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 | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 7 | #include <armnn/TensorFwd.hpp> |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 8 | #include <armnn/Optional.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 9 | |
| 10 | #include <backendsCommon/OutputHandler.hpp> |
| 11 | #include <backendsCommon/Workload.hpp> |
| 12 | |
| 13 | #include <memory> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 14 | |
| 15 | namespace armnn |
| 16 | { |
| 17 | |
| 18 | class Layer; |
| 19 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 20 | // Workload factory interface for compute backends. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 21 | class IWorkloadFactory |
| 22 | { |
| 23 | public: |
| 24 | virtual ~IWorkloadFactory() { } |
| 25 | |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 26 | virtual const BackendId& GetBackendId() const = 0; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 27 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 28 | static bool IsLayerSupported(const BackendId& backendId, |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 29 | const IConnectableLayer& layer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 30 | Optional<DataType> dataType, |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 31 | std::string& outReasonIfUnsupported); |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 32 | |
| 33 | static bool IsLayerSupported(const IConnectableLayer& layer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 34 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 35 | std::string& outReasonIfUnsupported); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 36 | |
| 37 | virtual bool SupportsSubTensors() const = 0; |
| 38 | |
| 39 | virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent, |
| 40 | TensorShape const& subTensorShape, |
| 41 | unsigned int const* subTensorOrigin |
| 42 | ) const = 0; |
| 43 | |
| 44 | virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor, |
| 45 | const WorkloadInfo& info) const = 0; |
| 46 | |
| 47 | virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo) const = 0; |
| 48 | |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 49 | virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo, |
| 50 | DataLayout dataLayout) const = 0; |
| 51 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 52 | virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 53 | const WorkloadInfo& info) const; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 54 | |
| 55 | virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 56 | const WorkloadInfo& info) const; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 57 | |
| 58 | virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 59 | const WorkloadInfo& info) const; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 60 | |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 61 | virtual std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 62 | const WorkloadInfo& Info) const; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 63 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 64 | virtual std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor, |
Jim Flynn | 4ed6c83 | 2019-05-20 11:02:46 +0100 | [diff] [blame] | 65 | const WorkloadInfo& info) const; |
| 66 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 67 | virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 68 | const WorkloadInfo& info) const; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 69 | |
| 70 | virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 71 | const WorkloadInfo& info) const; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 72 | |
| 73 | virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 74 | const WorkloadInfo& info) const; |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 75 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 76 | virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor, |
| 77 | const WorkloadInfo& info) const; |
Matteo Martincigh | 59a950c | 2018-12-13 12:48:25 +0000 | [diff] [blame] | 78 | |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 79 | virtual std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 80 | const WorkloadInfo& info) const; |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 81 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 82 | virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d( |
| 83 | const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const; |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 84 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 85 | virtual std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor, |
| 86 | const WorkloadInfo& info) const; |
| 87 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 88 | virtual std::unique_ptr<IWorkload> CreateDetectionPostProcess( |
| 89 | const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const; |
| 90 | |
| 91 | virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor, |
| 92 | const WorkloadInfo& info) const; |
| 93 | |
| 94 | virtual std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor, |
| 95 | const WorkloadInfo& Info) const; |
| 96 | |
| 97 | virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor, |
| 98 | const WorkloadInfo& info) const; |
| 99 | |
| 100 | virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor, |
| 101 | const WorkloadInfo& info) const; |
| 102 | |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 103 | virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 104 | const WorkloadInfo& info) const; |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 105 | |
| 106 | virtual std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor, |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 107 | const WorkloadInfo& info) const; |
| 108 | |
| 109 | virtual std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor, |
| 110 | const WorkloadInfo& info) const; |
| 111 | |
| 112 | virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor, |
| 113 | const WorkloadInfo& info) const; |
| 114 | |
| 115 | virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor, |
| 116 | const WorkloadInfo& info) const; |
| 117 | |
| 118 | virtual std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor, |
| 119 | const WorkloadInfo& info) const; |
| 120 | |
| 121 | virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor, |
| 122 | const WorkloadInfo& Info) const; |
| 123 | |
| 124 | virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor, |
| 125 | const WorkloadInfo& info) const; |
| 126 | |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 127 | virtual std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor, |
| 128 | const WorkloadInfo& info) const; |
| 129 | |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 130 | virtual std::unique_ptr<IWorkload> CreateMerge(const MergeQueueDescriptor& descriptor, |
| 131 | const WorkloadInfo& info) const; |
| 132 | |
Jim Flynn | 4ed6c83 | 2019-05-20 11:02:46 +0100 | [diff] [blame] | 133 | ARMNN_DEPRECATED_MSG("Use CreateConcat instead") |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 134 | virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor, |
| 135 | const WorkloadInfo& info) const; |
| 136 | |
| 137 | virtual std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor, |
| 138 | const WorkloadInfo& info) const; |
| 139 | |
| 140 | virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor, |
| 141 | const WorkloadInfo& info) const; |
| 142 | |
| 143 | virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor, |
| 144 | const WorkloadInfo& info) const; |
| 145 | |
| 146 | virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor, |
| 147 | const WorkloadInfo& info) const; |
| 148 | |
| 149 | virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor, |
| 150 | const WorkloadInfo& Info) const; |
| 151 | |
| 152 | virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor, |
| 153 | const WorkloadInfo& info) const; |
| 154 | |
| 155 | virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor, |
| 156 | const WorkloadInfo& info) const; |
| 157 | |
| 158 | virtual std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, |
| 159 | const WorkloadInfo& info) const; |
| 160 | |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 161 | virtual std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor, |
| 162 | const WorkloadInfo& info) const; |
| 163 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 164 | virtual std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor, |
| 165 | const WorkloadInfo& Info) const; |
| 166 | |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 167 | virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor, |
| 168 | const WorkloadInfo& info) const; |
| 169 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 170 | virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor, |
| 171 | const WorkloadInfo& info) const; |
| 172 | |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 173 | virtual std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor, |
| 174 | const WorkloadInfo& info) const; |
| 175 | |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 176 | ARMNN_DEPRECATED_MSG("Use CreateResize instead") |
| 177 | virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor, |
| 178 | const WorkloadInfo& info) const; |
| 179 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 180 | virtual std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor, |
| 181 | const WorkloadInfo& info) const; |
| 182 | |
| 183 | virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor, |
| 184 | const WorkloadInfo& info) const; |
| 185 | |
| 186 | virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor, |
| 187 | const WorkloadInfo& info) const; |
| 188 | |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 189 | virtual std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor, |
| 190 | const WorkloadInfo& info) const; |
| 191 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 192 | virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor, |
| 193 | const WorkloadInfo& info) const; |
| 194 | |
| 195 | virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor, |
| 196 | const WorkloadInfo& info) const; |
| 197 | |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 198 | virtual std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor, |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 199 | const WorkloadInfo& info) const; |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 200 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 201 | virtual std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor, |
| 202 | const WorkloadInfo& Info) const; |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 203 | |
| 204 | virtual std::unique_ptr<IWorkload> CreateSwitch(const SwitchQueueDescriptor& descriptor, |
| 205 | const WorkloadInfo& Info) const; |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 206 | |
| 207 | virtual std::unique_ptr<IWorkload> CreateTransposeConvolution2d( |
| 208 | const TransposeConvolution2dQueueDescriptor& descriptor, |
| 209 | const WorkloadInfo& info) const; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 210 | }; |
| 211 | |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 212 | } // namespace armnn |