blob: fad5dd04faf047cc17a72eff01735d535536753c [file] [log] [blame]
Laurent Carlier749294b2020-06-01 09:03:17 +01001//
Teresa Charlin8398edc2020-07-20 14:23:02 +01002// Copyright © 2017 Arm Ltd and Contributors. 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 Beck0dbe0ee2018-09-24 15:59:27 +01007#include <armnn/IRuntime.hpp>
David Beck29c75de2018-10-23 13:35:58 +01008#include <armnn/Optional.hpp>
telsoa01c577f2c2018-08-31 09:22:23 +01009
Sadik Armagan04a72972020-09-14 15:44:18 +010010#include <armnn/backends/IBackendInternal.hpp>
11
Derek Lambertie3803ea2019-11-13 10:36:08 +000012#include <backendsCommon/WorkloadFactoryBase.hpp>
Aron Virginas-Tar60578952018-10-31 11:04:01 +000013#include <aclCommon/BaseMemoryManager.hpp>
Aron Virginas-Tarf9aeef02018-10-12 15:18:03 +010014
telsoa014fcda012018-03-09 14:13:49 +000015namespace armnn
16{
17
telsoa01c577f2c2018-08-31 09:22:23 +010018// ARM Compute OpenCL workload factory.
Derek Lambertie3803ea2019-11-13 10:36:08 +000019class ClWorkloadFactory : public WorkloadFactoryBase
telsoa014fcda012018-03-09 14:13:49 +000020{
21public:
Aron Virginas-Tar56055192018-11-12 18:10:43 +000022 ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager);
telsoa014fcda012018-03-09 14:13:49 +000023
Sadik Armagan04a72972020-09-14 15:44:18 +010024 ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager,
25 const IBackendInternal::IBackendSpecificModelContextPtr& modelContextPtr);
26
David Beck79141b92018-10-23 16:09:36 +010027 const BackendId& GetBackendId() const override;
telsoa014fcda012018-03-09 14:13:49 +000028
David Beck29c75de2018-10-23 13:35:58 +010029 static bool IsLayerSupported(const Layer& layer,
30 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010031 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000032
Sadik Armagan04a72972020-09-14 15:44:18 +010033 static bool IsLayerSupported(const IConnectableLayer& layer,
34 Optional<DataType> dataType,
35 std::string& outReasonIfUnsupported,
36 const ModelOptions& modelOptions);
37
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000038 bool SupportsSubTensors() const override { return true; }
telsoa014fcda012018-03-09 14:13:49 +000039
Sadik Armaganc83eb252020-07-22 16:32:06 +010040 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000041 std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
42 TensorShape const& subTensorShape,
43 unsigned int const* subTensorOrigin) const override;
telsoa014fcda012018-03-09 14:13:49 +000044
Sadik Armaganc83eb252020-07-22 16:32:06 +010045 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010046 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
47 const bool IsMemoryManaged = true) const override;
telsoa014fcda012018-03-09 14:13:49 +000048
Sadik Armaganc83eb252020-07-22 16:32:06 +010049 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000050 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010051 DataLayout dataLayout,
52 const bool IsMemoryManaged = true) const override;
Francis Murtagh351d13d2018-09-24 15:01:18 +010053
josh minor4a3c6102020-01-06 16:40:46 -060054 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Aron Virginas-Tar82046942019-09-09 15:18:29 +010055 std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
56 const WorkloadInfo& info) const override;
57
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000058 std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
59 const WorkloadInfo& info) const override;
60
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010061 std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000062 const WorkloadInfo& info) const override;
63
James Conroy2dc05722019-09-19 17:00:31 +010064 std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
65 const WorkloadInfo& info) const override;
66
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010067 std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
68 const WorkloadInfo& info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000069
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010070 std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000071 const WorkloadInfo& info) const override;
72
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010073 std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
74 const WorkloadInfo& info) const override;
75
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010076 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
77 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000078
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010079 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
80 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000081
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010082 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
83 const WorkloadInfo& info) const override;
84
85 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
86 const WorkloadInfo& info) const override;
Nikhil Raj91e4c6d2019-07-05 12:22:58 +010087
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000088 std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000089 const WorkloadInfo& info) const override;
surmeh01bceff2f2018-03-29 16:29:27 +010090
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010091 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
92 const WorkloadInfo& info) const override;
93
Aron Virginas-Tarb2801962019-09-30 11:24:53 +010094 std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
95 const WorkloadInfo& info) const override;
96
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000097 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
98 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +010099
Jim Flynn983daec2019-05-29 16:20:16 +0100100 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
101 const WorkloadInfo& info) const override;
102
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100103 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
104 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100105
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100106 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000107 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100108
josh minor4a3c6102020-01-06 16:40:46 -0600109 std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
110 const WorkloadInfo& info) const override;
111
Teresa Charlin2b030d92020-03-27 16:40:56 +0000112 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100113 std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
114 const WorkloadInfo& info) const override;
115
Sadik Armagan66aecb02020-06-24 11:42:20 +0100116 std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
117 const WorkloadInfo& info) const override;
