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> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 13 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 14 | #include <backendsCommon/CpuTensorHandle.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 15 | #include <backendsCommon/MakeWorkloadHelper.hpp> |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 16 | #include <backendsCommon/MemCopyWorkload.hpp> |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 17 | #include <backendsCommon/MemImportWorkload.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 18 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 19 | #include <neon/workloads/NeonWorkloadUtils.hpp> |
| 20 | #include <neon/workloads/NeonWorkloads.hpp> |
| 21 | |
| 22 | #include <boost/core/ignore_unused.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 23 | #include <boost/polymorphic_cast.hpp> |
| 24 | |
| 25 | namespace armnn |
| 26 | { |
| 27 | |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 28 | namespace |
| 29 | { |
| 30 | static const BackendId s_Id{NeonBackendId()}; |
| 31 | } |
| 32 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 33 | bool NeonWorkloadFactory::IsLayerSupported(const Layer& layer, |
| 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 | { |
David Beck | 79141b9 | 2018-10-23 16:09:36 +0100 | [diff] [blame] | 37 | return IWorkloadFactory::IsLayerSupported(s_Id, layer, dataType, outReasonIfUnsupported); |
| 38 | } |
| 39 | |
| 40 | const BackendId& NeonWorkloadFactory::GetBackendId() const |
| 41 | { |
| 42 | return s_Id; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 43 | } |
| 44 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 45 | NeonWorkloadFactory::NeonWorkloadFactory(const std::shared_ptr<NeonMemoryManager>& memoryManager) |
| 46 | : m_MemoryManager(memoryManager) |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 47 | { |
| 48 | } |
| 49 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 50 | std::unique_ptr<ITensorHandle> NeonWorkloadFactory::CreateSubTensorHandle(ITensorHandle& parent, |
| 51 | TensorShape const& subTensorShape, |
| 52 | unsigned int const* subTensorOrigin) const |
| 53 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 54 | const arm_compute::TensorShape shape = armcomputetensorutils::BuildArmComputeTensorShape(subTensorShape); |
| 55 | |
| 56 | arm_compute::Coordinates coords; |
| 57 | coords.set_num_dimensions(subTensorShape.GetNumDimensions()); |
| 58 | for (unsigned int i = 0; i < subTensorShape.GetNumDimensions(); i++) |
| 59 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 60 | // Arm compute indexes tensor coords in reverse order. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 61 | unsigned int revertedIndex = subTensorShape.GetNumDimensions() - i - 1; |
| 62 | coords.set(i, boost::numeric_cast<int>(subTensorOrigin[revertedIndex])); |
| 63 | } |
| 64 | |
Derek Lamberti | 0790dce | 2019-04-15 18:37:35 +0100 | [diff] [blame] | 65 | const arm_compute::TensorShape parentShape = armcomputetensorutils::BuildArmComputeTensorShape(parent.GetShape()); |
| 66 | if (!::arm_compute::error_on_invalid_subtensor(__func__, __FILE__, __LINE__, parentShape, coords, shape)) |
| 67 | { |
| 68 | return nullptr; |
| 69 | } |
| 70 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 71 | return std::make_unique<NeonSubTensorHandle>( |
Derek Lamberti | c81855f | 2019-06-13 17:34:19 +0100 | [diff] [blame] | 72 | boost::polymorphic_downcast<IAclTensorHandle*>(&parent), shape, coords); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 73 | } |
| 74 | |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 75 | std::unique_ptr<ITensorHandle> NeonWorkloadFactory::CreateTensorHandle(const TensorInfo& tensorInfo, |
| 76 | const bool IsMemoryManaged) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 77 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 78 | auto tensorHandle = std::make_unique<NeonTensorHandle>(tensorInfo); |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 79 | if (IsMemoryManaged) |
| 80 | { |
| 81 | tensorHandle->SetMemoryGroup(m_MemoryManager->GetInterLayerMemoryGroup()); |
| 82 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 83 | return tensorHandle; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 84 | } |
| 85 | |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 86 | std::unique_ptr<ITensorHandle> NeonWorkloadFactory::CreateTensorHandle(const TensorInfo& tensorInfo, |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 87 | DataLayout dataLayout, |
