blob: 32b0d48167c797c718bc3fa6e18ebaf584ce2ba2 [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
josh minor4a3c6102020-01-06 16:40:46 -060058 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Aron Virginas-Tar82046942019-09-09 15:18:29 +010059 std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor,
60 const WorkloadInfo& info) const override;
61
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000062 std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
63 const WorkloadInfo& info) const override;
64
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010065 std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000066 const WorkloadInfo& info) const override;
67
James Conroy2dc05722019-09-19 17:00:31 +010068 std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor,
69 const WorkloadInfo& info) const override;
70
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010071 std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
72 const WorkloadInfo& info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000073
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010074 std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000075 const WorkloadInfo& info) const override;
76
Sadik Armaganf40d6d42021-04-22 09:12:11 +010077 std::unique_ptr<IWorkload> CreateCast(const CastQueueDescriptor& descriptor,
78 const WorkloadInfo& info) const override;
79
Aron Virginas-Tar77bfb5e2019-10-16 17:45:38 +010080 std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
81 const WorkloadInfo& info) const override;
82
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010083 std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor,
84 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000085
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010086 std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
87 const WorkloadInfo& info) const override;
telsoa014fcda012018-03-09 14:13:49 +000088
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010089 std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
90 const WorkloadInfo& info) const override;
91
92 std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
93 const WorkloadInfo& info) const override;
Nikhil Raj91e4c6d2019-07-05 12:22:58 +010094
Matteo Martincigh3d6898c2019-01-15 16:11:44 +000095 std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
telsoa014fcda012018-03-09 14:13:49 +000096 const WorkloadInfo& info) const override;
surmeh01bceff2f2018-03-29 16:29:27 +010097
Aron Virginas-Tar8168f402019-10-04 13:10:16 +010098 std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
99 const WorkloadInfo& info) const override;
100
Aron Virginas-Tarb2801962019-09-30 11:24:53 +0100101 std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor,
102 const WorkloadInfo& info) const override;
103
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000104 std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor,
105 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100106
Jim Flynn983daec2019-05-29 16:20:16 +0100107 std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor,
108 const WorkloadInfo& info) const override;
109
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100110 std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor,
111 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100112
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100113 std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000114 const WorkloadInfo& info) const override;
telsoa01c577f2c2018-08-31 09:22:23 +0100115
josh minor4a3c6102020-01-06 16:40:46 -0600116 std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor,
117 const WorkloadInfo& info) const override;
118
Teresa Charlin2b030d92020-03-27 16:40:56 +0000119 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100120 std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor,
121 const WorkloadInfo& info) const override;
122
Sadik Armagan66aecb02020-06-24 11:42:20 +0100123 std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor,
124 const WorkloadInfo& info) const override;
125
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100126 std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
127 const WorkloadInfo& info) const override;
128
129 std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000130 const WorkloadInfo& info) const override;
131
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100132 std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor,
133 const WorkloadInfo& info) const override;
134
Teresa Charlin2b030d92020-03-27 16:40:56 +0000135 ARMNN_DEPRECATED_MSG("Use CreateComparison instead")
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100136 std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor,
137 const WorkloadInfo& info) const override;
138
139 std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
140 const WorkloadInfo& info) const override;
141
142 std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor,
143 const WorkloadInfo& info) const override;
144
145 std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
146 const WorkloadInfo& info) const override;
147
James Conroyfe3ec942020-11-18 14:20:53 +0000148 std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor,
149 const WorkloadInfo& info) const override;
150
Teresa Charlin8398edc2020-07-20 14:23:02 +0100151 std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor,
152 const WorkloadInfo& info) const override;
153
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100154 std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
155 const WorkloadInfo& info) const override;
156
157 std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor,
158 const WorkloadInfo& info) const override;
159
160 std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
161 const WorkloadInfo& Info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000162
