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 | // |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 5 | |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 6 | #include "NeonBackendId.hpp" |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 7 | #include "NeonTensorHandle.hpp" |
| 8 | #include "NeonWorkloadFactory.hpp" |
| 9 | |
David Beck | 0dbe0ee | 2018-09-24 15:59:27 +0100 | [diff] [blame] | 10 | #include <Layer.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 11 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 12 | #include <armnn/Utils.hpp> |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 13 | #include <armnn/utility/IgnoreUnused.hpp> |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 14 | #include <armnn/utility/PolymorphicDowncast.hpp> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 15 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 16 | #include <backendsCommon/CpuTensorHandle.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 17 | #include <backendsCommon/MakeWorkloadHelper.hpp> |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 18 | #include <backendsCommon/MemCopyWorkload.hpp> |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 19 | #include <backendsCommon/MemImportWorkload.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 20 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 21 | #include <neon/workloads/NeonWorkloadUtils.hpp> |
| 22 | #include <neon/workloads/NeonWorkloads.hpp> |
| 23 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 24 | namespace armnn |
| 25 | { |
| 26 | |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 27 | namespace |
| 28 | { |
| 29 | static const BackendId s_Id{NeonBackendId()}; |
| 30 | } |
| 31 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 32 | bool NeonWorkloadFactory::IsLayerSupported(const Layer& layer, |
| 33 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 34 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 35 | { |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 36 | return IWorkloadFactory::IsLayerSupported(s_Id, layer, dataType, outReasonIfUnsupported); |
| 37 | } |
| 38 | |
| 39 | const BackendId& NeonWorkloadFactory::GetBackendId() const |
| 40 | { |
| 41 | return s_Id; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 42 | } |
| 43 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 44 | NeonWorkloadFactory::NeonWorkloadFactory(const std::shared_ptr<NeonMemoryManager>& memoryManager) |
| 45 | : m_MemoryManager(memoryManager) |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 46 | { |
| 47 | } |
| 48 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 49 | std::unique_ptr<ITensorHandle> NeonWorkloadFactory::CreateSubTensorHandle(ITensorHandle& parent, |
| 50 | TensorShape const& subTensorShape, |
| 51 | unsigned int const* subTensorOrigin) const |
| 52 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 53 | const arm_compute::TensorShape shape = armcomputetensorutils::BuildArmComputeTensorShape(subTensorShape); |
| 54 | |
| 55 | arm_compute::Coordinates coords; |
| 56 | coords.set_num_dimensions(subTensorShape.GetNumDimensions()); |
| 57 | for (unsigned int i = 0; i < subTensorShape.GetNumDimensions(); i++) |
| 58 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 59 | // Arm compute indexes tensor coords in reverse order. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 60 | unsigned int revertedIndex = subTensorShape.GetNumDimensions() - i - 1; |
| 61 | coords.set(i, boost::numeric_cast<int>(subTensorOrigin[revertedIndex])); |
| 62 | } |
| 63 | |
Derek Lamberti | 0790dce | 2019-04-15 18:37:35 +0100 | [diff] [blame] | 64 | const arm_compute::TensorShape parentShape = armcomputetensorutils::BuildArmComputeTensorShape(parent.GetShape()); |
| 65 | if (!::arm_compute::error_on_invalid_subtensor(__func__, __FILE__, __LINE__, parentShape, coords, shape)) |
| 66 | { |
| 67 | return nullptr; |
| 68 | } |
| 69 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 70 | return std::make_unique<NeonSubTensorHandle>( |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 71 | PolymorphicDowncast<IAclTensorHandle*>(&parent), shape, coords); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 72 | } |
| 73 | |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 74 | std::unique_ptr<ITensorHandle> NeonWorkloadFactory::CreateTensorHandle(const TensorInfo& tensorInfo, |
