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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
Sadik Armagandea8fb62020-11-26 10:38:11 +000026 virtual void AfterWorkloadsCreated() {};
27
David Beck79141b92018-10-23 16:09:36 +010028 virtual const BackendId& GetBackendId() const = 0;
telsoa014fcda012018-03-09 14:13:49 +000029
David Beck33f0ae02018-10-18 15:13:56 +010030 static bool IsLayerSupported(const BackendId& backendId,
David Beckdcb751f2018-10-03 11:42:42 +010031 const IConnectableLayer& layer,
David Beck29c75de2018-10-23 13:35:58 +010032 Optional<DataType> dataType,
surmeh013537c2c2018-05-18 16:31:43 +010033 std::string& outReasonIfUnsupported);
David Beckdcb751f2018-10-03 11:42:42 +010034
35 static bool IsLayerSupported(const IConnectableLayer& layer,
David Beck29c75de2018-10-23 13:35:58 +010036 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010037 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000038
Sadik Armagan045f6be2020-09-10 13:37:32 +010039 static bool IsLayerSupported(const IConnectableLayer& layer,
40 Optional<DataType> dataType,
41 std::string& outReasonIfUnsupported,
42 const ModelOptions& modelOptions);
43
Sadik Armagan04a72972020-09-14 15:44:18 +010044 static bool IsLayerSupported(const BackendId& backendId,
45 const IConnectableLayer& layer,
46 Optional<DataType> dataType,
47 std::string& outReasonIfUnsupported,
48 const ModelOptions& modelOptions);
49
telsoa014fcda012018-03-09 14:13:49 +000050 virtual bool SupportsSubTensors() const = 0;
51
Sadik Armaganc83eb252020-07-22 16:32:06 +010052 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
telsoa014fcda012018-03-09 14:13:49 +000053 virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
54 TensorShape const& subTensorShape,
55 unsigned int const* subTensorOrigin
56 ) const = 0;
57
58 virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
59 const WorkloadInfo& info) const = 0;
60
Sadik Armaganc83eb252020-07-22 16:32:06 +010061 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010062 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
63 const bool IsMemoryManaged = true) const = 0;
telsoa014fcda012018-03-09 14:13:49 +000064
Sadik Armaganc83eb252020-07-22 16:32:06 +010065 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Francis Murtagh351d13d2018-09-24 15:01:18 +010066 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010067 DataLayout dataLayout,
68 const bool IsMemoryManaged = true) const = 0;
Francis Murtagh351d13d2018-09-24 15:01:18 +010069
josh minor4a3c6102020-01-06 16:40:46 -060070 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Kevin May868eb142019-09-04 17:29:31 +010071 virtual std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
72 const WorkloadInfo& info) const;
73
telsoa014fcda012018-03-09 14:13:49 +000074 virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000075 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000076
77 virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000078 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000079
Nikhil Rajee391d52019-09-05 17:50:44 +010080 virtual std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
81 const WorkloadInfo& info) const;
82
telsoa014fcda012018-03-09 14:13:49 +000083 virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000084 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000085
Éanna Ó Catháin4e1e1362018-11-12 11:36:34 +000086 virtual std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000087 const WorkloadInfo& Info) const;
telsoa014fcda012018-03-09 14:13:49 +000088
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010089 virtual std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
90 const WorkloadInfo& Info) const;
91
Jim Flynne242f2d2019-05-22 14:24:13 +010092 virtual std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
Jim Flynn4ed6c832019-05-20 11:02:46 +010093 const WorkloadInfo& info) const;
94
telsoa014fcda012018-03-09 14:13:49 +000095 virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000096 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +010097
Narumol Prangnawarat7ddbbae2020-03-13 10:26:05 +000098 virtual std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
99 const WorkloadInfo& info) const;
100
telsoa01c577f2c2018-08-31 09:22:23 +0100101 virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000102 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +0100103
Narumol Prangnawaratea54a012020-03-16 16:36:10 +0000104 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
105 const WorkloadInfo& info) const;
106
telsoa01c577f2c2018-08-31 09:22:23 +0100107 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000108 const WorkloadInfo& info) const;
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100109
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000110 virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
111 const WorkloadInfo& info) const;
Matteo Martincigh59a950c2018-12-13 12:48:25 +0000112
Nattapat Chaimanowonga9a1cf12018-12-03 16:06:49 +0000113 virtual std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000114 const WorkloadInfo& info) const;
Mohamed Nour Abouelseouda1d3c6a2018-12-27 12:39:16 +0000115
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +0100116 virtual std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
117 const WorkloadInfo& info) const;
118
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000119 virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(
120 const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const;
Matteo Martincigh49124022019-01-11 13:25:59 +0000121
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +0000122 virtual std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
123 const WorkloadInfo& info) const;
124
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000125 virtual std::unique_ptr<IWorkload> CreateDetectionPostProcess(
126 const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const;
127
128 virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
129 const WorkloadInfo& info) const;
130
josh minor4a3c6102020-01-06 16:40:46 -0600131 virtual std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
132 const WorkloadInfo& Info) const;
133
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100134 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000135 virtual std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
136 const WorkloadInfo& Info) const;
137
138 virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
139 const WorkloadInfo& info) const;
140
Ryan OSheaec6c6802020-06-05 17:17:06 +0100141 virtual std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
142 const WorkloadInfo& info) const;
143
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000144 virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
145 const WorkloadInfo& info) const;
146
Francis Murtagh43aec582019-05-27 12:14:10 +0100147 virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000148 const WorkloadInfo& info) const;
