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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 Beck29c75de2018-10-23 13:35:58 +01007#include <armnn/Optional.hpp>
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +00008#include <backendsCommon/WorkloadFactory.hpp>
9#include <backendsCommon/OutputHandler.hpp>
telsoa014fcda012018-03-09 14:13:49 +000010
Matthew Bentham7c1603a2019-06-21 17:22:23 +010011#include "RefMemoryManager.hpp"
12
telsoa014fcda012018-03-09 14:13:49 +000013#include <boost/core/ignore_unused.hpp>
David Beck29c75de2018-10-23 13:35:58 +010014
telsoa014fcda012018-03-09 14:13:49 +000015
16namespace armnn
17{
18
19template <typename QueueDescriptorType>
20constexpr bool IsOperationQueueDescriptor(const QueueDescriptorType&) { return true; }
21
22template <>
23constexpr bool IsOperationQueueDescriptor(const MemCopyQueueDescriptor&) { return false; }
24
25template <>
26constexpr bool IsOperationQueueDescriptor(const ConstantQueueDescriptor&) { return false; }
27
28template <>
29constexpr bool IsOperationQueueDescriptor(const PermuteQueueDescriptor&) { return false; }
30
telsoa01c577f2c2018-08-31 09:22:23 +010031// Reference workload factory.
telsoa014fcda012018-03-09 14:13:49 +000032class RefWorkloadFactory : public IWorkloadFactory
33{
34public:
Matthew Bentham7c1603a2019-06-21 17:22:23 +010035 explicit RefWorkloadFactory(const std::shared_ptr<RefMemoryManager>& memoryManager);
36 RefWorkloadFactory();
37
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000038 ~RefWorkloadFactory() {}
telsoa014fcda012018-03-09 14:13:49 +000039
David Beck79141b92018-10-23 16:09:36 +010040 const BackendId& GetBackendId() const override;
telsoa014fcda012018-03-09 14:13:49 +000041
David Beck29c75de2018-10-23 13:35:58 +010042 static bool IsLayerSupported(const Layer& layer,
43 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010044 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000045
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000046 bool SupportsSubTensors() const override { return false; }
telsoa014fcda012018-03-09 14:13:49 +000047
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000048 std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
49 TensorShape const& subTensorShape,
50 unsigned int const* subTensorOrigin) const override
telsoa014fcda012018-03-09 14:13:49 +000051 {
52 boost::ignore_unused(parent, subTensorShape, subTensorOrigin);
53 return nullptr;
telsoa01c577f2c2018-08-31 09:22:23 +010054 }
telsoa014fcda012018-03-09 14:13:49 +000055
David Monahan3fb7e102019-08-20 11:25:29 +010056 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
57 const bool IsMemoryManaged = true) const override;
telsoa014fcda012018-03-09 14:13:49 +000058
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000059 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010060 DataLayout dataLayout,
61 const bool IsMemoryManaged = true) const override;
Francis Murtagh351d13d2018-09-24 15:01:18 +010062
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000063 std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
64 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000065
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000066 std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
67 const WorkloadInfo& info) const override;
68
69 std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
70 const WorkloadInfo& info) const override;
71
Nikhil Raj68c2c902019-09-19 11:21:11 +010072 std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
73 const WorkloadInfo& info) const override;
74
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000075 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
76 const WorkloadInfo& info) const override;
77
78 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
79 const WorkloadInfo& info) const override;
80
Jim Flynn4ed6c832019-05-20 11:02:46 +010081 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000082 std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
83 const WorkloadInfo& info) const override;
84
85 std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000086 const WorkloadInfo& info) const override;
87
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000088 std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
89 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000090
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000091 std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
92 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000093
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000094 std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000095 const WorkloadInfo& info) const override;
96
Aron Virginas-Tar73f66422019-09-23 19:11:59 +010097 std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
98 const WorkloadInfo& info) const override;
99
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000100 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
101 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100102
Narumol Prangnawarat94dd5d82019-01-23 18:06:26 +0000103 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
104 const WorkloadInfo& info) const override;
105
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000106 std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
107 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100108
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000109 std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
110 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100111
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000112 std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
113 const WorkloadInfo& info) const override;
114
115 std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
116 const WorkloadInfo& info) const override;
117
118 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
119 const WorkloadInfo& info) const override;
120