| 75 | const bool IsMemoryManaged) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 76 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 77 | auto tensorHandle = std::make_unique<NeonTensorHandle>(tensorInfo); |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 78 | if (IsMemoryManaged) |
| 79 | { |
| 80 | tensorHandle->SetMemoryGroup(m_MemoryManager->GetInterLayerMemoryGroup()); |
| 81 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 82 | return tensorHandle; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 83 | } |
| 84 | |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 85 | std::unique_ptr<ITensorHandle> NeonWorkloadFactory::CreateTensorHandle(const TensorInfo& tensorInfo, |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 86 | DataLayout dataLayout, |
| 87 | const bool IsMemoryManaged) const |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 88 | { |
| 89 | auto tensorHandle = std::make_unique<NeonTensorHandle>(tensorInfo, dataLayout); |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 90 | if (IsMemoryManaged) |
| 91 | { |
| 92 | tensorHandle->SetMemoryGroup(m_MemoryManager->GetInterLayerMemoryGroup()); |
| 93 | } |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 94 | return tensorHandle; |
| 95 | } |
| 96 | |
Aron Virginas-Tar | 914e4db | 2019-09-09 13:36:45 +0100 | [diff] [blame] | 97 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateAbs(const AbsQueueDescriptor& descriptor, |
| 98 | const WorkloadInfo& info) const |
| 99 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 100 | IgnoreUnused(descriptor); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 101 | |
| 102 | ElementwiseUnaryQueueDescriptor elementwiseUnaryDescriptor; |
| 103 | elementwiseUnaryDescriptor.m_Parameters = ElementwiseUnaryDescriptor(UnaryOperation::Abs); |
| 104 | |
| 105 | return CreateElementwiseUnary(elementwiseUnaryDescriptor, info); |
Aron Virginas-Tar | 914e4db | 2019-09-09 13:36:45 +0100 | [diff] [blame] | 106 | } |
| 107 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 108 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateActivation(const ActivationQueueDescriptor& descriptor, |
| 109 | const WorkloadInfo& info) const |
| 110 | { |
Nattapat Chaimanowong | d4b7059 | 2018-10-12 11:21:49 +0100 | [diff] [blame] | 111 | return std::make_unique<NeonActivationWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 112 | } |
| 113 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 114 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateAddition(const AdditionQueueDescriptor& descriptor, |
| 115 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 116 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 117 | return std::make_unique<NeonAdditionWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 118 | } |
| 119 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 120 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor, |
| 121 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 122 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 123 | return std::make_unique<NeonArgMinMaxWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 124 | } |
| 125 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 126 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateBatchNormalization( |
| 127 | const BatchNormalizationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 128 | { |
| 129 | return std::make_unique<NeonBatchNormalizationWorkload>(descriptor, info); |
| 130 | } |
| 131 | |
| 132 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor, |
| 133 | const WorkloadInfo& info) const |
| 134 | { |
Mike Kelly | 5685802 | 2020-01-27 12:14:47 +0000 | [diff] [blame] | 135 | return std::make_unique<NeonBatchToSpaceNdWorkload>(descriptor, info); |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 136 | } |
| 137 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 138 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateComparison(const ComparisonQueueDescriptor& descriptor, |
| 139 | const WorkloadInfo& info) const |
| 140 | { |
Teresa Charlin | cedd34f | 2020-03-30 11:17:30 +0100 | [diff] [blame] | 141 | return std::make_unique<NeonComparisonWorkload>(descriptor, info); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 142 | } |