163 std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
164 const WorkloadInfo& info) const override;
165
Derek Lambertif674aa02019-08-01 15:56:25 +0100166 std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor,
167 const WorkloadInfo& info) const override;
168
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100169 ARMNN_DEPRECATED_MSG("Use CreateConcat instead")
170 std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
171 const WorkloadInfo& info) const override;
172
173 std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor,
174 const WorkloadInfo& info) const override;
175
176 std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
177 const WorkloadInfo& info) const override;
178
179 std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
180 const WorkloadInfo& info) const override;
181
182 std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
183 const WorkloadInfo& info) const override;
184
185 std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
186 const WorkloadInfo& info) const override;
187
188 std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
189 const WorkloadInfo& info) const override;
190
191 std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
192 const WorkloadInfo& info) const override;
193
194 std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor,
195 const WorkloadInfo& info) const override;
196
197 std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor,
198 const WorkloadInfo& info) const override;
199
Ryan OShea2323af42020-05-13 16:36:19 +0100200 std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor,
201 const WorkloadInfo& info) const override;
202
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100203 std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
204 const WorkloadInfo& info) const override;
205
206 std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
207 const WorkloadInfo& info) const override;
208
David Monahanc11ba462020-12-03 11:09:46 +0000209 std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
210 const WorkloadInfo& info) const override;
211
Sadik Armagana2747482021-02-09 10:28:54 +0000212 std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor,
213 const WorkloadInfo& info) const override;
214
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100215 std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
216 const WorkloadInfo& info) const override;
217
Aron Virginas-Tar169d2f12019-07-01 19:01:44 +0100218 std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor,
219 const WorkloadInfo& info) const override;
220
221 ARMNN_DEPRECATED_MSG("Use CreateResize instead")
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000222 std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
223 const WorkloadInfo& info) const override;
224
josh minor4a3c6102020-01-06 16:40:46 -0600225 ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead")
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100226 std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
227 const WorkloadInfo& info) const override;
Sadik Armagancd5571c2019-05-31 10:19:03 +0100228
Aron Virginas-Tar94c4fef2019-11-25 15:37:08 +0000229 std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
230 const WorkloadInfo& info) const override;
231
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100232 std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000233 const WorkloadInfo& info) const override;
234
235 std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
236 const WorkloadInfo& info) const override;
237
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100238 std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor,
239 const WorkloadInfo& info) const override;
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000240
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100241 std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000242 const WorkloadInfo& info) const override;
243
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100244 std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000245 const WorkloadInfo& info) const override;
kevmay0190539692018-11-29 08:40:19 +0000246
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000247 std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor,
248 const WorkloadInfo& info) const override;
249
Aron Virginas-Tar8168f402019-10-04 13:10:16 +0100250 std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
Matteo Martincigh3d6898c2019-01-15 16:11:44 +0000251 const WorkloadInfo& info) const override;
252
Mike Kellyc9ea45a2020-02-28 18:11:58 +0000253 std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor,
254 const WorkloadInfo& info) const override;
255
Aron Virginas-Tar7a3e2fe2019-06-27 18:54:47 +0100256 std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor,
257 const WorkloadInfo& info) const override;
258
surmeh01bceff2f2018-03-29 16:29:27 +0100259private:
Aron Virginas-Tara8e06ed2018-10-19 16:46:15 +0100260 template<typename FloatWorkload, typename Uint8Workload, typename QueueDescriptorType, typename... Args>
261 static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
262 const WorkloadInfo& info,
263 Args&&... args);
264
265 template <typename Workload, typename QueueDescriptorType, typename... Args>
266 static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor,
267 const WorkloadInfo& info,
268 Args&&... args);
269
Sadik Armagandea8fb62020-11-26 10:38:11 +0000270 void InitializeCLCompileContext();
271
Aron Virginas-Tar56055192018-11-12 18:10:43 +0000272 mutable std::shared_ptr<ClMemoryManager> m_MemoryManager;
Sadik Armagan04a72972020-09-14 15:44:18 +0100273 const IBackendInternal::IBackendSpecificModelContextPtr m_ModelContextPtr;
Sadik Armagandea8fb62020-11-26 10:38:11 +0000274 arm_compute::CLCompileContext m_CLCompileContext;
telsoa014fcda012018-03-09 14:13:49 +0000275};
276
277} // namespace armnn