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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
Matthew Bentham7c1603a2019-06-21 17:22:23 +01007#include "RefMemoryManager.hpp"
8
Jan Eilers8eb25602020-03-09 12:13:48 +00009#include <armnn/Optional.hpp>
Colm Donelan0c479742021-12-10 12:43:54 +000010#include <armnn/backends/WorkloadFactory.hpp>
Jan Eilers8eb25602020-03-09 12:13:48 +000011#include <armnn/utility/IgnoreUnused.hpp>
David Beck29c75de2018-10-23 13:35:58 +010012
telsoa014fcda012018-03-09 14:13:49 +000013
14namespace armnn
15{
16
17template <typename QueueDescriptorType>
18constexpr bool IsOperationQueueDescriptor(const QueueDescriptorType&) { return true; }
19
20template <>
21constexpr bool IsOperationQueueDescriptor(const MemCopyQueueDescriptor&) { return false; }
22
23template <>
24constexpr bool IsOperationQueueDescriptor(const ConstantQueueDescriptor&) { return false; }
25
26template <>
27constexpr bool IsOperationQueueDescriptor(const PermuteQueueDescriptor&) { return false; }
28
telsoa01c577f2c2018-08-31 09:22:23 +010029// Reference workload factory.
telsoa014fcda012018-03-09 14:13:49 +000030class RefWorkloadFactory : public IWorkloadFactory
31{
32public:
Matthew Bentham7c1603a2019-06-21 17:22:23 +010033 explicit RefWorkloadFactory(const std::shared_ptr<RefMemoryManager>& memoryManager);
34 RefWorkloadFactory();
35
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000036 ~RefWorkloadFactory() {}
telsoa014fcda012018-03-09 14:13:49 +000037
David Beck79141b92018-10-23 16:09:36 +010038 const BackendId& GetBackendId() const override;
telsoa014fcda012018-03-09 14:13:49 +000039
David Beck29c75de2018-10-23 13:35:58 +010040 static bool IsLayerSupported(const Layer& layer,
41 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010042 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000043
Sadik Armagan04a72972020-09-14 15:44:18 +010044 static bool IsLayerSupported(const IConnectableLayer& layer,
45 Optional<DataType> dataType,
46 std::string& outReasonIfUnsupported,
47 const ModelOptions& modelOptions);
48
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000049 bool SupportsSubTensors() const override { return false; }
telsoa014fcda012018-03-09 14:13:49 +000050
Sadik Armaganc83eb252020-07-22 16:32:06 +010051 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000052 std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
53 TensorShape const& subTensorShape,
54 unsigned int const* subTensorOrigin) const override
telsoa014fcda012018-03-09 14:13:49 +000055 {
Jan Eilers8eb25602020-03-09 12:13:48 +000056 IgnoreUnused(parent, subTensorShape, subTensorOrigin);
telsoa014fcda012018-03-09 14:13:49 +000057 return nullptr;
telsoa01c577f2c2018-08-31 09:22:23 +010058 }
telsoa014fcda012018-03-09 14:13:49 +000059
Sadik Armaganc83eb252020-07-22 16:32:06 +010060 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010061 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
62 const bool IsMemoryManaged = true) const override;
telsoa014fcda012018-03-09 14:13:49 +000063
Sadik Armaganc83eb252020-07-22 16:32:06 +010064 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000065 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010066 DataLayout dataLayout,
67 const bool IsMemoryManaged = true) const override;
Francis Murtagh351d13d2018-09-24 15:01:18 +010068
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000069 std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
70 const WorkloadInfo& info) const override;
71
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000072 std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
73 const WorkloadInfo& info) const override;
74
Aron Virginas-Tare662a942019-10-14 15:12:00 +010075 std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
76 const WorkloadInfo& info) const override;
77
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000078 std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
79 const WorkloadInfo& info) const override;
80
Aron Virginas-Tare662a942019-10-14 15:12:00 +010081 std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000082 const WorkloadInfo& info) const override;
83
mathad01b392e982021-04-07 12:07:30 +010084 std::unique_ptr<IWorkload> CreateCast(const CastQueueDescriptor& descriptor,
85 const WorkloadInfo& info) const override;
86
Simon Obute51f67772021-09-03 15:50:13 +010087 std::unique_ptr<IWorkload> CreateChannelShuffle(const ChannelShuffleQueueDescriptor& descriptor,
88 const WorkloadInfo& info) const override;
89
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010090 std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
91 const WorkloadInfo& info) const override;
92
Jim Flynne242f2d2019-05-22 14:24:13 +010093 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
Jim Flynn4ed6c832019-05-20 11:02:46 +010094 const WorkloadInfo& info) const override;
95
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000096 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
97 const WorkloadInfo& info) const override;
jimfly012c9322a2018-09-19 10:59:49 +010098
Narumol Prangnawarat7ddbbae2020-03-13 10:26:05 +000099 std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor,
100 const WorkloadInfo& info) const override;
101
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100102 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
103 const WorkloadInfo& info) const override;
104
Narumol Prangnawaratea54a012020-03-16 16:36:10 +0000105 std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor,
106 const WorkloadInfo& info) const override;
107
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100108 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
109 const WorkloadInfo& info) const override;
110
111 std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
112 const WorkloadInfo& info) const override;
113
Matthew Sloyanb63a3112021-09-08 13:05:51 +0100114 std::unique_ptr<IWorkload> CreateConvolution3d(const Convolution3dQueueDescriptor& descriptor,
115 const WorkloadInfo& info) const override;
116
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100117 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
118 const WorkloadInfo& info) const override;
119
120 std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
121 const WorkloadInfo& info) const override;
122
123 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
124 const WorkloadInfo& info) const override;
125
126 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
127 const WorkloadInfo& info) const override;
128
129 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
130 const WorkloadInfo& info) const override;
131
132 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
133 const WorkloadInfo& info) const override;
134
josh minor4a3c6102020-01-06 16:40:46 -0600135 std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
136 const WorkloadInfo& info) const override;
137
