ArmNN
 25.11
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NeonSplitterWorkload.cpp
Go to the documentation of this file.
1//
2// Copyright © 2019-2024 Arm Ltd and Contributors. All rights reserved.
3// SPDX-License-Identifier: MIT
4//
5
7
8#include <arm_compute/runtime/NEON/functions/NESplit.h>
9
16
17#include "NeonWorkloadUtils.hpp"
18
19namespace armnn
20{
21
22using namespace armcomputetensorutils;
23
24namespace
25{
26unsigned int CalcAclAxis(unsigned int numDimensions, unsigned int splitAxis)
27{
28 return (numDimensions - splitAxis) - 1;
29}
30
31} //namespace
32
33arm_compute::Status NeonSplitterWorkloadValidate(const TensorInfo& input,
34 const std::vector<std::reference_wrapper<TensorInfo>>& outputs,
35 unsigned int splitAxis)
36{
37 const arm_compute::TensorInfo aclInputInfo = BuildArmComputeTensorInfo(input);
38
39 size_t numOutputs = outputs.size();
40
41 std::vector<arm_compute::TensorInfo> aclOutputs;
42 aclOutputs.reserve(numOutputs);
43
44 std::vector<arm_compute::ITensorInfo*> aclOutputPtr;
45 aclOutputPtr.reserve(numOutputs);
46
47 for (size_t i = 0u; i < outputs.size(); ++i)
48 {
49 aclOutputs.emplace_back(BuildArmComputeTensorInfo(outputs[i]));
50 aclOutputPtr.emplace_back(&aclOutputs.back());
51 }
52
53 unsigned int aclAxis = CalcAclAxis(input.GetNumDimensions(), splitAxis);
54 return arm_compute::NESplit::validate(&aclInputInfo, aclOutputPtr, aclAxis);
55}
56
59{
60 // Report Profiling Details
61 ARMNN_REPORT_PROFILING_WORKLOAD_DESC("NeonSplitterWorkload_Construct",
62 descriptor.m_Parameters,
63 info,
64 this->GetGuid());
65
66 bool allOutputsAreSubtensors = true;
67
68 // Check that all outputs are sub-tensors
69 for (auto output : m_Data.m_Outputs)
70 {
71 if (output && !output->GetParent())
72 {
73 // Non sub-tensor input found so we need to execute the split function
74 allOutputsAreSubtensors = false;
75 break;
76 }
77 }
78
79 if (allOutputsAreSubtensors)
80 {
81 // Can skip configuring the split function since it's not executed
82 return;
83 }
84
85 arm_compute::ITensor& input = PolymorphicDowncast<IAclTensorHandle*>(m_Data.m_Inputs[0])->GetTensor();
86
87 std::vector<arm_compute::ITensor *> aclOutputs;
88 for (auto output : m_Data.m_Outputs)
89 {
90 arm_compute::ITensor& aclOutput = PolymorphicPointerDowncast<IAclTensorHandle>(output)->GetTensor();
91 aclOutputs.emplace_back(&aclOutput);
92 }
93
94 // Create the layer function
95 std::unique_ptr<arm_compute::NESplit> layer(new arm_compute::NESplit());
96
97 // Configure input and output tensors
98 std::set<unsigned int> splitAxis = ComputeSplitAxis(descriptor.m_Parameters, m_Data.m_Inputs[0]->GetShape());
99 if (splitAxis.size() != 1)
100 {
101 throw InvalidArgumentException("Cannot derive split axis from SplitterDescriptor");
102 }
103
104 unsigned int aclAxis = CalcAclAxis(descriptor.m_Parameters.GetNumDimensions(), *splitAxis.begin());
105 layer->configure(&input, aclOutputs, aclAxis);
106
107 // Prepare
108 layer->prepare();
109 m_Layer.reset(layer.release());
110}
111
113{
114 if (m_Layer)
115 {
116 ARMNN_SCOPED_PROFILING_EVENT_NEON_NAME_GUID("NeonSplitterWorkload_Execute");
117 m_Layer->run();
118 }
119}
120
121} //namespace armnn
122
#define ARMNN_SCOPED_PROFILING_EVENT_NEON_NAME_GUID(label)
Creates a profiling event that uses GetGuid() and GetName() from the calling class.
#define ARMNN_REPORT_PROFILING_WORKLOAD_DESC(name, desc, infos, guid)
NeonBaseWorkload(const SplitterQueueDescriptor &descriptor, const WorkloadInfo &info)
NeonSplitterWorkload(const SplitterQueueDescriptor &descriptor, const WorkloadInfo &info)
unsigned int GetNumDimensions() const
Definition Tensor.hpp:197
Copyright (c) 2021 ARM Limited and Contributors.
std::set< unsigned int > ComputeSplitAxis(const armnn::SplitterDescriptor &desc, const TensorShape &input)
Calculates the axis values for split operation.
auto PolymorphicPointerDowncast(const SourceType &value)
Polymorphic downcast for shared pointers and build in pointers.
arm_compute::Status NeonSplitterWorkloadValidate(const TensorInfo &input, const std::vector< std::reference_wrapper< TensorInfo > > &outputs, unsigned int splitAxis)
DestType PolymorphicDowncast(SourceType *value)
Polymorphic downcast for build in pointers only.
uint32_t GetNumDimensions() const
Get the number of dimensions.
Contains information about TensorInfos of a layer.