blob: 3ca33c891e2148b566b5a25ccb870344af2343dd [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
Sadik Armagandea8fb62020-11-26 10:38:11 +000015#include <arm_compute/core/CL/CLCompileContext.h>
16
telsoa014fcda012018-03-09 14:13:49 +000017namespace armnn
18{
19
telsoa01c577f2c2018-08-31 09:22:23 +010020// ARM Compute OpenCL workload factory.
Derek Lambertie3803ea2019-11-13 10:36:08 +000021class ClWorkloadFactory : public WorkloadFactoryBase
telsoa014fcda012018-03-09 14:13:49 +000022{
23public:
Aron Virginas-Tar56055192018-11-12 18:10:43 +000024 ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager);
telsoa014fcda012018-03-09 14:13:49 +000025
Sadik Armagan04a72972020-09-14 15:44:18 +010026 ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager,
27 const IBackendInternal::IBackendSpecificModelContextPtr& modelContextPtr);
28
Sadik Armagandea8fb62020-11-26 10:38:11 +000029 void AfterWorkloadsCreated() override;
30
David Beck79141b92018-10-23 16:09:36 +010031 const BackendId& GetBackendId() const override;
telsoa014fcda012018-03-09 14:13:49 +000032
David Beck29c75de2018-10-23 13:35:58 +010033 static bool IsLayerSupported(const Layer& layer,
34 Optional<DataType> dataType,
telsoa01c577f2c2018-08-31 09:22:23 +010035 std::string& outReasonIfUnsupported);
telsoa014fcda012018-03-09 14:13:49 +000036
Sadik Armagan04a72972020-09-14 15:44:18 +010037 static bool IsLayerSupported(const IConnectableLayer& layer,
38 Optional<DataType> dataType,
39 std::string& outReasonIfUnsupported,
40 const ModelOptions& modelOptions);
41
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000042 bool SupportsSubTensors() const override { return true; }
telsoa014fcda012018-03-09 14:13:49 +000043
Sadik Armaganc83eb252020-07-22 16:32:06 +010044 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000045 std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
46 TensorShape const& subTensorShape,
47 unsigned int const* subTensorOrigin) const override;
telsoa014fcda012018-03-09 14:13:49 +000048
Sadik Armaganc83eb252020-07-22 16:32:06 +010049 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
David Monahan3fb7e102019-08-20 11:25:29 +010050 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
51 const bool IsMemoryManaged = true) const override;
telsoa014fcda012018-03-09 14:13:49 +000052
Sadik Armaganc83eb252020-07-22 16:32:06 +010053 ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000054 std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
David Monahan3fb7e102019-08-20 11:25:29 +010055 DataLayout dataLayout,
56 const bool IsMemoryManaged = true) const override;
Francis Murtagh351d13d2018-09-24 15:01:18 +010057
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
Sadik Armaganf40d6d42021-04-22 09:12:11 +010073 std::unique_ptr<IWorkload> CreateCast(const CastQueueDescriptor& descriptor,
74 const WorkloadInfo& info) const override;
75
Teresa Charlin1222dbd2021-09-02 13:58:52 +010076 std::unique_ptr<IWorkload> CreateChannelShuffle(const ChannelShuffleQueueDescriptor& descriptor,
77 const WorkloadInfo& info) const override;
78
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010079 std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
80 const WorkloadInfo& info) const override;
81
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010082 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
83 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000084
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010085 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
86 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000087
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010088 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
89 const WorkloadInfo& info) const override;
90
91 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
92 const WorkloadInfo& info) const override;
Nikhil Raj91e4c6d2019-07-05 12:22:58 +010093
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;
surmeh01bceff2f2018-03-29 16:29:27 +010096
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010097 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
98 const WorkloadInfo& info) const override;
99
Aron Virginas-Tarb2801962019-09-30 11:24:53 +0100100 std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
101 const WorkloadInfo& info) const override;
102
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000103 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
104 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100105
Jim Flynn983daec2019-05-29 16:20:16 +0100106 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
107 const WorkloadInfo& info) const override;
108
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100109 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
110 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100111
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100112 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000113 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100114
josh minor4a3c6102020-01-06 16:40:46 -0600115 std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
116 const WorkloadInfo& info) const override;
117
Sadik Armagan66aecb02020-06-24 11:42:20 +0100118 std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
119 const WorkloadInfo& info) const override;
120
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100121 std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
122 const WorkloadInfo& info) const override;
123
124 std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000125 const WorkloadInfo& info) const override;
126
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100127 std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
128 const WorkloadInfo& info) const override;
129
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100130 std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
131 const WorkloadInfo& info) const override;
132
133 std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