narpra01b89b05f2019-01-16 09:53:09 +0000149
150 virtual std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000151 const WorkloadInfo& info) const;
152
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100153 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000154 virtual std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
155 const WorkloadInfo& info) const;
156
Kevin Mayce5045a2019-10-02 14:07:47 +0100157 virtual std::unique_ptr<IWorkload> CreateInstanceNormalization(
158 const InstanceNormalizationQueueDescriptor& descriptor,
159 const WorkloadInfo& info) const;
160
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000161 virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
162 const WorkloadInfo& info) const;
163
James Conroyaba90cd2020-11-06 16:28:18 +0000164 virtual std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
165 const WorkloadInfo& Info) const;
166
167 virtual std::unique_ptr<IWorkload> CreateLogicalUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
168 const WorkloadInfo& Info) const;
169
Aron Virginas-Tarf982dea2019-10-11 14:07:53 +0100170 virtual std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
171 const WorkloadInfo& info) const;
172
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000173 virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
174 const WorkloadInfo& info) const;
175
176 virtual std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
177 const WorkloadInfo& info) const;
178
179 virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
180 const WorkloadInfo& Info) const;
181
182 virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
183 const WorkloadInfo& info) const;
184
Derek Lambertif674aa02019-08-01 15:56:25 +0100185 virtual std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
186 const WorkloadInfo& info) const;
187
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100188 virtual std::unique_ptr<IWorkload> CreateMerge(const MergeQueueDescriptor& descriptor,
189 const WorkloadInfo& info) const;
190
Jim Flynn4ed6c832019-05-20 11:02:46 +0100191 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000192 virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
193 const WorkloadInfo& info) const;
194
195 virtual std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
196 const WorkloadInfo& info) const;
197
198 virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
199 const WorkloadInfo& info) const;
200
201 virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
202 const WorkloadInfo& info) const;
203
204 virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
205 const WorkloadInfo& info) const;
206
207 virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
208 const WorkloadInfo& Info) const;
209
210 virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
211 const WorkloadInfo& info) const;
212
213 virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
214 const WorkloadInfo& info) const;
215
216 virtual std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
217 const WorkloadInfo& info) const;
218
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100219 virtual std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
220 const WorkloadInfo& info) const;
221
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000222 virtual std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
223 const WorkloadInfo& Info) const;
224
James Conroy586a9aa2020-03-20 08:49:33 +0000225 virtual std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
226 const WorkloadInfo& info) const;
227
James Conroyee18dc82019-07-17 11:27:46 +0100228 virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
229 const WorkloadInfo& info) const;
230
Finn Williams2605b232020-06-10 15:53:46 +0100231 virtual std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
232 const WorkloadInfo& info) const;
233
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000234 virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
235 const WorkloadInfo& info) const;
236
Teresa Charlina9075df2019-06-27 15:41:57 +0100237 virtual std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
238 const WorkloadInfo& info) const;
239
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100240 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
241 virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
242 const WorkloadInfo& info) const;
243
josh minor4a3c6102020-01-06 16:40:46 -0600244 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000245 virtual std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
246 const WorkloadInfo& info) const;
247
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100248 virtual std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
249 const WorkloadInfo& info) const;
250
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000251 virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
252 const WorkloadInfo& info) const;
253
254 virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
255 const WorkloadInfo& info) const;
256
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100257 virtual std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
258 const WorkloadInfo& info) const;
259
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000260 virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
261 const WorkloadInfo& info) const;
262
263 virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
264 const WorkloadInfo& info) const;
265
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100266 virtual std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
Matthew Jacksond5166102019-07-31 14:06:28 +0100267 const WorkloadInfo& info) const;
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100268
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000269 virtual std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
270 const WorkloadInfo& Info) const;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100271
272 virtual std::unique_ptr<IWorkload> CreateSwitch(const SwitchQueueDescriptor& descriptor,
273 const WorkloadInfo& Info) const;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100274
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000275 virtual std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
276 const WorkloadInfo& info) const;
277
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100278 virtual std::unique_ptr<IWorkload> CreateTransposeConvolution2d(
279 const TransposeConvolution2dQueueDescriptor& descriptor,
280 const WorkloadInfo& info) const;
Sadik Armagan045f6be2020-09-10 13:37:32 +0100281
282private:
283 static bool IsLayerConfigurationSupported(const BackendId& backendId,
284 const IConnectableLayer& connectableLayer,
285 Optional<DataType> dataType,
286 std::string& outReasonIfUnsupported,
287 const ModelOptions& modelOptions = {});
telsoa014fcda012018-03-09 14:13:49 +0000288};
289
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100290} // namespace armnn