telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 4 | // |
| 5 | #pragma once |
| 6 | |
David Beck | 0dbe0ee | 2018-09-24 15:59:27 +0100 | [diff] [blame] | 7 | #include <armnn/IRuntime.hpp> |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 8 | #include <armnn/Optional.hpp> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 9 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 10 | #include <backendsCommon/OutputHandler.hpp> |
Aron Virginas-Tar | 6057895 | 2018-10-31 11:04:01 +0000 | [diff] [blame] | 11 | #include <aclCommon/BaseMemoryManager.hpp> |
Aron Virginas-Tar | f9aeef0 | 2018-10-12 15:18:03 +0100 | [diff] [blame] | 12 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 13 | namespace armnn |
| 14 | { |
| 15 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 16 | // ARM Compute OpenCL workload factory. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 17 | class ClWorkloadFactory : public IWorkloadFactory |
| 18 | { |
| 19 | public: |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 20 | ClWorkloadFactory(const std::shared_ptr<ClMemoryManager>& memoryManager); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 21 | |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 22 | const BackendId& GetBackendId() const override; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 23 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 24 | static bool IsLayerSupported(const Layer& layer, |
| 25 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 26 | std::string& outReasonIfUnsupported); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 27 | |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 28 | bool SupportsSubTensors() const override { return true; } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 29 | |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 30 | std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent, |
| 31 | TensorShape const& subTensorShape, |
| 32 | unsigned int const* subTensorOrigin) const override; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 33 | |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 34 | std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo, |
| 35 | const bool IsMemoryManaged = true) const override; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 36 | |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 37 | std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo, |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 38 | DataLayout dataLayout, |
| 39 | const bool IsMemoryManaged = true) const override; |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 40 | |
Aron Virginas-Tar | 8204694 | 2019-09-09 15:18:29 +0100 | [diff] [blame] | 41 | std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor, |
| 42 | const WorkloadInfo& info) const override; |
| 43 | |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 44 | std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor, |
| 45 | const WorkloadInfo& info) const override; |
| 46 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 47 | std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor, |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 48 | const WorkloadInfo& info) const override; |
| 49 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 50 | std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor, |
| 51 | const WorkloadInfo& info) const override; |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 52 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 53 | std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 54 | const WorkloadInfo& info) const override; |
| 55 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 56 | std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor, |
| 57 | const WorkloadInfo& info) const override; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 58 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 59 | std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor, |
| 60 | const WorkloadInfo& info) const override; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 61 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 62 | std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor, |
| 63 | const WorkloadInfo& info) const override; |
| 64 | |
| 65 | std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor, |
| 66 | const WorkloadInfo& info) const override; |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 67 | |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 68 | std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 69 | const WorkloadInfo& info) const override; |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 70 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 71 | std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor, |
| 72 | const WorkloadInfo& info) const override; |
| 73 | |
Aron Virginas-Tar | b280196 | 2019-09-30 11:24:53 +0100 | [diff] [blame] | 74 | std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor, |
| 75 | const WorkloadInfo& info) const override; |
| 76 | |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 77 | std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(const DepthwiseConvolution2dQueueDescriptor& descriptor, |
| 78 | const WorkloadInfo& info) const override; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 79 | |
Jim Flynn | 983daec | 2019-05-29 16:20:16 +0100 | [diff] [blame] | 80 | std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor, |
| 81 | const WorkloadInfo& info) const override; |
| 82 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 83 | std::unique_ptr<IWorkload> CreateDetectionPostProcess(const DetectionPostProcessQueueDescriptor& descriptor, |
| 84 | const WorkloadInfo& info) const override; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 85 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 86 | std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor, |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 87 | const WorkloadInfo& info) const override; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 88 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 89 | std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor, |
| 90 | const WorkloadInfo& info) const override; |
| 91 | |
| 92 | std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor, |
| 93 | const WorkloadInfo& info) const override; |
| 94 | |
| 95 | std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor, |
| 96 | const WorkloadInfo& info) const override; |
| 97 | |
| 98 | std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor, |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 99 | const WorkloadInfo& info) const override; |
