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Mise en place des test unitaires pour Learning - une famille de test par librairie - initialise avec deux tests pour KWData et un test pour KWDataPreparation - on peut maintenant integrer les tests unitaires un a un, librairie par librairie
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file(GLOB cppfiles *.cpp) | ||
add_executable(learning_test ${cppfiles}) | ||
set_khiops_options(learning_test) | ||
target_link_libraries(learning_test GTest::gtest_main KWData testutils) | ||
target_link_libraries(learning_test GTest::gtest_main KWData KWDataPreparation testutils) | ||
target_compile_options(learning_test PUBLIC ${GTEST_CFLAGS}) | ||
include(GoogleTest) | ||
gtest_discover_tests(learning_test) |
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// Copyright (c) 2024 Orange. All rights reserved. | ||
// This software is distributed under the BSD 3-Clause-clear License, the text of which is available | ||
// at https://spdx.org/licenses/BSD-3-Clause-Clear.html or see the "LICENSE" file for more details. | ||
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#include "KWClass.h" | ||
#include "KWClassDomain.h" | ||
#include "KWProbabilityTable.h" | ||
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#include "TestServices.h" | ||
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namespace | ||
{ | ||
// Tests de learning, regroupes par librairie | ||
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// Librairie KWData | ||
KHIOPS_TEST(KWData, KWClass, KWClass::Test); | ||
KHIOPS_TEST(KWData, KWClassDomain, KWClassDomain::Test); | ||
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// Librairie KWDataPreparation | ||
KHIOPS_TEST(KWDataPreparation, KWProbabilityTable, KWProbabilityTable::Test); | ||
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} // namespace |
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test/Learning/results.ref/KWDataPreparation_KWProbabilityTable.txt
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Unsupervised (1) | ||
-------------------- | ||
Variable Numerical Att1 | ||
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Variable stats | ||
Interval Frequency Coverage | ||
]-inf;1] 1 0.333333 | ||
]1;+inf[ 2 0.666667 | ||
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Probability table | ||
Target conditional probability table | ||
T1 T2 | ||
S1 0.357143 0.642857 | ||
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Unsupervised (2) | ||
-------------------- | ||
Variables | ||
Type Name | ||
Categorical Att1 | ||
Numerical Att2 | ||
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Variables stats | ||
Att1 | ||
Group Frequency Coverage Size Value list | ||
{V1, V2, V3} 4 0.571429 3 V1 V2 V3 | ||
{V4, V5} 3 0.428571 2 V4 V5 * | ||
Att2 | ||
Interval Frequency Coverage | ||
]-inf;1] 3 0.428571 | ||
]1;+inf[ 4 0.571429 | ||
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Cell frequencies | ||
Att2 | ||
Att1 ]-inf;1] ]1;+inf[ Total Coverage | ||
{V1, V2, V3} 1 3 4 0.571429 | ||
{V4, V5} 2 1 3 0.428571 | ||
Total 3 4 7 | ||
Coverage 0.428571 0.571429 | ||
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Cells 4 | ||
Cell Id Att1 Att2 Frequency Coverage | ||
C3 {V1, V2, V3} ]1;+inf[ 3 0.428571 | ||
C2 {V4, V5} ]-inf;1] 2 0.285714 | ||
C1 {V1, V2, V3} ]-inf;1] 1 0.142857 | ||
C4 {V4, V5} ]1;+inf[ 1 0.142857 | ||
Total 7 1 | ||
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Probability table | ||
Target conditional probability table | ||
T1 T2 T3 T4 | ||
S1 0.15 0.283333 0.416667 0.15 | ||
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Unsupervised simple(3) | ||
-------------------- | ||
Variables | ||
Type Name | ||
Categorical Att1 | ||
Categorical Att2 | ||
Numerical Att3 | ||
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Variables stats | ||
Att1 | ||
Value Frequency Coverage | ||
V1 7 0.466667 | ||
V2 8 0.533333 | ||
Att2 | ||
Value Frequency Coverage | ||