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100138 std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
139 const WorkloadInfo& info) const override;
140
Ryan OSheaf4bfa6a2020-06-10 11:33:37 +0100141 std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
Sadik Armagan66aecb02020-06-24 11:42:20 +0100142 const WorkloadInfo& info) const override;
Ryan OSheaf4bfa6a2020-06-10 11:33:37 +0100143
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100144 std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
145 const WorkloadInfo& info) const override;
146
147 std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
148 const WorkloadInfo& info) const override;
149
150 std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
151 const WorkloadInfo& info) const override;
152
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100153 std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
154 const WorkloadInfo& info) const override;
155
156 std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
157 const WorkloadInfo& info) const override;
158
159 std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
160 const WorkloadInfo& info) const override;
161
James Conroyaba90cd2020-11-06 16:28:18 +0000162 std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
163 const WorkloadInfo& info) const override;
164
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100165 std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
166 const WorkloadInfo& info) const override;
167
168 std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
169 const WorkloadInfo& info) const override;
170
171 std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
172 const WorkloadInfo& info) const override;
173
174 std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
175 const WorkloadInfo& Info) const override;
176
177 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
178 const WorkloadInfo& info) const override;
179
180 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
181 const WorkloadInfo& info) const override;
182
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100183 std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
184 const WorkloadInfo& info) const override;
185
186 std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
187 const WorkloadInfo& info) const override;
188
189 std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
190 const WorkloadInfo& info) const override;
191
192 std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
193 const WorkloadInfo& info) const override;
194
195 std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
196 const WorkloadInfo& info) const override;
197
198 std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
199 const WorkloadInfo& info) const override;
200
201 std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
202 const WorkloadInfo& info) const override;
203
Tamás Nyíri7b885b32021-10-26 14:47:57 +0100204 std::unique_ptr<IWorkload> CreatePooling3d(const Pooling3dQueueDescriptor& descriptor,
205 const WorkloadInfo& info) const override;
206
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100207 std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
208 const WorkloadInfo& info) const override;
209
210 std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
211 const WorkloadInfo& info) const override;
212
James Conroy4f1f8992020-04-29 20:01:10 +0100213 std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
214 const WorkloadInfo& info) const override;
215
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100216 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
217 const WorkloadInfo& info) const override;
218
Finn Williams2605b232020-06-10 15:53:46 +0100219 std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
220 const WorkloadInfo& info) const override;
221
Sadik Armagan0c3ea5b2021-02-03 09:29:30 +0000222 std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor,
223 const WorkloadInfo& info) const override;
224
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000225 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
226 const WorkloadInfo& info) const override;
227
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100228 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
229 const WorkloadInfo& info) const override;
230
Keith Davis3ae3f972021-05-21 16:33:48 +0100231 std::unique_ptr<IWorkload> CreateShape(const ShapeQueueDescriptor& descriptor,
232 const WorkloadInfo& info) const override;
233
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100234 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
235 const WorkloadInfo& info) const override;
236
237 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
238 const WorkloadInfo& info) const override;
239
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000240 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
241 const WorkloadInfo& info) const override;
242
Keith Davisa57eccb2019-06-14 17:33:22 +0100243 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
244 const WorkloadInfo& info) const override;
245
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100246 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000247 const WorkloadInfo& info) const override;
248
Matthew Jackson81e601c2019-07-11 12:07:09 +0100249 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
250 const WorkloadInfo& info) const override;
251
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100252 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
253 const WorkloadInfo& info) const override;
Sadik Armagan9199e582019-09-05 17:35:31 +0100254
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100255 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
256 const WorkloadInfo& info) const override;
Aron Virginas-Tar92b9f872019-09-17 17:27:04 +0100257
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000258 std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
259 const WorkloadInfo& info) const override;
260
Aron Virginas-Tare662a942019-10-14 15:12:00 +0100261 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
262 const WorkloadInfo& info) const override;
Kevin May09ca49c2019-10-09 12:37:34 +0100263
Narumol Prangnawarate5339e72021-07-28 17:33:28 +0100264 std::unique_ptr<IWorkload> CreateUnidirectionalSequenceLstm(
265 const UnidirectionalSequenceLstmQueueDescriptor& descriptor,
266 const WorkloadInfo& info) const override;
267
telsoa014fcda012018-03-09 14:13:49 +0000268private:
telsoa014fcda012018-03-09 14:13:49 +0000269 template <typename F32Workload, typename U8Workload, typename QueueDescriptorType>
270 std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor, const WorkloadInfo& info) const;
Matthew Bentham7c1603a2019-06-21 17:22:23 +0100271
272 mutable std::shared_ptr<RefMemoryManager> m_MemoryManager;
telsoa014fcda012018-03-09 14:13:49 +0000273};
274
275} // namespace armnn