| 143 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 144 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateConcat(const ConcatQueueDescriptor& descriptor, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 145 | const WorkloadInfo& info) const |
| 146 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 147 | return std::make_unique<NeonConcatWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 148 | } |
| 149 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 150 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateConstant(const ConstantQueueDescriptor& descriptor, |
| 151 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 152 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 153 | return std::make_unique<NeonConstantWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 154 | } |
| 155 | |
Narumol Prangnawarat | 250d392 | 2020-03-30 16:11:04 +0100 | [diff] [blame] | 156 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateConvertBf16ToFp32( |
| 157 | const ConvertBf16ToFp32QueueDescriptor& descriptor, |
| 158 | const WorkloadInfo& info) const |
| 159 | { |
| 160 | return std::make_unique<NeonConvertBf16ToFp32Workload>(descriptor, info); |
| 161 | } |
| 162 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 163 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateConvertFp16ToFp32( |
| 164 | const ConvertFp16ToFp32QueueDescriptor& descriptor, |
| 165 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 166 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 167 | return std::make_unique<NeonConvertFp16ToFp32Workload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 168 | } |
| 169 | |
Narumol Prangnawarat | 250d392 | 2020-03-30 16:11:04 +0100 | [diff] [blame] | 170 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateConvertFp32ToBf16( |
| 171 | const ConvertFp32ToBf16QueueDescriptor& descriptor, |
| 172 | const WorkloadInfo& info) const |
| 173 | { |
| 174 | return std::make_unique<NeonConvertFp32ToBf16Workload>(descriptor, info); |
| 175 | } |
| 176 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 177 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateConvertFp32ToFp16( |
| 178 | const ConvertFp32ToFp16QueueDescriptor& descriptor, |
| 179 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 180 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 181 | return std::make_unique<NeonConvertFp32ToFp16Workload>(descriptor, info); |
Nikhil Raj | 9b46148 | 2019-07-03 15:58:31 +0100 | [diff] [blame] | 182 | } |
| 183 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 184 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateConvolution2d( |
| 185 | const Convolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 186 | { |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 187 | return std::make_unique<NeonConvolution2dWorkload>(descriptor, info, |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 188 | m_MemoryManager->GetIntraLayerManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 189 | } |
| 190 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 191 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDebug(const DebugQueueDescriptor& descriptor, |
| 192 | const WorkloadInfo& info) const |
| 193 | { |
| 194 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 195 | } |
| 196 | |
Aron Virginas-Tar | 2f00b74 | 2019-09-30 13:28:08 +0100 | [diff] [blame] | 197 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor, |
| 198 | const WorkloadInfo& info) const |
| 199 | { |
| 200 | return std::make_unique<NeonDepthToSpaceWorkload>(descriptor, info); |
| 201 | } |
| 202 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 203 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDepthwiseConvolution2d( |
| 204 | const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 205 | { |
Nattapat Chaimanowong | 7714088 | 2018-10-17 11:12:19 +0100 | [diff] [blame] | 206 | return std::make_unique<NeonDepthwiseConvolutionWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 207 | } |
| 208 | |
Narumol Prangnawarat | 01961a7 | 2019-05-30 16:47:12 +0100 | [diff] [blame] | 209 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDequantize(const DequantizeQueueDescriptor& descriptor, |
| 210 | const WorkloadInfo& info) const |
| 211 | { |
| 212 | return std::make_unique<NeonDequantizeWorkload>(descriptor, info); |
| 213 | } |
