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 | |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 6 | #include "NeonConvolution2dWorkload.hpp" |
| 7 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 8 | #include <aclCommon/ArmComputeTensorUtils.hpp> |
Mike Kelly | 07810fc | 2020-11-12 10:58:48 +0000 | [diff] [blame] | 9 | #include <aclCommon/ArmComputeUtils.hpp> |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 10 | #include <armnn/utility/PolymorphicDowncast.hpp> |
James Conroy | 1f58f03 | 2021-04-27 17:13:27 +0100 | [diff] [blame] | 11 | #include <backendsCommon/TensorHandle.hpp> |
Matthew Bentham | d80a712 | 2019-01-08 17:52:37 +0000 | [diff] [blame] | 12 | #include <neon/workloads/NeonWorkloadUtils.hpp> |
| 13 | |
| 14 | #include <arm_compute/runtime/NEON/functions/NEConvolutionLayer.h> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 15 | |
David Beck | 711fa31 | 2018-09-24 10:46:38 +0100 | [diff] [blame] | 16 | #include <armnn/Types.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 17 | #include <Half.hpp> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 18 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 19 | namespace armnn |
| 20 | { |
| 21 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 22 | using namespace armcomputetensorutils; |
| 23 | |
| 24 | arm_compute::Status NeonConvolution2dWorkloadValidate(const TensorInfo& input, |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 25 | const TensorInfo& output, |
| 26 | const Convolution2dDescriptor& descriptor, |
| 27 | const TensorInfo& weights, |
| 28 | const Optional<TensorInfo>& biases, |
Mike Kelly | 07810fc | 2020-11-12 10:58:48 +0000 | [diff] [blame] | 29 | bool isFastMathEnabled, |
| 30 | const ActivationDescriptor* activationDescriptor) |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 31 | { |
Francis Murtagh | 351d13d | 2018-09-24 15:01:18 +0100 | [diff] [blame] | 32 | const arm_compute::TensorInfo aclInputInfo = BuildArmComputeTensorInfo(input, descriptor.m_DataLayout); |
| 33 | const arm_compute::TensorInfo aclOutputInfo = BuildArmComputeTensorInfo(output, descriptor.m_DataLayout); |
| 34 | const arm_compute::TensorInfo aclWeightsInfo = BuildArmComputeTensorInfo(weights, descriptor.m_DataLayout); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 35 | |
Jan Eilers | 59c6670 | 2019-07-11 10:22:36 +0100 | [diff] [blame] | 36 | const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(descriptor.m_DilationX, |
| 37 | descriptor.m_DilationY); |
| 38 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 39 | arm_compute::TensorInfo aclBiasesInfo; |
| 40 | arm_compute::TensorInfo *optionalAclBiasesInfo = nullptr; |
| 41 | |
| 42 | if (descriptor.m_BiasEnabled) |
| 43 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 44 | ARMNN_ASSERT(biases.has_value()); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 45 | |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 46 | aclBiasesInfo = BuildArmComputeTensorInfo(biases.value(), descriptor.m_DataLayout); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 47 | optionalAclBiasesInfo = &aclBiasesInfo; |
| 48 | } |
| 49 | |
| 50 | arm_compute::PadStrideInfo layerInfo = BuildArmComputePadStrideInfo(descriptor); |
| 51 | |
Mike Kelly | 07810fc | 2020-11-12 10:58:48 +0000 | [diff] [blame] | 52 | const arm_compute::ActivationLayerInfo activationInfo = ConvertActivationDescriptorToAclActivationLayerInfo( |
| 53 | activationDescriptor); |
| 54 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 55 | return arm_compute::NEConvolutionLayer::validate(&aclInputInfo, |
| 56 | &aclWeightsInfo, |
| 57 | optionalAclBiasesInfo, |
| 58 | &aclOutputInfo, |
Jan Eilers | 59c6670 | 2019-07-11 10:22:36 +0100 | [diff] [blame] | 59 | layerInfo, |
| 60 | arm_compute::WeightsInfo(), |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 61 | aclDilationInfo, |
Mike Kelly | 07810fc | 2020-11-12 10:58:48 +0000 | [diff] [blame] | 62 | activationInfo, |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 63 | isFastMathEnabled); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 64 | } |
| 65 | |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 66 | NeonConvolution2dWorkload::NeonConvolution2dWorkload( |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 67 | const Convolution2dQueueDescriptor& descriptor, |
| 68 | const WorkloadInfo& info, |
| 69 | std::shared_ptr<arm_compute::MemoryManagerOnDemand>& memoryManager, |
| 70 | const bool isFastMathEnabled) |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 71 | : BaseWorkload<Convolution2dQueueDescriptor>(descriptor, info) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 72 | { |
Teresa Charlin | 30dfc54 | 2020-11-12 22:22:31 +0000 | [diff] [blame] | 73 | using arm_compute::NEConvolutionLayer; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 74 | |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 75 | m_Data.ValidateInputsOutputs("NeonConvolution2dWorkload", 1, 1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 76 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 77 | // todo: check tensor shapes match. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 78 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 79 | arm_compute::ITensor& input = PolymorphicDowncast<IAclTensorHandle*>(m_Data.m_Inputs[0])->GetTensor(); |