| 88 | const bool IsMemoryManaged) const |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 89 | { |
| 90 | auto tensorHandle = std::make_unique<NeonTensorHandle>(tensorInfo, dataLayout); |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 91 | if (IsMemoryManaged) |
| 92 | { |
| 93 | tensorHandle->SetMemoryGroup(m_MemoryManager->GetInterLayerMemoryGroup()); |
| 94 | } |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 95 | return tensorHandle; |
| 96 | } |
| 97 | |
Aron Virginas-Tar | 914e4db | 2019-09-09 13:36:45 +0100 | [diff] [blame] | 98 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateAbs(const AbsQueueDescriptor& descriptor, |
| 99 | const WorkloadInfo& info) const |
| 100 | { |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 101 | boost::ignore_unused(descriptor); |
| 102 | |
| 103 | ElementwiseUnaryQueueDescriptor elementwiseUnaryDescriptor; |
| 104 | elementwiseUnaryDescriptor.m_Parameters = ElementwiseUnaryDescriptor(UnaryOperation::Abs); |
| 105 | |
| 106 | return CreateElementwiseUnary(elementwiseUnaryDescriptor, info); |
Aron Virginas-Tar | 914e4db | 2019-09-09 13:36:45 +0100 | [diff] [blame] | 107 | } |
| 108 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 109 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateActivation(const ActivationQueueDescriptor& descriptor, |
| 110 | const WorkloadInfo& info) const |
| 111 | { |
Nattapat Chaimanowong | d4b7059 | 2018-10-12 11:21:49 +0100 | [diff] [blame] | 112 | return std::make_unique<NeonActivationWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 113 | } |
| 114 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 115 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateAddition(const AdditionQueueDescriptor& descriptor, |
| 116 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 117 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 118 | return std::make_unique<NeonAdditionWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 119 | } |
| 120 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 121 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor, |
| 122 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 123 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 124 | return std::make_unique<NeonArgMinMaxWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 125 | } |
| 126 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 127 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateBatchNormalization( |
| 128 | const BatchNormalizationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 129 | { |
| 130 | return std::make_unique<NeonBatchNormalizationWorkload>(descriptor, info); |
| 131 | } |
| 132 | |
| 133 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor, |
| 134 | const WorkloadInfo& info) const |
| 135 | { |
| 136 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 137 | } |
| 138 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 139 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateComparison(const ComparisonQueueDescriptor& descriptor, |
| 140 | const WorkloadInfo& info) const |
| 141 | { |
| 142 | if (descriptor.m_Parameters.m_Operation == ComparisonOperation::Greater) |
| 143 | { |
| 144 | GreaterQueueDescriptor greaterQueueDescriptor; |
| 145 | greaterQueueDescriptor.m_Inputs = descriptor.m_Inputs; |
| 146 | greaterQueueDescriptor.m_Outputs = descriptor.m_Outputs; |
| 147 | |
| 148 | return MakeWorkloadHelper<NeonGreaterFloat32Workload, NeonGreaterUint8Workload>(greaterQueueDescriptor, info); |
| 149 | } |
| 150 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 151 | } |
| 152 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 153 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateConcat(const ConcatQueueDescriptor& descriptor, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 154 | const WorkloadInfo& info) const |
| 155 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 156 | return std::make_unique<NeonConcatWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 157 | } |
| 158 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 159 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateConstant(const ConstantQueueDescriptor& descriptor, |
| 160 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 161 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 162 | return std::make_unique<NeonConstantWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 163 | } |
| 164 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 165 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateConvertFp16ToFp32( |