| 214 | |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 215 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDetectionPostProcess( |
| 216 | const armnn::DetectionPostProcessQueueDescriptor& descriptor, const armnn::WorkloadInfo& info) const |
| 217 | { |
James Conroy | d9fb6e2 | 2020-02-21 16:52:44 +0000 | [diff] [blame] | 218 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 219 | } |
| 220 | |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 221 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateDivision( |
| 222 | const DivisionQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 223 | { |
Pablo Tello | e61f071 | 2020-01-23 10:37:17 +0000 | [diff] [blame] | 224 | return std::make_unique<NeonDivisionWorkload>(descriptor, info); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 225 | } |
| 226 | |
Sadik Armagan | ac47210 | 2020-03-24 09:54:36 +0000 | [diff] [blame] | 227 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateElementwiseUnary( |
| 228 | const ElementwiseUnaryQueueDescriptor& descriptor, const WorkloadInfo& info) const |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 229 | { |
Derek Lamberti | c77874a | 2020-04-28 13:34:56 +0100 | [diff] [blame] | 230 | switch(descriptor.m_Parameters.m_Operation) |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 231 | { |
Derek Lamberti | c77874a | 2020-04-28 13:34:56 +0100 | [diff] [blame] | 232 | case UnaryOperation::Abs: |
| 233 | { |
| 234 | AbsQueueDescriptor absQueueDescriptor; |
| 235 | absQueueDescriptor.m_Inputs = descriptor.m_Inputs; |
| 236 | absQueueDescriptor.m_Outputs = descriptor.m_Outputs; |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 237 | |
Derek Lamberti | c77874a | 2020-04-28 13:34:56 +0100 | [diff] [blame] | 238 | return std::make_unique<NeonAbsWorkload>(absQueueDescriptor, info); |
| 239 | } |
| 240 | case UnaryOperation::Rsqrt: |
| 241 | { |
| 242 | RsqrtQueueDescriptor rsqrtQueueDescriptor; |
| 243 | rsqrtQueueDescriptor.m_Inputs = descriptor.m_Inputs; |
| 244 | rsqrtQueueDescriptor.m_Outputs = descriptor.m_Outputs; |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 245 | |
Derek Lamberti | c77874a | 2020-04-28 13:34:56 +0100 | [diff] [blame] | 246 | return std::make_unique<NeonRsqrtWorkload>(rsqrtQueueDescriptor, info); |
| 247 | } |
| 248 | case UnaryOperation::Neg: |
| 249 | return std::make_unique<NeonNegWorkload>(descriptor, info); |
| 250 | case UnaryOperation::Exp: |
| 251 | return std::make_unique<NeonExpWorkload>(descriptor, info); |
| 252 | default: |
| 253 | return nullptr; |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 254 | } |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 255 | } |
| 256 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 257 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateEqual(const EqualQueueDescriptor& descriptor, |
| 258 | const WorkloadInfo& info) const |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 259 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 260 | IgnoreUnused(descriptor); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 261 | |
| 262 | ComparisonQueueDescriptor comparisonDescriptor; |
| 263 | comparisonDescriptor.m_Parameters = ComparisonDescriptor(ComparisonOperation::Equal); |
| 264 | |
| 265 | return CreateComparison(comparisonDescriptor, info); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 266 | } |
| 267 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 268 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateFloor(const FloorQueueDescriptor& descriptor, |
| 269 | const WorkloadInfo& info) const |
| 270 | { |
| 271 | return MakeWorkloadHelper<NeonFloorFloatWorkload, NullWorkload>(descriptor, info); |
| 272 | } |
| 273 | |
| 274 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateFullyConnected( |
| 275 | const FullyConnectedQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 276 | { |
Kevin May | be7e35c | 2020-04-29 17:05:05 +0100 | [diff] [blame] | 277 | return std::make_unique<NeonFullyConnectedWorkload>(descriptor, info, m_MemoryManager->GetIntraLayerManager()); |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 278 | } |
| 279 | |
| 280 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateGather(const armnn::GatherQueueDescriptor& descriptor, |
| 281 | const armnn::WorkloadInfo& info) const |
| 282 | { |
| 283 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 284 | } |
