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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
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000056 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo) const override;
telsoa014fcda012018-03-09 14:13:49 +000057
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000058 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
59 DataLayout dataLayout) const override;
Francis Murtagh351d13d2018-09-24 15:01:18 +010060
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000061 std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
62 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000063
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000064 std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
65 const WorkloadInfo& info) const override;
66
67 std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
68 const WorkloadInfo& info) const override;
69
70 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
71 const WorkloadInfo& info) const override;
72
73 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
74 const WorkloadInfo& info) const override;
75
Jim Flynn4ed6c832019-05-20 11:02:46 +010076 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000077 std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
78 const WorkloadInfo& info) const override;
79
80 std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000081 const WorkloadInfo& info) const override;
82
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000083 std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
84 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000085
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000086 std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
87 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000088
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000089 std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000090 const WorkloadInfo& info) const override;
91
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000092 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
93 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +010094
Narumol Prangnawarat94dd5d82019-01-23 18:06:26 +000095 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
96 const WorkloadInfo& info) const override;
97
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000098 std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
99 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100100
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000101 std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
102 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100103
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000104 std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
105 const WorkloadInfo& info) const override;
106
107 std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
108 const WorkloadInfo& info) const override;
109
110 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
111 const WorkloadInfo& info) const override;
112
Derek Lambertif674aa02019-08-01 15:56:25 +0100113 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
114 const WorkloadInfo& info) const override;
115
Teresa Charlin970f43b2019-07-01 13:51:07 +0100116 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
117 const WorkloadInfo& info) const override;
118
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000119 std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
120 const WorkloadInfo& info) const override;
121
122 std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
Francis Murtaghe7a86a42018-08-29 12:42:10 +0100123 const WorkloadInfo& info) const override;
124
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000125 std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
Nattapat Chaimanowong5a4304a2018-11-28 10:44:37 +0000126 const WorkloadInfo& info) const override;
127
Jim Flynne242f2d2019-05-22 14:24:13 +0100128 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
Jim Flynn4ed6c832019-05-20 11:02:46 +0100129 const WorkloadInfo& info) const override;
130
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000131 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
132 const WorkloadInfo& info) const override;
jimfly012c9322a2018-09-19 10:59:49 +0100133
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000134 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
135 const WorkloadInfo& info) const override;
136
137 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
138 const WorkloadInfo& info) const override;
139
Keith Davisa57eccb2019-06-14 17:33:22 +0100140 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
141 const WorkloadInfo& info) const override;
142
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000143 std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
144 const WorkloadInfo& info) const override;
145
146 std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
147 const WorkloadInfo& info) const override;
148
149 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
150 const WorkloadInfo& info) const override;
151
152 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
153 const WorkloadInfo& info) const override;
154
155 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
156 const WorkloadInfo& info) const override;
157
158 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
jimfly012c9322a2018-09-19 10:59:49 +0100159 const WorkloadInfo& info) const override;
Éanna Ó Catháin4e1e1362018-11-12 11:36:34 +0000160
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000161 std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
162 const WorkloadInfo& info) const override;
FrancisMurtagh20995952018-12-17 12:11:36 +0000163
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000164 std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
165 const WorkloadInfo& Info) const override;
Conor Kennedy430b5d82018-11-14 15:28:28 +0000166
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000167 std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
168 const WorkloadInfo& info) const override;
kevmay0190539692018-11-29 08:40:19 +0000169
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000170 std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
171 const WorkloadInfo& info) const override;
Nattapat Chaimanowonga9a1cf12018-12-03 16:06:49 +0000172
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000173 std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
narpra01b89b05f2019-01-16 09:53:09 +0000174 const WorkloadInfo& info) const override;
175
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000176 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
177 const WorkloadInfo& info) const override;
178
179 std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
180 const WorkloadInfo& info) const override;
181
182 std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
183 const WorkloadInfo& info) const override;
184
185 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
186 const WorkloadInfo& info) const override;
187
188 std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
189 const WorkloadInfo& info) const override;
190
191 std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
192 const WorkloadInfo& info) const override;
193
194 std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
195 const WorkloadInfo& info) const override;
196
Nattapat Chaimanowong8a54ac02019-03-29 15:25:04 +0000197 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
198 const WorkloadInfo& info) const override;
199
Derek Lamberti5f400d62019-03-25 15:41:58 +0000200 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
201 const WorkloadInfo& info) const override;
202
Matteo Martincighab9e5252019-06-13 17:27:46 +0100203 std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
204 const WorkloadInfo& info) const override;
205
Aron Virginas-Tar735a4502019-06-26 15:02:47 +0100206 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
207 const WorkloadInfo& info) const override;
208
Matthew Jackson81e601c2019-07-11 12:07:09 +0100209 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
210 const WorkloadInfo& info) const override;
211
Sadik Armagan9199e582019-09-05 17:35:31 +0100212 std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
213 const WorkloadInfo& info) const override;
214
Aron Virginas-Tar92b9f872019-09-17 17:27:04 +0100215 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
216 const WorkloadInfo& info) const override;
217
telsoa014fcda012018-03-09 14:13:49 +0000218private:
219
220 template <typename F32Workload, typename U8Workload, typename QueueDescriptorType>
221 std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor, const WorkloadInfo& info) const;
Matthew Bentham7c1603a2019-06-21 17:22:23 +0100222
223 mutable std::shared_ptr<RefMemoryManager> m_MemoryManager;
telsoa014fcda012018-03-09 14:13:49 +0000224};
225
226} // namespace armnn