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Ruomei Yan495852f2019-05-23 11:37:33 +01001//
2// Copyright © 2017 Arm Ltd. All rights reserved.
3// SPDX-License-Identifier: MIT
4//
5
6#include "RefDepthwiseConvolution2dWorkload.hpp"
7
8#include "ConvImpl.hpp"
9#include "RefWorkloadUtils.hpp"
10#include "Decoders.hpp"
11#include "Encoders.hpp"
12#include "Profiling.hpp"
13#include <ResolveType.hpp>
14
15namespace armnn
16{
17
18RefDepthwiseConvolution2dWorkload::RefDepthwiseConvolution2dWorkload(
19 const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info)
Finn Williams73c547d2022-02-15 20:47:34 +000020 : RefBaseWorkload<DepthwiseConvolution2dQueueDescriptor>(descriptor, info)
Ruomei Yan495852f2019-05-23 11:37:33 +010021{
James Conroy1f58f032021-04-27 17:13:27 +010022 m_Weight = std::make_unique<ScopedTensorHandle>(*(descriptor.m_Weight));
Matthew Bentham4cefc412019-06-18 16:14:34 +010023 const TensorInfo& rFilterInfo = m_Weight->GetTensorInfo();
Ruomei Yan495852f2019-05-23 11:37:33 +010024 m_FilterShape = rFilterInfo.GetShape();
Matthew Bentham4cefc412019-06-18 16:14:34 +010025 m_FilterDecoder = MakeDecoder<float>(rFilterInfo, m_Weight->Map(true));
Ruomei Yan495852f2019-05-23 11:37:33 +010026
27 if (descriptor.m_Parameters.m_BiasEnabled)
28 {
James Conroy1f58f032021-04-27 17:13:27 +010029 m_Bias = std::make_unique<ScopedTensorHandle>(*(descriptor.m_Bias));
Matthew Bentham4cefc412019-06-18 16:14:34 +010030 const TensorInfo& biasInfo = m_Bias->GetTensorInfo();
31 m_BiasDecoder = MakeDecoder<float>(biasInfo, m_Bias->Map(true));
Ruomei Yan495852f2019-05-23 11:37:33 +010032 }
33}
34
Finn Williamsb8181f72021-04-07 10:23:21 +010035void RefDepthwiseConvolution2dWorkload::Execute() const
Ruomei Yan495852f2019-05-23 11:37:33 +010036{
Finn Williamsb8181f72021-04-07 10:23:21 +010037 Execute(m_Data.m_Inputs, m_Data.m_Outputs);
Ruomei Yan495852f2019-05-23 11:37:33 +010038}
39
Finn Williamsb8181f72021-04-07 10:23:21 +010040void RefDepthwiseConvolution2dWorkload::ExecuteAsync(WorkingMemDescriptor &workingMemDescriptor)
41{
42 Execute(workingMemDescriptor.m_Inputs, workingMemDescriptor.m_Outputs);
43}
44
45void RefDepthwiseConvolution2dWorkload::Execute(std::vector<ITensorHandle*> inputs,
46 std::vector<ITensorHandle*> outputs) const
Ruomei Yan495852f2019-05-23 11:37:33 +010047{
48 ARMNN_SCOPED_PROFILING_EVENT(Compute::CpuRef, "RefDepthwiseConvolution2dWorkload_Execute");
49 std::unique_ptr<Decoder<float>> pBiasDecoder{};
50
Finn Williamsb8181f72021-04-07 10:23:21 +010051 std::unique_ptr<Decoder<float>> inputDecoder = MakeDecoder<float>(GetTensorInfo(inputs[0]), inputs[0]->Map());
52 std::unique_ptr<Encoder<float>> OutputEncoder = MakeEncoder<float>(GetTensorInfo(outputs[0]), outputs[0]->Map());
Matthew Benthamc394a6d2019-06-24 12:51:25 +010053
Finn Williamsb8181f72021-04-07 10:23:21 +010054 const TensorShape& inputShape = GetTensorInfo(inputs[0]).GetShape();
55 const TensorShape& outputShape = GetTensorInfo(outputs[0]).GetShape();
56
57 Convolve(inputShape, *inputDecoder, outputShape, *OutputEncoder,
Ruomei Yan495852f2019-05-23 11:37:33 +010058 m_FilterShape, *m_FilterDecoder, m_Data.m_Parameters.m_BiasEnabled, m_BiasDecoder.get(),
59 m_Data.m_Parameters.m_DataLayout, m_Data.m_Parameters.m_PadTop, m_Data.m_Parameters.m_PadLeft,
60 m_Data.m_Parameters.m_StrideX, m_Data.m_Parameters.m_StrideY,
61 m_Data.m_Parameters.m_DilationX,
62 m_Data.m_Parameters.m_DilationY, true);
63}
64
65} //namespace armnn