| 285 | |
| 286 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateGreater(const GreaterQueueDescriptor& descriptor, |
| 287 | const WorkloadInfo& info) const |
| 288 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 289 | IgnoreUnused(descriptor); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 290 | |
| 291 | ComparisonQueueDescriptor comparisonDescriptor; |
| 292 | comparisonDescriptor.m_Parameters = ComparisonDescriptor(ComparisonOperation::Greater); |
| 293 | |
| 294 | return CreateComparison(comparisonDescriptor, info); |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 295 | } |
| 296 | |
| 297 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateInput(const InputQueueDescriptor& descriptor, |
| 298 | const WorkloadInfo& info) const |
| 299 | { |
| 300 | return std::make_unique<CopyMemGenericWorkload>(descriptor, info); |
| 301 | } |
| 302 | |
| 303 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateInstanceNormalization( |
| 304 | const InstanceNormalizationQueueDescriptor& descriptor, |
| 305 | const WorkloadInfo& info) const |
| 306 | { |
| 307 | return std::make_unique<NeonInstanceNormalizationWorkload>(descriptor, info); |
| 308 | } |
| 309 | |
| 310 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor, |
| 311 | const WorkloadInfo& info) const |
| 312 | { |
| 313 | return MakeWorkloadHelper<NeonL2NormalizationFloatWorkload, NullWorkload>(descriptor, info, |
| 314 | m_MemoryManager->GetIntraLayerManager()); |
| 315 | } |
| 316 | |
| 317 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateLstm(const LstmQueueDescriptor& descriptor, |
| 318 | const WorkloadInfo& info) const |
| 319 | { |
| 320 | return MakeWorkloadHelper<NeonLstmFloatWorkload, NullWorkload>(descriptor, info); |
| 321 | } |
| 322 | |
| 323 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateMaximum(const MaximumQueueDescriptor& descriptor, |
| 324 | const WorkloadInfo& info) const |
| 325 | { |
| 326 | return std::make_unique<NeonMaximumWorkload>(descriptor, info); |
| 327 | } |
| 328 | |
| 329 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateMean(const MeanQueueDescriptor& descriptor, |
| 330 | const WorkloadInfo& info) const |
| 331 | { |
| 332 | return std::make_unique<NeonMeanWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 333 | } |
| 334 | |
| 335 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateMemCopy(const MemCopyQueueDescriptor& descriptor, |
| 336 | const WorkloadInfo& info) const |
| 337 | { |
| 338 | if (descriptor.m_Inputs.empty() || !descriptor.m_Inputs[0]) |
| 339 | { |
| 340 | throw InvalidArgumentException("NeonWorkloadFactory: Invalid null input for MemCopy workload"); |
| 341 | } |
| 342 | |
Aron Virginas-Tar | a8e06ed | 2018-10-19 16:46:15 +0100 | [diff] [blame] | 343 | return MakeWorkloadHelper<CopyMemGenericWorkload, CopyMemGenericWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 344 | } |
| 345 | |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 346 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateMemImport(const MemImportQueueDescriptor& descriptor, |
| 347 | const WorkloadInfo& info) const |
| 348 | { |
| 349 | if (descriptor.m_Inputs.empty() || !descriptor.m_Inputs[0]) |
| 350 | { |
| 351 | throw InvalidArgumentException("NeonWorkloadFactory: Invalid null input for MemImport workload"); |
| 352 | } |
| 353 | |
| 354 | return std::make_unique<ImportMemGenericWorkload>(descriptor, info); |
| 355 | } |
| 356 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 357 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateMerger(const MergerQueueDescriptor& descriptor, |
| 358 | const WorkloadInfo& info) const |
| 359 | { |
| 360 | return CreateConcat(descriptor, info); |
| 361 | } |
| 362 | |
| 363 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateMinimum(const MinimumQueueDescriptor& descriptor, |
| 364 | const WorkloadInfo& info) const |
| 365 | { |
| 366 | return std::make_unique<NeonMinimumWorkload>(descriptor, info); |
| 367 | } |
| 368 | |
| 369 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateMultiplication( |
| 370 | const MultiplicationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 371 | { |
| 372 | return std::make_unique<NeonMultiplicationWorkload>(descriptor, info); |
| 373 | } |
| 374 | |
| 375 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateNormalization( |
