1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
|
// -*- C++ -*-
/**
* @brief The test file of class VisualTest
*
* Copyright 2005-2025 Airbus-EDF-IMACS-ONERA-Phimeca
*
* This library is free software: you can redistribute it and/or modify
* it under the terms of the GNU Lesser General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This library is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Lesser General Public License for more details.
*
* You should have received a copy of the GNU Lesser General Public License
* along with this library. If not, see <http://www.gnu.org/licenses/>.
*
*/
#include "openturns/OT.hxx"
#include "openturns/OTtestcode.hxx"
using namespace OT;
using namespace OT::Test;
int main(int, char *[])
{
TESTPREAMBLE;
OStream fullprint(std::cout);
/* QQPlot tests */
{
UnsignedInteger size = 100;
Normal normal(1);
Sample sample(normal.getSample(size));
Sample sample2(Gamma(3.0, 4.0, 0.0).getSample(size));
Graph twoSamplesQQPlot(VisualTest::DrawQQplot(sample, sample2, 100));
fullprint << "twoSamplesQQPlot = " << twoSamplesQQPlot << std::endl;
Graph sampleDistributionQQPlot(VisualTest::DrawQQplot(sample, normal));
fullprint << "sampleDistributionQQPlot = " << sampleDistributionQQPlot << std::endl;
}
/* HenryLine test */
{
UnsignedInteger size = 100;
Normal normal(1);
Sample sample(normal.getSample(size));
Graph henryPlot(VisualTest::DrawHenryLine(sample));
fullprint << "Henry graph = " << henryPlot << std::endl;
}
/* LinearModel tests */
{
UnsignedInteger dimension = 2;
CorrelationMatrix R(dimension);
R(0, 1) = 0.8;
Normal distribution(Point(dimension, 3.0), Point(dimension, 2.0), R);
UnsignedInteger size = 100;
Sample sample2D(distribution.getSample(size));
Sample firstSample(size, 1);
Sample secondSample(size, 1);
for (UnsignedInteger i = 0; i < size; i++)
{
firstSample[i][0] = sample2D[i][0];
secondSample[i][0] = sample2D[i][1];
}
LinearModelResult lmtest(LinearModelAlgorithm(firstSample, secondSample).getResult());
Graph drawLinearModelVTest(VisualTest::DrawLinearModel(lmtest));
fullprint << "LinearModelV = " << drawLinearModelVTest << std::endl;
Graph drawLinearModelResidualTest(VisualTest::DrawLinearModelResidual(lmtest));
fullprint << "LinearModelR = " << drawLinearModelResidualTest << std::endl;
}
/* Parallel coordinates tests */
{
UnsignedInteger size = 100;
UnsignedInteger inputDimension = 6;
Sample inputSample(Normal(inputDimension).getSample(size));
Description inputVar(inputDimension);
for (UnsignedInteger i = 0; i < inputDimension; ++i) inputVar[i] = (OSS() << "X" << i);
Description formula(1);
OSS oss;
for (UnsignedInteger i = 0; i < inputDimension; ++i) oss << (i > 0 ? "+" : "") << "cos(" << i + 1 << "*" << inputVar[i] << ")";
formula[0] = oss;
SymbolicFunction model(inputVar, formula);
Sample outputSample(model(inputSample));
Graph parallelCoordinatesValue(VisualTest::DrawParallelCoordinates(inputSample, outputSample, 2.5, 3.0, "red", false));
fullprint << "parallelCoordinatesValue = " << parallelCoordinatesValue << std::endl;
Graph parallelCoordinatesQuantile(VisualTest::DrawParallelCoordinates(inputSample, outputSample, 0.7, 0.9, "red", false));
fullprint << "parallelCoordinatesQuantile = " << parallelCoordinatesQuantile << std::endl;
}
/* KendallPlot tests */
{
UnsignedInteger size = 100;
FrankCopula copula1(1.5);
GumbelCopula copula2(4.5);
Sample sample1(copula1.getSample(size));
sample1.setName("data 1");
Sample sample2(copula2.getSample(size));
sample2.setName("data 2");
Graph kendallPlot1(VisualTest::DrawKendallPlot(sample1, copula2));
fullprint << "KendallPlot1 = " << kendallPlot1 << std::endl;
Graph kendallPlot2(VisualTest::DrawKendallPlot(sample2, sample1));
fullprint << "KendallPlot2 = " << kendallPlot2 << std::endl;
}
/* Draw points inside and outside a Domain */
{
Interval domain({-2.0, 0.0, -1}, {2.0, 3.0, 1.0});
Uniform U(-3, 4);
JointDistribution dist({ U, U, U });
GridLayout grid = VisualTest::DrawInsideOutside(domain, dist.getSample(30));
fullprint << "Grid=" << grid << std::endl;
}
return ExitCode::Success;
}
|