134 const WorkloadInfo& info) const override;
135
136 std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
137 const WorkloadInfo& info) const override;
138
James Conroyfe3ec942020-11-18 14:20:53 +0000139 std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
140 const WorkloadInfo& info) const override;
141
Teresa Charlin8398edc2020-07-20 14:23:02 +0100142 std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
143 const WorkloadInfo& info) const override;
144
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100145 std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
146 const WorkloadInfo& info) const override;
147
148 std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
149 const WorkloadInfo& info) const override;
150
151 std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
152 const WorkloadInfo& Info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000153
154 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
155 const WorkloadInfo& info) const override;
156
Derek Lambertif674aa02019-08-01 15:56:25 +0100157 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
158 const WorkloadInfo& info) const override;
159
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100160 std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
161 const WorkloadInfo& info) const override;
162
163 std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
164 const WorkloadInfo& info) const override;
165
166 std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
167 const WorkloadInfo& info) const override;
168
169 std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
170 const WorkloadInfo& info) const override;
171
172 std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
173 const WorkloadInfo& info) const override;
174
175 std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
176 const WorkloadInfo& info) const override;
177
178 std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
179 const WorkloadInfo& info) const override;
180
181 std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
182 const WorkloadInfo& info) const override;
183
184 std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
185 const WorkloadInfo& info) const override;
186
Ryan OShea2323af42020-05-13 16:36:19 +0100187 std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
188 const WorkloadInfo& info) const override;
189
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100190 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
191 const WorkloadInfo& info) const override;
192
193 std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
194 const WorkloadInfo& info) const override;
195
David Monahanc11ba462020-12-03 11:09:46 +0000196 std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
197 const WorkloadInfo& info) const override;
198
Sadik Armagana2747482021-02-09 10:28:54 +0000199 std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor,
200 const WorkloadInfo& info) const override;
201
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100202 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
203 const WorkloadInfo& info) const override;
204
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100205 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
206 const WorkloadInfo& info) const override;
207
Aron Virginas-Tar94c4fef2019-11-25 15:37:08 +0000208 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
209 const WorkloadInfo& info) const override;
210
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100211 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000212 const WorkloadInfo& info) const override;
213
214 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
215 const WorkloadInfo& info) const override;
216
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100217 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
218 const WorkloadInfo& info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000219
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100220 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000221 const WorkloadInfo& info) const override;
222
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100223 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000224 const WorkloadInfo& info) const override;
kevmay0190539692018-11-29 08:40:19 +0000225
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000226 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
227 const WorkloadInfo& info) const override;
228
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100229 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000230 const WorkloadInfo& info) const override;
231
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000232 std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
233 const WorkloadInfo& info) const override;
234
Aron Virginas-Tar7a3e2fe2019-06-27 18:54:47 +0100235 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
236 const WorkloadInfo& info) const override;
237
surmeh01bceff2f2018-03-29 16:29:27 +0100238private:
Aron Virginas-Tara8e06ed2018-10-19 16:46:15 +0100239 template<typename FloatWorkload, typename Uint8Workload, typename QueueDescriptorType, typename... Args>
240 static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
241 const WorkloadInfo& info,
242 Args&&... args);
243
244 template <typename Workload, typename QueueDescriptorType, typename... Args>
245 static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
246 const WorkloadInfo& info,
247 Args&&... args);
248
Sadik Armagandea8fb62020-11-26 10:38:11 +0000249 void InitializeCLCompileContext();
250
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000251 mutable std::shared_ptr<ClMemoryManager> m_MemoryManager;
Sadik Armagan04a72972020-09-14 15:44:18 +0100252 const IBackendInternal::IBackendSpecificModelContextPtr m_ModelContextPtr;
Sadik Armagandea8fb62020-11-26 10:38:11 +0000253 arm_compute::CLCompileContext m_CLCompileContext;
telsoa014fcda012018-03-09 14:13:49 +0000254};
255
256} // namespace armnn