| 376 | const NormalizationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 377 | { |
| 378 | return MakeWorkloadHelper<NeonNormalizationFloatWorkload, NullWorkload>(descriptor, info, |
| 379 | m_MemoryManager->GetIntraLayerManager()); |
| 380 | } |
| 381 | |
| 382 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateOutput(const OutputQueueDescriptor& descriptor, |
| 383 | const WorkloadInfo& info) const |
| 384 | { |
| 385 | return std::make_unique<CopyMemGenericWorkload>(descriptor, info); |
| 386 | } |
| 387 | |
| 388 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreatePad(const PadQueueDescriptor& descriptor, |
| 389 | const WorkloadInfo& info) const |
| 390 | { |
| 391 | return std::make_unique<NeonPadWorkload>(descriptor, info); |
| 392 | } |
| 393 | |
| 394 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreatePermute(const PermuteQueueDescriptor& descriptor, |
| 395 | const WorkloadInfo& info) const |
| 396 | { |
| 397 | return std::make_unique<NeonPermuteWorkload>(descriptor, info); |
| 398 | } |
| 399 | |
| 400 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreatePooling2d(const Pooling2dQueueDescriptor& descriptor, |
| 401 | const WorkloadInfo& info) const |
| 402 | { |
| 403 | return std::make_unique<NeonPooling2dWorkload>(descriptor, info); |
| 404 | } |
| 405 | |
| 406 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, |
| 407 | const WorkloadInfo& info) const |
| 408 | { |
| 409 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 410 | } |
| 411 | |
| 412 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreatePrelu(const armnn::PreluQueueDescriptor &descriptor, |
| 413 | const armnn::WorkloadInfo &info) const |
| 414 | { |
| 415 | return std::make_unique<NeonPreluWorkload>(descriptor, info); |
| 416 | } |
| 417 | |
James Conroy | cc34093 | 2020-05-12 18:08:52 +0100 | [diff] [blame^] | 418 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateQLstm(const QLstmQueueDescriptor& descriptor, |
| 419 | const WorkloadInfo& info) const |
| 420 | { |
| 421 | return std::make_unique<NeonQLstmWorkload>(descriptor, info); |
| 422 | } |
| 423 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 424 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateQuantize(const QuantizeQueueDescriptor& descriptor, |
| 425 | const WorkloadInfo& info) const |
| 426 | { |
Kevin May | 9077473 | 2020-03-03 12:10:10 +0000 | [diff] [blame] | 427 | return std::make_unique<NeonQuantizeWorkload>(descriptor, info); |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 428 | } |
| 429 | |
| 430 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor, |
| 431 | const WorkloadInfo& info) const |
| 432 | { |
| 433 | return std::make_unique<NeonQuantizedLstmWorkload>(descriptor, info); |
| 434 | } |
| 435 | |
| 436 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateReshape(const ReshapeQueueDescriptor& descriptor, |
| 437 | const WorkloadInfo& info) const |
| 438 | { |
| 439 | return std::make_unique<NeonReshapeWorkload>(descriptor, info); |
| 440 | } |
| 441 | |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 442 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateResize(const ResizeQueueDescriptor& descriptor, |
| 443 | const WorkloadInfo& info) const |
| 444 | { |
Ellen Norris-Thompson | 37e6868 | 2019-07-15 14:23:30 +0100 | [diff] [blame] | 445 | return std::make_unique<NeonResizeWorkload>(descriptor, info); |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 446 | } |
| 447 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 448 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateResizeBilinear( |
| 449 | const ResizeBilinearQueueDescriptor& descriptor, |
| 450 | const WorkloadInfo& info) const |
| 451 | { |
Ellen Norris-Thompson | 37e6868 | 2019-07-15 14:23:30 +0100 | [diff] [blame] | 452 | ResizeQueueDescriptor resizeDescriptor; |
| 453 | resizeDescriptor.m_Inputs = descriptor.m_Inputs; |
| 454 | resizeDescriptor.m_Outputs = descriptor.m_Outputs; |
| 455 | |
| 456 | resizeDescriptor.m_Parameters.m_DataLayout = descriptor.m_Parameters.m_DataLayout; |
| 457 | resizeDescriptor.m_Parameters.m_TargetWidth = descriptor.m_Parameters.m_TargetWidth; |
| 458 | resizeDescriptor.m_Parameters.m_TargetHeight = descriptor.m_Parameters.m_TargetHeight; |
| 459 | |
| 460 | return CreateResize(resizeDescriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 461 | } |