Derek Lambertif674aa02019-08-01 15:56:25 +0100121 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
122 const WorkloadInfo& info) const override;
123
Teresa Charlin970f43b2019-07-01 13:51:07 +0100124 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
125 const WorkloadInfo& info) const override;
126
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000127 std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
128 const WorkloadInfo& info) const override;
129
130 std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100131 const WorkloadInfo& info) const override;
132
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000133 std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
Nattapat Chaimanowong5a4304a2018-11-28 10:44:37 +0000134 const WorkloadInfo& info) const override;
135
Jim Flynne242f2d2019-05-22 14:24:13 +0100136 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
Jim Flynn4ed6c832019-05-20 11:02:46 +0100137 const WorkloadInfo& info) const override;
138
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000139 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
140 const WorkloadInfo& info) const override;
jimfly012c9322a2018-09-19 10:59:49 +0100141
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000142 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
143 const WorkloadInfo& info) const override;
144
145 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
146 const WorkloadInfo& info) const override;
147
Keith Davisa57eccb2019-06-14 17:33:22 +0100148 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
149 const WorkloadInfo& info) const override;
150
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000151 std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
152 const WorkloadInfo& info) const override;
153
154 std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
155 const WorkloadInfo& info) const override;
156
157 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
158 const WorkloadInfo& info) const override;
159
160 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
161 const WorkloadInfo& info) const override;
162
163 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
164 const WorkloadInfo& info) const override;
165
166 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
jimfly012c9322a2018-09-19 10:59:49 +0100167 const WorkloadInfo& info) const override;
Éanna Ó Catháin4e1e1362018-11-12 11:36:34 +0000168
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000169 std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
170 const WorkloadInfo& info) const override;
FrancisMurtagh20995952018-12-17 12:11:36 +0000171
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000172 std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
173 const WorkloadInfo& Info) const override;
Conor Kennedy430b5d82018-11-14 15:28:28 +0000174
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000175 std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
176 const WorkloadInfo& info) const override;
kevmay0190539692018-11-29 08:40:19 +0000177
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000178 std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
179 const WorkloadInfo& info) const override;
Nattapat Chaimanowonga9a1cf12018-12-03 16:06:49 +0000180
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000181 std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
narpra01b89b05f2019-01-16 09:53:09 +0000182 const WorkloadInfo& info) const override;
183
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000184 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
185 const WorkloadInfo& info) const override;
186
187 std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
188 const WorkloadInfo& info) const override;
189
190 std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
191 const WorkloadInfo& info) const override;
192
193 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
194 const WorkloadInfo& info) const override;
195
196 std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
197 const WorkloadInfo& info) const override;
198
199 std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
200 const WorkloadInfo& info) const override;
201
202 std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
203 const WorkloadInfo& info) const override;
204
Nattapat Chaimanowong8a54ac02019-03-29 15:25:04 +0000205 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
206 const WorkloadInfo& info) const override;
207
Derek Lamberti5f400d62019-03-25 15:41:58 +0000208 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
209 const WorkloadInfo& info) const override;
210
Matteo Martincighab9e5252019-06-13 17:27:46 +0100211 std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
212 const WorkloadInfo& info) const override;
213
Aron Virginas-Tar735a4502019-06-26 15:02:47 +0100214 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
215 const WorkloadInfo& info) const override;
216
Matthew Jackson81e601c2019-07-11 12:07:09 +0100217 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
218 const WorkloadInfo& info) const override;
219
Sadik Armagan9199e582019-09-05 17:35:31 +0100220 std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
221 const WorkloadInfo& info) const override;
222
Aron Virginas-Tar92b9f872019-09-17 17:27:04 +0100223 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
224 const WorkloadInfo& info) const override;
225
Kevin May09ca49c2019-10-09 12:37:34 +0100226 std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
227 const WorkloadInfo& info) const override;
228
telsoa014fcda012018-03-09 14:13:49 +0000229private:
230
231 template <typename F32Workload, typename U8Workload, typename QueueDescriptorType>
232 std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor, const WorkloadInfo& info) const;
Matthew Bentham7c1603a2019-06-21 17:22:23 +0100233
234 mutable std::shared_ptr<RefMemoryManager> m_MemoryManager;
telsoa014fcda012018-03-09 14:13:49 +0000235};
236
237} // namespace armnn