blob: 02503f6489e3326b1179283d26afdfc0f35226fc [file] [log] [blame]
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
37 virtual bool SupportsSubTensors() const = 0;
38
Sadik Armaganc83eb252020-07-22 16:32:06 +010039 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
telsoa014fcda012018-03-09 14:13:49 +000040 virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
41 TensorShape const& subTensorShape,
42 unsigned int const* subTensorOrigin
43 ) const = 0;
44
45 virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
46 const WorkloadInfo& info) const = 0;
47
Sadik Armaganc83eb252020-07-22 16:32:06 +010048 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010049 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
50 const bool IsMemoryManaged = true) const = 0;
telsoa014fcda012018-03-09 14:13:49 +000051
Sadik Armaganc83eb252020-07-22 16:32:06 +010052 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Francis Murtagh351d13d2018-09-24 15:01:18 +010053 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010054 DataLayout dataLayout,
55 const bool IsMemoryManaged = true) const = 0;
Francis Murtagh351d13d2018-09-24 15:01:18 +010056
josh minor4a3c6102020-01-06 16:40:46 -060057 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Kevin May868eb142019-09-04 17:29:31 +010058 virtual std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
59 const WorkloadInfo& info) const;
60
telsoa014fcda012018-03-09 14:13:49 +000061 virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000062 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000063
64 virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000065 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000066
Nikhil Rajee391d52019-09-05 17:50:44 +010067 virtual std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
68 const WorkloadInfo& info) const;
69
telsoa014fcda012018-03-09 14:13:49 +000070 virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000071 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000072
Éanna Ó Catháin4e1e1362018-11-12 11:36:34 +000073 virtual std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000074 const WorkloadInfo& Info) const;
telsoa014fcda012018-03-09 14:13:49 +000075
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010076 virtual std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
77 const WorkloadInfo& Info) const;
78
Jim Flynne242f2d2019-05-22 14:24:13 +010079 virtual std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
Jim Flynn4ed6c832019-05-20 11:02:46 +010080 const WorkloadInfo& info) const;
81
telsoa014fcda012018-03-09 14:13:49 +000082 virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000083 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +010084
Narumol Prangnawarat7ddbbae2020-03-13 10:26:05 +000085 virtual std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
86 const WorkloadInfo& info) const;
87
telsoa01c577f2c2018-08-31 09:22:23 +010088 virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000089 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +010090
Narumol Prangnawaratea54a012020-03-16 16:36:10 +000091 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
92 const WorkloadInfo& info) const;
93
telsoa01c577f2c2018-08-31 09:22:23 +010094 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000095 const WorkloadInfo& info) const;
Francis Murtaghe7a86a42018-08-29 12:42:10 +010096
Derek Lambertia9cca6a2019-03-25 15:41:58 +000097 virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
98 const WorkloadInfo& info) const;
Matteo Martincigh59a950c2018-12-13 12:48:25 +000099
Nattapat Chaimanowonga9a1cf12018-12-03 16:06:49 +0000100 virtual std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000101 const WorkloadInfo& info) const;
Mohamed Nour Abouelseouda1d3c6a2018-12-27 12:39:16 +0000102
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +0100103 virtual std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
104 const WorkloadInfo& info) const;
105
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000106 virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(
107 const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const;
Matteo Martincigh49124022019-01-11 13:25:59 +0000108
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +0000109 virtual std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
110 const WorkloadInfo& info) const;
111
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000112 virtual std::unique_ptr<IWorkload> CreateDetectionPostProcess(
113 const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const;
114
115 virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
116 const WorkloadInfo& info) const;
117
josh minor4a3c6102020-01-06 16:40:46 -0600118 virtual std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
119 const WorkloadInfo& Info) const;
120
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100121 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000122 virtual std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
123 const WorkloadInfo& Info) const;
124
125 virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
126 const WorkloadInfo& info) const;
127
Ryan OSheaec6c6802020-06-05 17:17:06 +0100128 virtual std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
129 const WorkloadInfo& info) const;
130
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000131 virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
132 const WorkloadInfo& info) const;
133
Francis Murtagh43aec582019-05-27 12:14:10 +0100134 virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000135 const WorkloadInfo& info) const;
narpra01b89b05f2019-01-16 09:53:09 +0000136
137 virtual std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000138 const WorkloadInfo& info) const;
139
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +0100140 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000141 virtual std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