| 80 | arm_compute::ITensor& output = PolymorphicDowncast<IAclTensorHandle*>(m_Data.m_Outputs[0])->GetTensor(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 81 | |
Francis Murtagh | d59116e | 2018-10-04 16:03:07 +0100 | [diff] [blame] | 82 | arm_compute::DataLayout aclDataLayout = ConvertDataLayout(m_Data.m_Parameters.m_DataLayout); |
| 83 | input.info()->set_data_layout(aclDataLayout); |
| 84 | output.info()->set_data_layout(aclDataLayout); |
| 85 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 86 | m_KernelTensor = std::make_unique<arm_compute::Tensor>(); |
Francis Murtagh | d59116e | 2018-10-04 16:03:07 +0100 | [diff] [blame] | 87 | BuildArmComputeTensor(*m_KernelTensor, m_Data.m_Weight->GetTensorInfo(), m_Data.m_Parameters.m_DataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 88 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 89 | if (m_Data.m_Parameters.m_BiasEnabled) |
| 90 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 91 | m_BiasTensor = std::make_unique<arm_compute::Tensor>(); |
Francis Murtagh | d59116e | 2018-10-04 16:03:07 +0100 | [diff] [blame] | 92 | BuildArmComputeTensor(*m_BiasTensor, m_Data.m_Bias->GetTensorInfo(), m_Data.m_Parameters.m_DataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 93 | } |
| 94 | |
Aron Virginas-Tar | 6f3785d | 2019-07-22 15:30:22 +0100 | [diff] [blame] | 95 | arm_compute::PadStrideInfo padStrideInfo = BuildArmComputePadStrideInfo(m_Data.m_Parameters); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 96 | |
Jan Eilers | 59c6670 | 2019-07-11 10:22:36 +0100 | [diff] [blame] | 97 | const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(m_Data.m_Parameters.m_DilationX, |
| 98 | m_Data.m_Parameters.m_DilationY); |
| 99 | |
Mike Kelly | 07810fc | 2020-11-12 10:58:48 +0000 | [diff] [blame] | 100 | const arm_compute::ActivationLayerInfo activationInfo = ConvertAdditionalInfoToAclActivationLayerInfo(descriptor); |
| 101 | |
narpra01 | fca75c3 | 2018-11-16 12:38:41 +0000 | [diff] [blame] | 102 | auto convolutionLayer = std::make_unique<arm_compute::NEConvolutionLayer>(memoryManager); |
| 103 | convolutionLayer->configure(&input, |
| 104 | m_KernelTensor.get(), |
| 105 | m_BiasTensor.get(), |
| 106 | &output, |
Jan Eilers | 59c6670 | 2019-07-11 10:22:36 +0100 | [diff] [blame] | 107 | padStrideInfo, |
| 108 | arm_compute::WeightsInfo(), |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 109 | aclDilationInfo, |
Mike Kelly | 07810fc | 2020-11-12 10:58:48 +0000 | [diff] [blame] | 110 | activationInfo, |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 111 | isFastMathEnabled); |
| 112 | |
| 113 | m_ConvolutionMethod = |
| 114 | convolutionLayer->get_convolution_method(input.info(), |
| 115 | m_KernelTensor->info(), |
| 116 | output.info(), |
| 117 | padStrideInfo, |
| 118 | arm_compute::WeightsInfo(), |
| 119 | aclDilationInfo, |
Mike Kelly | 07810fc | 2020-11-12 10:58:48 +0000 | [diff] [blame] | 120 | activationInfo, |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 121 | isFastMathEnabled); |
Jan Eilers | 59c6670 | 2019-07-11 10:22:36 +0100 | [diff] [blame] | 122 | |
narpra01 | fca75c3 | 2018-11-16 12:38:41 +0000 | [diff] [blame] | 123 | m_ConvolutionLayer.reset(convolutionLayer.release()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 124 | |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 125 | ARMNN_ASSERT(m_ConvolutionLayer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 126 | |
Nattapat Chaimanowong | 177d8d2 | 2018-10-16 13:21:27 +0100 | [diff] [blame] | 127 | InitializeArmComputeTensorData(*m_KernelTensor, m_Data.m_Weight); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 128 | |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 129 | if (m_Data.m_Parameters.m_BiasEnabled) |
| 130 | { |
| 131 | InitializeArmComputeTensorData(*m_BiasTensor, m_Data.m_Bias); |
| 132 | } |
| 133 | |
| 134 | m_ConvolutionLayer->prepare(); |
| 135 | FreeUnusedTensors(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 136 | } |
| 137 | |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 138 | void NeonConvolution2dWorkload::Execute() const |
| 139 | { |
| 140 | ARMNN_SCOPED_PROFILING_EVENT_NEON("NeonConvolution2dWorkload_Execute"); |
| 141 | m_ConvolutionLayer->run(); |
| 142 | } |
| 143 | |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 144 | arm_compute::ConvolutionMethod NeonConvolution2dWorkload::GetConvolutionMethod() const |
| 145 | { |
| 146 | return m_ConvolutionMethod; |
| 147 | } |
| 148 | |
Nattapat Chaimanowong | 974b65f | 2018-10-15 15:07:34 +0100 | [diff] [blame] | 149 | void NeonConvolution2dWorkload::FreeUnusedTensors() |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 150 | { |
| 151 | FreeTensorIfUnused(m_KernelTensor); |
| 152 | FreeTensorIfUnused(m_BiasTensor); |
| 153 | } |
| 154 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 155 | } //namespace armnn |