ArmNN
 21.11
RefBatchNormalizationWorkload.cpp
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1 //
2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
7 
8 #include "BatchNormImpl.hpp"
9 #include "RefWorkloadUtils.hpp"
10 
11 #include "Profiling.hpp"
12 
13 namespace armnn
14 {
15 
17  const WorkloadInfo& info)
18  : BaseWorkload(descriptor, info)
19  , m_Mean (std::make_unique<ScopedTensorHandle>(*(descriptor.m_Mean)))
20  , m_Variance(std::make_unique<ScopedTensorHandle>(*(descriptor.m_Variance)))
21  , m_Beta (std::make_unique<ScopedTensorHandle>(*(descriptor.m_Beta)))
22  , m_Gamma (std::make_unique<ScopedTensorHandle>(*(descriptor.m_Gamma)))
23 {}
24 
26 {
28 }
29 
31 {
32  Execute(workingMemDescriptor.m_Inputs, workingMemDescriptor.m_Outputs);
33 }
34 
35 void RefBatchNormalizationWorkload::Execute(std::vector<ITensorHandle*> inputs,
36  std::vector<ITensorHandle*> outputs) const
37 {
38  ARMNN_SCOPED_PROFILING_EVENT(Compute::CpuRef, "RefBatchNormalizationWorkload_Execute");
39 
40  std::unique_ptr<Decoder<float>> meanDecoder = MakeDecoder<float>(m_Mean->GetTensorInfo(),
41  m_Mean->Map(true));
42  std::unique_ptr<Decoder<float>> varianceDecoder = MakeDecoder<float>(m_Variance->GetTensorInfo(),
43  m_Variance->Map(true));
44  std::unique_ptr<Decoder<float>> gammaDecoder = MakeDecoder<float>(m_Gamma->GetTensorInfo(),
45  m_Gamma->Map(true));
46  std::unique_ptr<Decoder<float>> betaDecoder = MakeDecoder<float>(m_Beta->GetTensorInfo(),
47  m_Beta->Map(true));
48  std::unique_ptr<Decoder<float>> inputDecoder = MakeDecoder<float>(GetTensorInfo(inputs[0]),
49  inputs[0]->Map());
50  std::unique_ptr<Encoder<float>> outputEncoder = MakeEncoder<float>(GetTensorInfo(outputs[0]),
51  outputs[0]->Map());
52 
53  BatchNormImpl(m_Data, *meanDecoder, *varianceDecoder, *betaDecoder, *gammaDecoder, *inputDecoder, *outputEncoder);
54 }
55 
56 } // namespace armnn
RefBatchNormalizationWorkload(const BatchNormalizationQueueDescriptor &descriptor, const WorkloadInfo &info)
CPU Execution: Reference C++ kernels.
void BatchNormImpl(const BatchNormalizationQueueDescriptor &data, Decoder< float > &meanDecoder, Decoder< float > &varianceDecoder, Decoder< float > &betaDecoder, Decoder< float > &gammaDecoder, Decoder< float > &inputDecoder, Encoder< float > &outputEncoder)
Copyright (c) 2021 ARM Limited and Contributors.
#define ARMNN_SCOPED_PROFILING_EVENT(backendId, name)
Definition: Profiling.hpp:220
void ExecuteAsync(WorkingMemDescriptor &workingMemDescriptor) override
std::vector< ITensorHandle * > m_Outputs
Contains information about TensorInfos of a layer.
std::vector< ITensorHandle * > m_Inputs
const TensorInfo & GetTensorInfo(const ITensorHandle *tensorHandle)
float32 helpers