| 166 | const ConvertFp16ToFp32QueueDescriptor& descriptor, |
| 167 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 168 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 169 | return std::make_unique<NeonConvertFp16ToFp32Workload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 170 | } |
| 171 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 172 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateConvertFp32ToFp16( |
| 173 | const ConvertFp32ToFp16QueueDescriptor& descriptor, |
| 174 | const WorkloadInfo& info) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 175 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 176 | return std::make_unique<NeonConvertFp32ToFp16Workload>(descriptor, info); |
Nikhil Raj | 9b46148 | 2019-07-03 15:58:31 +0100 | [diff] [blame] | 177 | } |
| 178 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 179 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateConvolution2d( |
| 180 | const Convolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 181 | { |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 182 | return std::make_unique<NeonConvolution2dWorkload>(descriptor, info, |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 183 | m_MemoryManager->GetIntraLayerManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 184 | } |
| 185 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 186 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDebug(const DebugQueueDescriptor& descriptor, |
| 187 | const WorkloadInfo& info) const |
| 188 | { |
| 189 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 190 | } |
| 191 | |
Aron Virginas-Tar | 2f00b74 | 2019-09-30 13:28:08 +0100 | [diff] [blame] | 192 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor, |
| 193 | const WorkloadInfo& info) const |
| 194 | { |
| 195 | return std::make_unique<NeonDepthToSpaceWorkload>(descriptor, info); |
| 196 | } |
| 197 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 198 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDepthwiseConvolution2d( |
| 199 | const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 200 | { |
Nattapat Chaimanowong | 7714088 | 2018-10-17 11:12:19 +0100 | [diff] [blame] | 201 | return std::make_unique<NeonDepthwiseConvolutionWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 202 | } |
| 203 | |
Narumol Prangnawarat | 01961a7 | 2019-05-30 16:47:12 +0100 | [diff] [blame] | 204 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDequantize(const DequantizeQueueDescriptor& descriptor, |
| 205 | const WorkloadInfo& info) const |
| 206 | { |
| 207 | return std::make_unique<NeonDequantizeWorkload>(descriptor, info); |
| 208 | } |
| 209 | |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 210 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateDetectionPostProcess( |
| 211 | const armnn::DetectionPostProcessQueueDescriptor& descriptor, const armnn::WorkloadInfo& info) const |
| 212 | { |
Derek Lamberti | 6a5e5e8 | 2019-12-05 14:41:20 +0000 | [diff] [blame] | 213 | return std::make_unique<NeonDetectionPostProcessWorkload>(descriptor, info); |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 214 | } |
| 215 | |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 216 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateDivision( |
| 217 | const DivisionQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 218 | { |
Pablo Tello | e61f071 | 2020-01-23 10:37:17 +0000 | [diff] [blame] | 219 | return std::make_unique<NeonDivisionWorkload>(descriptor, info); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 220 | } |
| 221 | |
Pablo Tello | e61f071 | 2020-01-23 10:37:17 +0000 | [diff] [blame] | 222 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 223 | descriptor, |
| 224 | const WorkloadInfo& info) const |
| 225 | { |
| 226 | if (descriptor.m_Parameters.m_Operation == UnaryOperation::Abs) |
| 227 | { |
| 228 | AbsQueueDescriptor absQueueDescriptor; |
| 229 | absQueueDescriptor.m_Inputs = descriptor.m_Inputs; |
| 230 | absQueueDescriptor.m_Outputs = descriptor.m_Outputs; |
| 231 | |
| 232 | return std::make_unique<NeonAbsWorkload>(absQueueDescriptor, info); |
| 233 | } |
| 234 | else if (descriptor.m_Parameters.m_Operation == UnaryOperation::Rsqrt) |
| 235 | { |
| 236 | RsqrtQueueDescriptor rsqrtQueueDescriptor; |
| 237 | rsqrtQueueDescriptor.m_Inputs = descriptor.m_Inputs; |
| 238 | rsqrtQueueDescriptor.m_Outputs = descriptor.m_Outputs; |
| 239 | |
| 240 | return std::make_unique<NeonRsqrtWorkload>(rsqrtQueueDescriptor, info); |
| 241 | } |
| 242 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 243 | } |