142 const WorkloadInfo& info) const;
143
Kevin Mayce5045a2019-10-02 14:07:47 +0100144 virtual std::unique_ptr<IWorkload> CreateInstanceNormalization(
145 const InstanceNormalizationQueueDescriptor& descriptor,
146 const WorkloadInfo& info) const;
147
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000148 virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
149 const WorkloadInfo& info) const;
150
Aron Virginas-Tarf982dea2019-10-11 14:07:53 +0100151 virtual std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
152 const WorkloadInfo& info) const;
153
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000154 virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
155 const WorkloadInfo& info) const;
156
157 virtual std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
158 const WorkloadInfo& info) const;
159
160 virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
161 const WorkloadInfo& Info) const;
162
163 virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
164 const WorkloadInfo& info) const;
165
Derek Lambertif674aa02019-08-01 15:56:25 +0100166 virtual std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
167 const WorkloadInfo& info) const;
168
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100169 virtual std::unique_ptr<IWorkload> CreateMerge(const MergeQueueDescriptor& descriptor,
170 const WorkloadInfo& info) const;
171
Jim Flynn4ed6c832019-05-20 11:02:46 +0100172 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000173 virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
174 const WorkloadInfo& info) const;
175
176 virtual std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
177 const WorkloadInfo& info) const;
178
179 virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
180 const WorkloadInfo& info) const;
181
182 virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
183 const WorkloadInfo& info) const;
184
185 virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
186 const WorkloadInfo& info) const;
187
188 virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
189 const WorkloadInfo& Info) const;
190
191 virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
192 const WorkloadInfo& info) const;
193
194 virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
195 const WorkloadInfo& info) const;
196
197 virtual std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
198 const WorkloadInfo& info) const;
199
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100200 virtual std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
201 const WorkloadInfo& info) const;
202
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000203 virtual std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
204 const WorkloadInfo& Info) const;
205
James Conroy586a9aa2020-03-20 08:49:33 +0000206 virtual std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
207 const WorkloadInfo& info) const;
208
James Conroyee18dc82019-07-17 11:27:46 +0100209 virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
210 const WorkloadInfo& info) const;
211
Finn Williams2605b232020-06-10 15:53:46 +0100212 virtual std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
213 const WorkloadInfo& info) const;
214
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000215 virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
216 const WorkloadInfo& info) const;
217
Teresa Charlina9075df2019-06-27 15:41:57 +0100218 virtual std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
219 const WorkloadInfo& info) const;
220
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100221 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
222 virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
223 const WorkloadInfo& info) const;
224
josh minor4a3c6102020-01-06 16:40:46 -0600225 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000226 virtual std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
227 const WorkloadInfo& info) const;
228
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100229 virtual std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
230 const WorkloadInfo& info) const;
231
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000232 virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
233 const WorkloadInfo& info) const;
234
235 virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
236 const WorkloadInfo& info) const;
237
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100238 virtual std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
239 const WorkloadInfo& info) const;
240
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000241 virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
242 const WorkloadInfo& info) const;
243
244 virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
245 const WorkloadInfo& info) const;
246
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100247 virtual std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
Matthew Jacksond5166102019-07-31 14:06:28 +0100248 const WorkloadInfo& info) const;
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100249
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000250 virtual std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
251 const WorkloadInfo& Info) const;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100252
253 virtual std::unique_ptr<IWorkload> CreateSwitch(const SwitchQueueDescriptor& descriptor,
254 const WorkloadInfo& Info) const;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100255
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000256 virtual std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
257 const WorkloadInfo& info) const;
258
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100259 virtual std::unique_ptr<IWorkload> CreateTransposeConvolution2d(
260 const TransposeConvolution2dQueueDescriptor& descriptor,
261 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +0000262};
263
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100264} // namespace armnn