Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 1 | // |
Colm Donelan | b4ef163 | 2024-02-01 15:00:43 +0000 | [diff] [blame] | 2 | // Copyright © 2019-2024 Arm Ltd and Contributors. All rights reserved. |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | #include "NeonTransposeConvolution2dWorkload.hpp" |
| 6 | |
| 7 | #include "NeonWorkloadUtils.hpp" |
| 8 | |
| 9 | #include <Profiling.hpp> |
| 10 | |
| 11 | #include <armnn/Types.hpp> |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 12 | #include <armnn/utility/PolymorphicDowncast.hpp> |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 13 | |
| 14 | #include <aclCommon/ArmComputeTensorUtils.hpp> |
| 15 | |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 16 | #include <armnn/backends/TensorHandle.hpp> |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 17 | |
| 18 | #include <neon/workloads/NeonWorkloadUtils.hpp> |
| 19 | |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 20 | namespace armnn |
| 21 | { |
| 22 | |
| 23 | using namespace armcomputetensorutils; |
| 24 | |
| 25 | arm_compute::Status NeonTransposeConvolution2dWorkloadValidate(const TensorInfo& input, |
| 26 | const TensorInfo& output, |
| 27 | const TransposeConvolution2dDescriptor& descriptor, |
| 28 | const TensorInfo& weights, |
| 29 | const Optional<TensorInfo>& biases) |
| 30 | { |
| 31 | const arm_compute::TensorInfo aclInputInfo = BuildArmComputeTensorInfo(input, descriptor.m_DataLayout); |
| 32 | const arm_compute::TensorInfo aclOutputInfo = BuildArmComputeTensorInfo(output, descriptor.m_DataLayout); |
| 33 | const arm_compute::TensorInfo aclWeightsInfo = BuildArmComputeTensorInfo(weights, descriptor.m_DataLayout); |
| 34 | |
| 35 | arm_compute::TensorInfo aclBiasesInfo; |
| 36 | arm_compute::TensorInfo *optionalAclBiasesInfo = nullptr; |
| 37 | |
| 38 | if (descriptor.m_BiasEnabled) |
| 39 | { |
Colm Donelan | b4ef163 | 2024-02-01 15:00:43 +0000 | [diff] [blame] | 40 | ARMNN_THROW_INVALIDARG_MSG_IF_FALSE( |
| 41 | biases.has_value(), |
| 42 | "NeonTransposeConvolution2dWorkload: Bias was enabled in the descriptor but no value was supplied."); |
| 43 | aclBiasesInfo = BuildArmComputeTensorInfo(biases.value(), descriptor.m_DataLayout); |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 44 | optionalAclBiasesInfo = &aclBiasesInfo; |
| 45 | } |
| 46 | |
| 47 | arm_compute::PadStrideInfo layerInfo = BuildArmComputePadStrideInfo(descriptor); |
| 48 | |
| 49 | return arm_compute::NEDeconvolutionLayer::validate(&aclInputInfo, |
| 50 | &aclWeightsInfo, |
| 51 | optionalAclBiasesInfo, |
| 52 | &aclOutputInfo, |
| 53 | layerInfo); |
| 54 | } |
| 55 | |
| 56 | NeonTransposeConvolution2dWorkload::NeonTransposeConvolution2dWorkload( |
| 57 | const TransposeConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info, |
| 58 | std::shared_ptr<arm_compute::MemoryManagerOnDemand>& memoryManager) |
Teresa Charlin | 588cbdf | 2022-01-19 15:55:37 +0000 | [diff] [blame] | 59 | : NeonBaseWorkload<TransposeConvolution2dQueueDescriptor>(descriptor, info) |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 60 | { |
| 61 | m_Data.ValidateInputsOutputs("NeonTransposeConvolution2dWorkload", 1, 1); |