| 244 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 245 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateEqual(const EqualQueueDescriptor& descriptor, |
| 246 | const WorkloadInfo& info) const |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 247 | { |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 248 | boost::ignore_unused(descriptor); |
| 249 | |
| 250 | ComparisonQueueDescriptor comparisonDescriptor; |
| 251 | comparisonDescriptor.m_Parameters = ComparisonDescriptor(ComparisonOperation::Equal); |
| 252 | |
| 253 | return CreateComparison(comparisonDescriptor, info); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 254 | } |
| 255 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 256 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateFloor(const FloorQueueDescriptor& descriptor, |
| 257 | const WorkloadInfo& info) const |
| 258 | { |
| 259 | return MakeWorkloadHelper<NeonFloorFloatWorkload, NullWorkload>(descriptor, info); |
| 260 | } |
| 261 | |
| 262 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateFullyConnected( |
| 263 | const FullyConnectedQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 264 | { |
| 265 | return MakeWorkloadHelper<NeonFullyConnectedWorkload, NeonFullyConnectedWorkload>( |
| 266 | descriptor, info, m_MemoryManager->GetIntraLayerManager()); |
| 267 | } |
| 268 | |
| 269 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateGather(const armnn::GatherQueueDescriptor& descriptor, |
| 270 | const armnn::WorkloadInfo& info) const |
| 271 | { |
| 272 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 273 | } |
| 274 | |
| 275 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateGreater(const GreaterQueueDescriptor& descriptor, |
| 276 | const WorkloadInfo& info) const |
| 277 | { |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 278 | boost::ignore_unused(descriptor); |
| 279 | |
| 280 | ComparisonQueueDescriptor comparisonDescriptor; |
| 281 | comparisonDescriptor.m_Parameters = ComparisonDescriptor(ComparisonOperation::Greater); |
| 282 | |
| 283 | return CreateComparison(comparisonDescriptor, info); |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 284 | } |
| 285 | |
| 286 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateInput(const InputQueueDescriptor& descriptor, |
| 287 | const WorkloadInfo& info) const |
| 288 | { |
| 289 | return std::make_unique<CopyMemGenericWorkload>(descriptor, info); |
| 290 | } |
| 291 | |
| 292 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateInstanceNormalization( |
| 293 | const InstanceNormalizationQueueDescriptor& descriptor, |
| 294 | const WorkloadInfo& info) const |
| 295 | { |
| 296 | return std::make_unique<NeonInstanceNormalizationWorkload>(descriptor, info); |
| 297 | } |
| 298 | |
| 299 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor, |
| 300 | const WorkloadInfo& info) const |
| 301 | { |
| 302 | return MakeWorkloadHelper<NeonL2NormalizationFloatWorkload, NullWorkload>(descriptor, info, |
| 303 | m_MemoryManager->GetIntraLayerManager()); |
| 304 | } |
| 305 | |
| 306 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateLstm(const LstmQueueDescriptor& descriptor, |
| 307 | const WorkloadInfo& info) const |
| 308 | { |
| 309 | return MakeWorkloadHelper<NeonLstmFloatWorkload, NullWorkload>(descriptor, info); |
| 310 | } |
| 311 | |
| 312 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateMaximum(const MaximumQueueDescriptor& descriptor, |
| 313 | const WorkloadInfo& info) const |
| 314 | { |
| 315 | return std::make_unique<NeonMaximumWorkload>(descriptor, info); |
| 316 | } |
| 317 | |
| 318 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateMean(const MeanQueueDescriptor& descriptor, |
| 319 | const WorkloadInfo& info) const |
| 320 | { |
| 321 | return std::make_unique<NeonMeanWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 322 | } |
| 323 | |
| 324 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateMemCopy(const MemCopyQueueDescriptor& descriptor, |
| 325 | const WorkloadInfo& info) const |
| 326 | { |
| 327 | if (descriptor.m_Inputs.empty() || !descriptor.m_Inputs[0]) |
| 328 | { |
| 329 | throw InvalidArgumentException("NeonWorkloadFactory: Invalid null input for MemCopy workload"); |
| 330 | } |
| 331 | |
Aron Virginas-Tar | a8e06ed | 2018-10-19 16:46:15 +0100 | [diff] [blame] | 332 | return MakeWorkloadHelper<CopyMemGenericWorkload, CopyMemGenericWorkload>(descriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 333 | } |
