendId& backendId,
270 const IConnectableLayer& connectableLayer,
271 Optional<DataType> dataType,
272 std::string& outReasonIfUnsupported,
273 const ModelOptions& modelOptions = {});
telsoa014fcda012018-03-09 14:13:49 +0000274};
275
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100276} // namespace armnn