| 462 | |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 463 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateRsqrt(const RsqrtQueueDescriptor &descriptor, |
| 464 | const WorkloadInfo &info) const |
| 465 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 466 | IgnoreUnused(descriptor); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 467 | |
| 468 | ElementwiseUnaryQueueDescriptor elementwiseUnaryDescriptor; |
| 469 | elementwiseUnaryDescriptor.m_Parameters = ElementwiseUnaryDescriptor(UnaryOperation::Rsqrt); |
| 470 | |
| 471 | return CreateElementwiseUnary(elementwiseUnaryDescriptor, info); |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 472 | } |
| 473 | |
josh minor | 036f02d | 2019-11-15 14:53:22 -0600 | [diff] [blame] | 474 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSlice(const SliceQueueDescriptor& descriptor, |
| 475 | const WorkloadInfo& info) const |
| 476 | { |
| 477 | return std::make_unique<NeonSliceWorkload>(descriptor, info); |
| 478 | } |
| 479 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 480 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSoftmax(const SoftmaxQueueDescriptor& descriptor, |
| 481 | const WorkloadInfo& info) const |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 482 | { |
Sadik Armagan | be88a57 | 2020-04-30 11:39:37 +0100 | [diff] [blame] | 483 | return std::make_unique<NeonSoftmaxWorkload>(descriptor, info, m_MemoryManager->GetIntraLayerManager()); |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 484 | } |
| 485 | |
Mike Kelly | 0be3a88 | 2020-01-24 11:27:50 +0000 | [diff] [blame] | 486 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor, |
| 487 | const WorkloadInfo& info) const |
| 488 | { |
| 489 | return std::make_unique<NeonSpaceToBatchNdWorkload>(descriptor, info); |
| 490 | } |
| 491 | |
| 492 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor, |
| 493 | const WorkloadInfo& info) const |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 494 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 495 | return std::make_unique<NeonSpaceToDepthWorkload>(descriptor, info); |
| 496 | } |
| 497 | |
| 498 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSplitter(const SplitterQueueDescriptor& descriptor, |
| 499 | const WorkloadInfo& info) const |
| 500 | { |
| 501 | return std::make_unique<NeonSplitterWorkload>(descriptor, info); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 502 | } |
| 503 | |
Matthew Jackson | 87f65ea | 2019-08-01 10:01:34 +0100 | [diff] [blame] | 504 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateStack(const StackQueueDescriptor& descriptor, |
| 505 | const WorkloadInfo& info) const |
| 506 | { |
| 507 | return std::make_unique<NeonStackWorkload>(descriptor, info); |
| 508 | } |
| 509 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 510 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor, |
| 511 | const WorkloadInfo& info) const |
James Conroy | d47a064 | 2019-09-17 14:22:06 +0100 | [diff] [blame] | 512 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 513 | return std::make_unique<NeonStridedSliceWorkload>(descriptor, info); |
| 514 | } |
| 515 | |
| 516 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateSubtraction( |
| 517 | const SubtractionQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 518 | { |
| 519 | return std::make_unique<NeonSubtractionWorkload>(descriptor, info); |
| 520 | } |
| 521 | |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 522 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateTranspose(const TransposeQueueDescriptor& descriptor, |
| 523 | const WorkloadInfo& info) const |
| 524 | { |
| 525 | return std::make_unique<NeonTransposeWorkload>(descriptor, info); |
| 526 | } |
| 527 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 528 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateTransposeConvolution2d( |
| 529 | const TransposeConvolution2dQueueDescriptor &descriptor, |
| 530 | const WorkloadInfo &info) const |
| 531 | { |
| 532 | return std::make_unique<NeonTransposeConvolution2dWorkload>(descriptor, info, |
| 533 | m_MemoryManager->GetIntraLayerManager()); |
James Conroy | d47a064 | 2019-09-17 14:22:06 +0100 | [diff] [blame] | 534 | } |
| 535 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 536 | } // namespace armnn |