blob: cfc81ce203bd9df361ed33d6849652dcc3fbe945 [file] [log] [blame]
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)
20 : BaseWorkload<DepthwiseConvolution2dQueueDescriptor>(descriptor, info)
21{
22 m_Weight = std::make_unique<ScopedCpuTensorHandle>(*(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 {
29 m_Bias = std::make_unique<ScopedCpuTensorHandle>(*(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
35void RefDepthwiseConvolution2dWorkload::PostAllocationConfigure()
36{
37 const TensorInfo& inputInfo = GetTensorInfo(m_Data.m_Inputs[0]);
38 m_InputShape = inputInfo.GetShape();
Matthew Benthamc394a6d2019-06-24 12:51:25 +010039 m_InputDecoder = MakeDecoder<float>(inputInfo);
Ruomei Yan495852f2019-05-23 11:37:33 +010040
41 const TensorInfo& outputInfo = GetTensorInfo(m_Data.m_Outputs[0]);
42 m_OutputShape = outputInfo.GetShape();
Matthew Benthamc394a6d2019-06-24 12:51:25 +010043 m_OutputEncoder = MakeEncoder<float>(outputInfo);
Ruomei Yan495852f2019-05-23 11:37:33 +010044}
45
46void RefDepthwiseConvolution2dWorkload::Execute() const
47{
48 ARMNN_SCOPED_PROFILING_EVENT(Compute::CpuRef, "RefDepthwiseConvolution2dWorkload_Execute");
49 std::unique_ptr<Decoder<float>> pBiasDecoder{};
50
Matthew Benthamc394a6d2019-06-24 12:51:25 +010051 m_InputDecoder->Reset(m_Data.m_Inputs[0]->Map());
52 m_OutputEncoder->Reset(m_Data.m_Outputs[0]->Map());
53
Ruomei Yan495852f2019-05-23 11:37:33 +010054 Convolve(m_InputShape, *m_InputDecoder, m_OutputShape, *m_OutputEncoder,
55 m_FilterShape, *m_FilterDecoder, m_Data.m_Parameters.m_BiasEnabled, m_BiasDecoder.get(),
56 m_Data.m_Parameters.m_DataLayout, m_Data.m_Parameters.m_PadTop, m_Data.m_Parameters.m_PadLeft,
57 m_Data.m_Parameters.m_StrideX, m_Data.m_Parameters.m_StrideY,
58 m_Data.m_Parameters.m_DilationX,
59 m_Data.m_Parameters.m_DilationY, true);
60}
61
62} //namespace armnn