| 100 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 101 | std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor, |
| 102 | const WorkloadInfo& info) const override; |
| 103 | |
| 104 | std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor, |
| 105 | const WorkloadInfo& info) const override; |
| 106 | |
| 107 | std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor, |
| 108 | const WorkloadInfo& info) const override; |
| 109 | |
| 110 | std::unique_ptr<IWorkload> CreateInstanceNormalization(const InstanceNormalizationQueueDescriptor& descriptor, |
| 111 | const WorkloadInfo& info) const override; |
| 112 | |
| 113 | std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor, |
| 114 | const WorkloadInfo& info) const override; |
| 115 | |
| 116 | std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor, |
| 117 | const WorkloadInfo& info) const override; |
| 118 | |
| 119 | std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor, |
| 120 | const WorkloadInfo& info) const override; |
| 121 | |
| 122 | std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor, |
| 123 | const WorkloadInfo& Info) const override; |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 124 | |
| 125 | std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor, |
| 126 | const WorkloadInfo& info) const override; |
| 127 | |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 128 | std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor, |
| 129 | const WorkloadInfo& info) const override; |
| 130 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 131 | ARMNN_DEPRECATED_MSG("Use CreateConcat instead") |
| 132 | std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor, |
| 133 | const WorkloadInfo& info) const override; |
| 134 | |
| 135 | std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor, |
| 136 | const WorkloadInfo& info) const override; |
| 137 | |
| 138 | std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor, |
| 139 | const WorkloadInfo& info) const override; |
| 140 | |
| 141 | std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor, |
| 142 | const WorkloadInfo& info) const override; |
| 143 | |
| 144 | std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor, |
| 145 | const WorkloadInfo& info) const override; |
| 146 | |
| 147 | std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor, |
| 148 | const WorkloadInfo& info) const override; |
| 149 | |
| 150 | std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor, |
| 151 | const WorkloadInfo& info) const override; |
| 152 | |
| 153 | std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor, |
| 154 | const WorkloadInfo& info) const override; |
| 155 | |
| 156 | std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, |
| 157 | const WorkloadInfo& info) const override; |
| 158 | |
| 159 | std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor, |
| 160 | const WorkloadInfo& info) const override; |
| 161 | |
| 162 | std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor, |
| 163 | const WorkloadInfo& info) const override; |
| 164 | |
| 165 | std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor, |
| 166 | const WorkloadInfo& info) const override; |
| 167 | |
| 168 | std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor, |
| 169 | const WorkloadInfo& info) const override; |
| 170 | |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 171 | std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor, |
| 172 | const WorkloadInfo& info) const override; |
| 173 | |
| 174 | ARMNN_DEPRECATED_MSG("Use CreateResize instead") |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 175 | std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor, |
| 176 | const WorkloadInfo& info) const override; |
| 177 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 178 | std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor, |
| 179 | const WorkloadInfo& info) const override; |
Sadik Armagan | cd5571c | 2019-05-31 10:19:03 +0100 | [diff] [blame] | 180 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 181 | std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor, |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 182 | const WorkloadInfo& info) const override; |
| 183 | |
| 184 | std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor, |
| 185 | const WorkloadInfo& info) const override; |
| 186 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 187 | std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor, |
| 188 | const WorkloadInfo& info) const override; |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 189 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 190 | std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor, |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 191 | const WorkloadInfo& info) const override; |
| 192 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 193 | std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor, |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 194 | const WorkloadInfo& info) const override; |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 195 | |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 196 | std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor, |
| 197 | const WorkloadInfo& info) const override; |
| 198 | |
Aron Virginas-Tar | 8168f40 | 2019-10-04 13:10:16 +0100 | [diff] [blame^] | 199 | std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor, |
Matteo Martincigh | 3d6898c | 2019-01-15 16:11:44 +0000 | [diff] [blame] | 200 | const WorkloadInfo& info) const override; |
| 201 | |
Aron Virginas-Tar | 7a3e2fe | 2019-06-27 18:54:47 +0100 | [diff] [blame] | 202 | std::unique_ptr<IWorkload> CreateTransposeConvolution2d(const TransposeConvolution2dQueueDescriptor& descriptor, |
| 203 | const WorkloadInfo& info) const override; |
| 204 | |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 205 | private: |
Aron Virginas-Tar | a8e06ed | 2018-10-19 16:46:15 +0100 | [diff] [blame] | 206 | template<typename FloatWorkload, typename Uint8Workload, typename QueueDescriptorType, typename... Args> |
| 207 | static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor, |
| 208 | const WorkloadInfo& info, |
| 209 | Args&&... args); |
| 210 | |
| 211 | template <typename Workload, typename QueueDescriptorType, typename... Args> |
| 212 | static std::unique_ptr<IWorkload> MakeWorkload(const QueueDescriptorType& descriptor, |
| 213 | const WorkloadInfo& info, |
| 214 | Args&&... args); |
| 215 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 216 | mutable std::shared_ptr<ClMemoryManager> m_MemoryManager; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 217 | }; |
| 218 | |
| 219 | } // namespace armnn |