| 334 | |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 335 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateMemImport(const MemImportQueueDescriptor& 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 MemImport workload"); |
| 341 | } |
| 342 | |
| 343 | return std::make_unique<ImportMemGenericWorkload>(descriptor, info); |
| 344 | } |
| 345 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 346 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateMerger(const MergerQueueDescriptor& descriptor, |
| 347 | const WorkloadInfo& info) const |
| 348 | { |
| 349 | return CreateConcat(descriptor, info); |
| 350 | } |
| 351 | |
| 352 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateMinimum(const MinimumQueueDescriptor& descriptor, |
| 353 | const WorkloadInfo& info) const |
| 354 | { |
| 355 | return std::make_unique<NeonMinimumWorkload>(descriptor, info); |
| 356 | } |
| 357 | |
| 358 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateMultiplication( |
| 359 | const MultiplicationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 360 | { |
| 361 | return std::make_unique<NeonMultiplicationWorkload>(descriptor, info); |
| 362 | } |
| 363 | |
| 364 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateNormalization( |
| 365 | const NormalizationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 366 | { |
| 367 | return MakeWorkloadHelper<NeonNormalizationFloatWorkload, NullWorkload>(descriptor, info, |
| 368 | m_MemoryManager->GetIntraLayerManager()); |
| 369 | } |
| 370 | |
| 371 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateOutput(const OutputQueueDescriptor& descriptor, |
| 372 | const WorkloadInfo& info) const |
| 373 | { |
| 374 | return std::make_unique<CopyMemGenericWorkload>(descriptor, info); |
| 375 | } |
| 376 | |
| 377 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreatePad(const PadQueueDescriptor& descriptor, |
| 378 | const WorkloadInfo& info) const |
| 379 | { |
| 380 | return std::make_unique<NeonPadWorkload>(descriptor, info); |
| 381 | } |
| 382 | |
| 383 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreatePermute(const PermuteQueueDescriptor& descriptor, |
| 384 | const WorkloadInfo& info) const |
| 385 | { |
| 386 | return std::make_unique<NeonPermuteWorkload>(descriptor, info); |
| 387 | } |
| 388 | |
| 389 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreatePooling2d(const Pooling2dQueueDescriptor& descriptor, |
| 390 | const WorkloadInfo& info) const |
| 391 | { |
| 392 | return std::make_unique<NeonPooling2dWorkload>(descriptor, info); |
| 393 | } |
| 394 | |
| 395 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, |
| 396 | const WorkloadInfo& info) const |
| 397 | { |
| 398 | return MakeWorkloadHelper<NullWorkload, NullWorkload>(descriptor, info); |
| 399 | } |
| 400 | |
| 401 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreatePrelu(const armnn::PreluQueueDescriptor &descriptor, |
| 402 | const armnn::WorkloadInfo &info) const |
| 403 | { |
| 404 | return std::make_unique<NeonPreluWorkload>(descriptor, info); |
| 405 | } |
| 406 | |
| 407 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateQuantize(const QuantizeQueueDescriptor& descriptor, |
| 408 | const WorkloadInfo& info) const |
| 409 | { |
| 410 | return std::make_unique<NeonQuantizeWorkload>(descriptor, info); |
| 411 | } |
| 412 | |
| 413 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor, |
| 414 | const WorkloadInfo& info) const |
| 415 | { |
| 416 | return std::make_unique<NeonQuantizedLstmWorkload>(descriptor, info); |
| 417 | } |
| 418 | |
| 419 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateReshape(const ReshapeQueueDescriptor& descriptor, |
| 420 | const WorkloadInfo& info) const |
| 421 | { |
| 422 | return std::make_unique<NeonReshapeWorkload>(descriptor, info); |
| 423 | } |
| 424 | |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 425 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateResize(const ResizeQueueDescriptor& descriptor, |
| 426 | const WorkloadInfo& info) const |
| 427 | { |
Ellen Norris-Thompson | 37e6868 | 2019-07-15 14:23:30 +0100 | [diff] [blame] | 428 | return std::make_unique<NeonResizeWorkload>(descriptor, info); |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 429 | } |
| 430 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 431 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateResizeBilinear( |
| 432 | const ResizeBilinearQueueDescriptor& descriptor, |
| 433 | const WorkloadInfo& info) const |
| 434 | { |
Ellen Norris-Thompson | 37e6868 | 2019-07-15 14:23:30 +0100 | [diff] [blame] | 435 | ResizeQueueDescriptor resizeDescriptor; |