118
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100119 std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
120 const WorkloadInfo& info) const override;
121
122 std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000123 const WorkloadInfo& info) const override;
124
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100125 std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
126 const WorkloadInfo& info) const override;
127
Teresa Charlin2b030d92020-03-27 16:40:56 +0000128 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100129 std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
130 const WorkloadInfo& info) const override;
131
132 std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
133 const WorkloadInfo& info) const override;
134
135 std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
136 const WorkloadInfo& info) const override;
137
138 std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
139 const WorkloadInfo& info) const override;
140
Teresa Charlin8398edc2020-07-20 14:23:02 +0100141 std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
142 const WorkloadInfo& info) const override;
143
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100144 std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
145 const WorkloadInfo& info) const override;
146
147 std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
148 const WorkloadInfo& info) const override;
149
150 std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
151 const WorkloadInfo& Info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000152
153 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
154 const WorkloadInfo& info) const override;
155
Derek Lambertif674aa02019-08-01 15:56:25 +0100156 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
157 const WorkloadInfo& info) const override;
158
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100159 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
160 std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
161 const WorkloadInfo& info) const override;
162
163 std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
164 const WorkloadInfo& info) const override;
165
166 std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
167 const WorkloadInfo& info) const override;
168
169 std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
170 const WorkloadInfo& info) const override;
171
172 std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
173 const WorkloadInfo& info) const override;
174
175 std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
176 const WorkloadInfo& info) const override;
177
178 std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
179 const WorkloadInfo& info) const override;
180
181 std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
182 const WorkloadInfo& info) const override;
183
184 std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
185 const WorkloadInfo& info) const override;
186
187 std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
188 const WorkloadInfo& info) const override;
189
Ryan OShea2323af42020-05-13 16:36:19 +0100190 std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
191 const WorkloadInfo& info) const override;
192
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100193 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
194 const WorkloadInfo& info) const override;
195
196 std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
197 const WorkloadInfo& info) const override;
198
199 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
200 const WorkloadInfo& info) const override;
201
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100202 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
203 const WorkloadInfo& info) const override;
204
205 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000206 std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
207 const WorkloadInfo& info) const override;
208
josh minor4a3c6102020-01-06 16:40:46 -0600209 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100210 std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
211 const WorkloadInfo& info) const override;
Sadik Armagancd5571c2019-05-31 10:19:03 +0100212
Aron Virginas-Tar94c4fef2019-11-25 15:37:08 +0000213 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
214 const WorkloadInfo& info) const override;
215
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100216 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000217 const WorkloadInfo& info) const override;
218
219 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
220 const WorkloadInfo& info) const override;
221
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100222 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
223 const WorkloadInfo& info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000224
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100225 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000226 const WorkloadInfo& info) const override;
227
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100228 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000229 const WorkloadInfo& info) const override;
kevmay0190539692018-11-29 08:40:19 +0000230
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000231 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
232 const WorkloadInfo& info) const override;
233
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100234 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000235 const WorkloadInfo& info) const override;
236
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000237 std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
238 const WorkloadInfo& info) const override;
239
Aron Virginas-Tar7a3e2fe2019-06-27 18:54:47 +0100240 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
241 const WorkloadInfo& info) const override;
242
surmeh01bceff2f2018-03-29 16:29:27 +0100243private:
Aron Virginas-Tara8e06ed2018-10-19 16:46:15 +0100244 template<typename FloatWorkload, typename Uint8Workload, typename QueueDescriptorType, typename... Args>
245 static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
246 const WorkloadInfo& info,
247 Args&&... args);
248
249 template <typename Workload, typename QueueDescriptorType, typename... Args>
250 static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
251 const WorkloadInfo& info,
252 Args&&... args);
253
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000254 mutable std::shared_ptr<ClMemoryManager> m_MemoryManager;
Sadik Armagan04a72972020-09-14 15:44:18 +0100255 const IBackendInternal::IBackendSpecificModelContextPtr m_ModelContextPtr;
telsoa014fcda012018-03-09 14:13:49 +0000256};
257
258} // namespace armnn