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telsoa014fcda012018-03-09 14:13:49 +00001//
2// 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>
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +00009
10#include <backendsCommon/OutputHandler.hpp>
11#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
39 virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
40 TensorShape const& subTensorShape,
41 unsigned int const* subTensorOrigin
42 ) const = 0;
43
44 virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
45 const WorkloadInfo& info) const = 0;
46
47 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo) const = 0;
48
Francis Murtagh351d13d2018-09-24 15:01:18 +010049 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
50 DataLayout dataLayout) const = 0;
51
Kevin May868eb142019-09-04 17:29:31 +010052 virtual std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
53 const WorkloadInfo& info) const;
54
telsoa014fcda012018-03-09 14:13:49 +000055 virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000056 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000057
58 virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000059 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000060
Nikhil Rajee391d52019-09-05 17:50:44 +010061 virtual std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
62 const WorkloadInfo& info) const;
63
telsoa014fcda012018-03-09 14:13:49 +000064 virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000065 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +000066
Éanna Ó Catháin4e1e1362018-11-12 11:36:34 +000067 virtual std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000068 const WorkloadInfo& Info) const;
telsoa014fcda012018-03-09 14:13:49 +000069
Jim Flynne242f2d2019-05-22 14:24:13 +010070 virtual std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
Jim Flynn4ed6c832019-05-20 11:02:46 +010071 const WorkloadInfo& info) const;
72
telsoa014fcda012018-03-09 14:13:49 +000073 virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000074 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +010075
76 virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000077 const WorkloadInfo& info) const;
telsoa01c577f2c2018-08-31 09:22:23 +010078
79 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000080 const WorkloadInfo& info) const;
Francis Murtaghe7a86a42018-08-29 12:42:10 +010081
Derek Lambertia9cca6a2019-03-25 15:41:58 +000082 virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
83 const WorkloadInfo& info) const;
Matteo Martincigh59a950c2018-12-13 12:48:25 +000084
Nattapat Chaimanowonga9a1cf12018-12-03 16:06:49 +000085 virtual std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +000086 const WorkloadInfo& info) const;
Mohamed Nour Abouelseouda1d3c6a2018-12-27 12:39:16 +000087
Aron Virginas-Tardd6247f2019-09-19 14:31:17 +010088 virtual std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
89 const WorkloadInfo& info) const;
90
Derek Lambertia9cca6a2019-03-25 15:41:58 +000091 virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(
92 const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const;
Matteo Martincigh49124022019-01-11 13:25:59 +000093
Nattapat Chaimanowonge4294fd2019-03-28 09:56:53 +000094 virtual std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
95 const WorkloadInfo& info) const;
96
Derek Lambertia9cca6a2019-03-25 15:41:58 +000097 virtual std::unique_ptr<IWorkload> CreateDetectionPostProcess(
98 const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const;
99
100 virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
101 const WorkloadInfo& info) const;
102
103 virtual std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
104 const WorkloadInfo& Info) const;
105
106 virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
107 const WorkloadInfo& info) const;
108
109 virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
110 const WorkloadInfo& info) const;
111
Francis Murtagh43aec582019-05-27 12:14:10 +0100112 virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000113 const WorkloadInfo& info) const;
narpra01b89b05f2019-01-16 09:53:09 +0000114
115 virtual std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000116 const WorkloadInfo& info) const;
117
118 virtual std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
119 const WorkloadInfo& info) const;
120
121 virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
122 const WorkloadInfo& info) const;
123
124 virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
125 const WorkloadInfo& info) const;
126
127 virtual std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
128 const WorkloadInfo& info) const;
129
130 virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
131 const WorkloadInfo& Info) const;
132
133 virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
134 const WorkloadInfo& info) const;
135
Derek Lambertif674aa02019-08-01 15:56:25 +0100136 virtual std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
137 const WorkloadInfo& info) const;
138
Nattapat Chaimanowong1f886302019-04-05 13:37:19 +0100139 virtual std::unique_ptr<IWorkload> CreateMerge(const MergeQueueDescriptor& descriptor,
140 const WorkloadInfo& info) const;
141
Jim Flynn4ed6c832019-05-20 11:02:46 +0100142 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000143 virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
144 const WorkloadInfo& info) const;
145
146 virtual std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
147 const WorkloadInfo& info) const;
148
149 virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
150 const WorkloadInfo& info) const;
151
152 virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
153 const WorkloadInfo& info) const;
154
155 virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
156 const WorkloadInfo& info) const;
157
158 virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
159 const WorkloadInfo& Info) const;
160
161 virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
162 const WorkloadInfo& info) const;
163
164 virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
165 const WorkloadInfo& info) const;
166
167 virtual std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
168 const WorkloadInfo& info) const;
169
Matteo Martincigh0e406ee2019-06-12 15:42:18 +0100170 virtual std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
171 const WorkloadInfo& info) const;
172
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000173 virtual std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
174 const WorkloadInfo& Info) const;
175
James Conroyee18dc82019-07-17 11:27:46 +0100176 virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
177 const WorkloadInfo& info) const;
178
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000179 virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
180 const WorkloadInfo& info) const;
181
Teresa Charlina9075df2019-06-27 15:41:57 +0100182 virtual std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
183 const WorkloadInfo& info) const;
184
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100185 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
186 virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
187 const WorkloadInfo& info) const;
188
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000189 virtual std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
190 const WorkloadInfo& info) const;
191
Aron Virginas-Tar636ab402019-09-16 14:27:45 +0100192 virtual std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
193 const WorkloadInfo& info) const;
194
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000195 virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
196 const WorkloadInfo& info) const;
197
198 virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
199 const WorkloadInfo& info) const;
200
Aron Virginas-Tar972af152019-06-11 14:14:03 +0100201 virtual std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
202 const WorkloadInfo& info) const;
203
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000204 virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
205 const WorkloadInfo& info) const;
206
207 virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
208 const WorkloadInfo& info) const;
209
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100210 virtual std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
Matthew Jacksond5166102019-07-31 14:06:28 +0100211 const WorkloadInfo& info) const;
Matthew Jackson2b8c1da2019-07-04 14:59:16 +0100212
Derek Lambertia9cca6a2019-03-25 15:41:58 +0000213 virtual std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
214 const WorkloadInfo& Info) const;
Sadik Armaganeff363d2019-04-05 15:25:46 +0100215
216 virtual std::unique_ptr<IWorkload> CreateSwitch(const SwitchQueueDescriptor& descriptor,
217 const WorkloadInfo& Info) const;
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100218
219 virtual std::unique_ptr<IWorkload> CreateTransposeConvolution2d(
220 const TransposeConvolution2dQueueDescriptor& descriptor,
221 const WorkloadInfo& info) const;
telsoa014fcda012018-03-09 14:13:49 +0000222};
223
Aron Virginas-Tar639fb042019-06-20 14:28:19 +0100224} // namespace armnn