| 436 | resizeDescriptor.m_Inputs = descriptor.m_Inputs; |
| 437 | resizeDescriptor.m_Outputs = descriptor.m_Outputs; |
| 438 | |
| 439 | resizeDescriptor.m_Parameters.m_DataLayout = descriptor.m_Parameters.m_DataLayout; |
| 440 | resizeDescriptor.m_Parameters.m_TargetWidth = descriptor.m_Parameters.m_TargetWidth; |
| 441 | resizeDescriptor.m_Parameters.m_TargetHeight = descriptor.m_Parameters.m_TargetHeight; |
| 442 | |
| 443 | return CreateResize(resizeDescriptor, info); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 444 | } |
| 445 | |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 446 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateRsqrt(const RsqrtQueueDescriptor &descriptor, |
| 447 | const WorkloadInfo &info) const |
| 448 | { |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 449 | boost::ignore_unused(descriptor); |
| 450 | |
| 451 | ElementwiseUnaryQueueDescriptor elementwiseUnaryDescriptor; |
| 452 | elementwiseUnaryDescriptor.m_Parameters = ElementwiseUnaryDescriptor(UnaryOperation::Rsqrt); |
| 453 | |
| 454 | return CreateElementwiseUnary(elementwiseUnaryDescriptor, info); |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 455 | } |
| 456 | |
josh minor | 036f02d | 2019-11-15 14:53:22 -0600 | [diff] [blame] | 457 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSlice(const SliceQueueDescriptor& descriptor, |
| 458 | const WorkloadInfo& info) const |
| 459 | { |
| 460 | return std::make_unique<NeonSliceWorkload>(descriptor, info); |
| 461 | } |
| 462 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 463 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSoftmax(const SoftmaxQueueDescriptor& descriptor, |
| 464 | const WorkloadInfo& info) const |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 465 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 466 | return MakeWorkloadHelper<NeonSoftmaxFloatWorkload, NeonSoftmaxUint8Workload>( |
| 467 | descriptor, info, m_MemoryManager->GetIntraLayerManager()); |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 468 | } |
| 469 | |
Mike Kelly | 0be3a88 | 2020-01-24 11:27:50 +0000 | [diff] [blame] | 470 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor, |
| 471 | const WorkloadInfo& info) const |
| 472 | { |
| 473 | return std::make_unique<NeonSpaceToBatchNdWorkload>(descriptor, info); |
| 474 | } |
| 475 | |
| 476 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor, |
| 477 | const WorkloadInfo& info) const |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 478 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 479 | return std::make_unique<NeonSpaceToDepthWorkload>(descriptor, info); |
| 480 | } |
| 481 | |
| 482 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateSplitter(const SplitterQueueDescriptor& descriptor, |
| 483 | const WorkloadInfo& info) const |
| 484 | { |
| 485 | return std::make_unique<NeonSplitterWorkload>(descriptor, info); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 486 | } |
| 487 | |
Matthew Jackson | 87f65ea | 2019-08-01 10:01:34 +0100 | [diff] [blame] | 488 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateStack(const StackQueueDescriptor& descriptor, |
| 489 | const WorkloadInfo& info) const |
| 490 | { |
| 491 | return std::make_unique<NeonStackWorkload>(descriptor, info); |
| 492 | } |
| 493 | |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 494 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor, |
| 495 | const WorkloadInfo& info) const |
James Conroy | d47a064 | 2019-09-17 14:22:06 +0100 | [diff] [blame] | 496 | { |
Sadik Armagan | 0d4863d | 2019-10-09 14:26:32 +0100 | [diff] [blame] | 497 | return std::make_unique<NeonStridedSliceWorkload>(descriptor, info); |
| 498 | } |
| 499 | |
| 500 | std::unique_ptr<armnn::IWorkload> NeonWorkloadFactory::CreateSubtraction( |
| 501 | const SubtractionQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 502 | { |
| 503 | return std::make_unique<NeonSubtractionWorkload>(descriptor, info); |
| 504 | } |
| 505 | |
| 506 | std::unique_ptr<IWorkload> NeonWorkloadFactory::CreateTransposeConvolution2d( |
| 507 | const TransposeConvolution2dQueueDescriptor &descriptor, |
| 508 | const WorkloadInfo &info) const |
| 509 | { |
| 510 | return std::make_unique<NeonTransposeConvolution2dWorkload>(descriptor, info, |
| 511 | m_MemoryManager->GetIntraLayerManager()); |
James Conroy | d47a064 | 2019-09-17 14:22:06 +0100 | [diff] [blame] | 512 | } |
| 513 | |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 514 | } // namespace armnn |