ArmNN
 21.02
L2Normalization.cpp File Reference
#include <boost/test/unit_test.hpp>
#include "ParserFlatbuffersFixture.hpp"
#include "../TfLiteParser.hpp"
#include <string>
#include <iostream>

Go to the source code of this file.

Functions

float CalcL2Norm (std::initializer_list< float > elements)
 
 BOOST_FIXTURE_TEST_CASE (ParseL2Normalization4D, L2NormalizationFixture4D)
 
 BOOST_FIXTURE_TEST_CASE (ParseL2NormalizationEps4D, L2NormalizationSimpleFixture4D)
 

Function Documentation

◆ BOOST_FIXTURE_TEST_CASE() [1/2]

BOOST_FIXTURE_TEST_CASE ( ParseL2Normalization4D  ,
L2NormalizationFixture4D   
)

Definition at line 85 of file L2Normalization.cpp.

References CalcL2Norm().

86 {
87  RunTest<4, armnn::DataType::Float32>(
88  0,
89  {{"inputTensor", { 1.0f, 2.0f, 3.0f,
90  4.0f, 5.0f, 6.0f,
91  7.0f, 8.0f, 9.0f,
92  10.0f, 11.0f, 12.0f }}},
93 
94  {{"outputTensor", { 1.0f / CalcL2Norm({ 1.0f, 2.0f, 3.0f }),
95  2.0f / CalcL2Norm({ 1.0f, 2.0f, 3.0f }),
96  3.0f / CalcL2Norm({ 1.0f, 2.0f, 3.0f }),
97 
98  4.0f / CalcL2Norm({ 4.0f, 5.0f, 6.0f }),
99  5.0f / CalcL2Norm({ 4.0f, 5.0f, 6.0f }),
100  6.0f / CalcL2Norm({ 4.0f, 5.0f, 6.0f }),
101 
102  7.0f / CalcL2Norm({ 7.0f, 8.0f, 9.0f }),
103  8.0f / CalcL2Norm({ 7.0f, 8.0f, 9.0f }),
104  9.0f / CalcL2Norm({ 7.0f, 8.0f, 9.0f }),
105 
106  10.0f / CalcL2Norm({ 10.0f, 11.0f, 12.0f }),
107  11.0f / CalcL2Norm({ 10.0f, 11.0f, 12.0f }),
108  12.0f / CalcL2Norm({ 10.0f, 11.0f, 12.0f }) }}});
109 }
float CalcL2Norm(std::initializer_list< float > elements)

◆ BOOST_FIXTURE_TEST_CASE() [2/2]

BOOST_FIXTURE_TEST_CASE ( ParseL2NormalizationEps4D  ,
L2NormalizationSimpleFixture4D   
)

Definition at line 116 of file L2Normalization.cpp.

References BOOST_AUTO_TEST_SUITE_END(), and CalcL2Norm().

117 {
118  RunTest<4, armnn::DataType::Float32>(
119  0,
120  {{"inputTensor", { 0.00000001f, 0.00000002f, 0.00000003f, 0.00000004f }}},
121 
122  {{"outputTensor", { 0.00000001f / CalcL2Norm({ 0.00000001f, 0.00000002f, 0.00000003f, 0.00000004f }),
123  0.00000002f / CalcL2Norm({ 0.00000001f, 0.00000002f, 0.00000003f, 0.00000004f }),
124  0.00000003f / CalcL2Norm({ 0.00000001f, 0.00000002f, 0.00000003f, 0.00000004f }),
125  0.00000004f / CalcL2Norm({ 0.00000001f, 0.00000002f, 0.00000003f, 0.00000004f }) }}});
126 }
float CalcL2Norm(std::initializer_list< float > elements)

◆ CalcL2Norm()

float CalcL2Norm ( std::initializer_list< float >  elements)

Definition at line 70 of file L2Normalization.cpp.

Referenced by BOOST_FIXTURE_TEST_CASE().

71 {
72  const float reduction = std::accumulate(elements.begin(), elements.end(), 0.0f,
73  [](float acc, float element) { return acc + element * element; });
74  const float eps = 1e-12f;
75  const float max = reduction < eps ? eps : reduction;
76  return sqrtf(max);
77 }