| 62 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 63 | arm_compute::ITensor& input = PolymorphicDowncast<IAclTensorHandle*>(m_Data.m_Inputs[0])->GetTensor(); |
| 64 | arm_compute::ITensor& output = PolymorphicDowncast<IAclTensorHandle*>(m_Data.m_Outputs[0])->GetTensor(); |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 65 | |
| 66 | arm_compute::DataLayout aclDataLayout = ConvertDataLayout(m_Data.m_Parameters.m_DataLayout); |
| 67 | input.info()->set_data_layout(aclDataLayout); |
| 68 | output.info()->set_data_layout(aclDataLayout); |
| 69 | |
| 70 | m_KernelTensor = std::make_unique<arm_compute::Tensor>(); |
| 71 | BuildArmComputeTensor(*m_KernelTensor, m_Data.m_Weight->GetTensorInfo(), m_Data.m_Parameters.m_DataLayout); |
| 72 | |
| 73 | if (m_Data.m_Parameters.m_BiasEnabled) |
| 74 | { |
| 75 | m_BiasTensor = std::make_unique<arm_compute::Tensor>(); |
| 76 | BuildArmComputeTensor(*m_BiasTensor, m_Data.m_Bias->GetTensorInfo(), m_Data.m_Parameters.m_DataLayout); |
| 77 | } |
| 78 | |
| 79 | arm_compute::PadStrideInfo padStrideInfo = BuildArmComputePadStrideInfo(m_Data.m_Parameters); |
| 80 | |
Keith Davis | 2d0679f | 2021-08-05 11:35:00 +0100 | [diff] [blame] | 81 | // Add details for profiling output |
| 82 | WorkloadInfo detailsInfo; |
| 83 | |
| 84 | detailsInfo.m_InputTensorInfos = info.m_InputTensorInfos; |
| 85 | detailsInfo.m_OutputTensorInfos = info.m_OutputTensorInfos; |
| 86 | detailsInfo.m_WeightsTensorInfo = armnn::Optional<armnn::TensorInfo>(descriptor.m_Weight->GetTensorInfo()); |
| 87 | if (descriptor.m_Parameters.m_BiasEnabled) |
| 88 | { |
| 89 | detailsInfo.m_BiasTensorInfo = armnn::Optional<armnn::TensorInfo>(descriptor.m_Bias->GetTensorInfo()); |
| 90 | } |
| 91 | |
| 92 | // Report Profiling Details |
| 93 | ARMNN_REPORT_PROFILING_WORKLOAD_DESC("NeonTransposeConvolution2dWorkload_Construct", |
| 94 | descriptor.m_Parameters, |
| 95 | detailsInfo, |
| 96 | this->GetGuid()); |
| 97 | |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 98 | m_Layer = std::make_unique<arm_compute::NEDeconvolutionLayer>(memoryManager); |
| 99 | m_Layer->configure(&input, m_KernelTensor.get(), m_BiasTensor.get(), &output, padStrideInfo); |
| 100 | |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 101 | InitializeArmComputeTensorData(*m_KernelTensor, m_Data.m_Weight); |
| 102 | |
| 103 | if (m_Data.m_Parameters.m_BiasEnabled) |
| 104 | { |
| 105 | InitializeArmComputeTensorData(*m_BiasTensor, m_Data.m_Bias); |
| 106 | } |
| 107 | |
| 108 | m_Layer->prepare(); |
| 109 | FreeUnusedTensors(); |
| 110 | } |
| 111 | |
| 112 | void NeonTransposeConvolution2dWorkload::Execute() const |
| 113 | { |
Mike Kelly | 7cbe781 | 2023-07-25 17:37:33 +0100 | [diff] [blame] | 114 | ARMNN_SCOPED_PROFILING_EVENT_NEON_NAME_GUID("NeonTransposeConvolution2dWorkload_Execute"); |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 115 | m_Layer->run(); |
| 116 | } |
| 117 | |
| 118 | void NeonTransposeConvolution2dWorkload::FreeUnusedTensors() |
| 119 | { |
| 120 | FreeTensorIfUnused(m_KernelTensor); |
| 121 | FreeTensorIfUnused(m_BiasTensor); |
| 122 | } |
| 123 | |
| 124 | } // namespace armnn |