V1 8 0.533333 | ||
V2 7 0.466667 | ||
Att3 | ||
Value Frequency Coverage | ||
1 7 0.466667 | ||
2 8 0.533333 | ||
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Cells 8 | ||
Cell Id Att1 Att2 Att3 Frequency Coverage | ||
C3 V1 V2 1 3 0.2 | ||
C6 V2 V1 2 3 0.2 | ||
C5 V1 V1 2 2 0.133333 | ||
C2 V2 V1 1 2 0.133333 | ||
C8 V2 V2 2 2 0.133333 | ||
C1 V1 V1 1 1 0.0666667 | ||
C7 V1 V2 2 1 0.0666667 | ||
C4 V2 V2 1 1 0.0666667 | ||
Total 15 1 | ||
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Probability table | ||
Target conditional probability table | ||
T1 T2 T3 T4 T5 T6 T7 T8 | ||
S1 0.0685484 0.133065 0.197581 0.0685484 0.133065 0.197581 0.0685484 0.133065 | ||
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Supervised (1, 1) | ||
-------------------- | ||
Target variable Numerical Att2 | ||
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Target variable stats | ||
Interval Frequency Coverage | ||
]-inf;1] 3 0.428571 | ||
]1;+inf[ 4 0.571429 | ||
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Variable Categorical Att1 | ||
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Variable stats | ||
Group Size Value list | ||
{V1, V2, V3} 3 V1 V2 V3 | ||
{V4, V5} 2 V4 V5 * | ||
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% target values | ||
Group ]-inf;1] ]1;+inf[ Interest Frequency Coverage | ||
{V4, V5} 0.666667 0.333333 0.5546 3 0.428571 | ||
{V1, V2, V3} 0.25 0.75 0.4454 4 0.571429 | ||
Total 0.428571 0.571429 1 7 1 | ||
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Probability table | ||
Target conditional probability table | ||
T1 T2 | ||
S1 0.264706 0.735294 | ||
S2 0.653846 0.346154 | ||
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Supervised simple (2, 1) | ||
-------------------- | ||
Target variable Numerical Att3 | ||
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Target variable stats | ||
Value Frequency Coverage | ||
1 7 0.466667 | ||
2 8 0.533333 | ||
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Variables | ||
Type Name | ||
Categorical Att1 | ||
Categorical Att2 | ||
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Variables stats | ||
Att1 | ||
Value Frequency Coverage | ||
V1 7 0.466667 | ||
V2 8 0.533333 | ||
Att2 | ||
Value Frequency Coverage | ||
V1 8 0.533333 | ||
V2 7 0.466667 | ||
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Cell frequencies | ||
Att2 | ||
Att1 V1 V2 Total Coverage | ||
V1 3 4 7 0.466667 | ||
V2 5 3 8 0.533333 | ||
Total 8 7 15 | ||
Coverage 0.533333 0.466667 | ||
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Cells 4 | ||
Cell Id Att1 Att2 1 2 Interest Frequency Coverage | ||
C3 V1 V2 0.75 0.25 0.715512 4 0.266667 | ||
C1 V1 V1 0.333333 0.666667 0.118034 3 0.2 | ||
C4 V2 V2 0.333333 0.666667 0.118034 3 0.2 | ||
C2 V2 V1 0.4 0.6 0.0484194 5 0.333333 | ||
Total 0.466667 0.533333 1 15 1 | ||
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Probability table | ||
Target conditional probability table | ||
T1 T2 | ||
S1 0.34 0.66 | ||
S2 0.402439 0.597561 | ||
S3 0.742424 0.257576 | ||
S4 0.34 0.66 | ||
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Supervised(1, 2) | ||
-------------------- | ||
Target variables | ||
Type Name | ||
Numerical Att2 | ||
Numerical Att3 | ||
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Target variables stats | ||
Att2 | ||
Interval Frequency Coverage | ||
]-inf;1] 8 0.533333 | ||
]1;+inf[ 7 0.466667 | ||
Att3 | ||
Interval Frequency Coverage | ||
]-inf;1] 7 0.466667 | ||
]1;+inf[ 8 0.533333 | ||
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Variable Categorical Att1 | ||
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Variable stats | ||
Group Size Value list | ||
{V1, V2, V3} 3 V1 V2 V3 | ||
{V4, V5} 2 V4 V5 * | ||
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% target values | ||
Att2 Att3 | ||
Group ]-inf;1] ]1;+inf[ ]-inf;1] ]1;+inf[ Frequency Coverage | ||
{V1, V2, V3} 0.428571 0.571429 0.571429 0.428571 7 0.466667 | ||
{V4, V5} 0.625 0.375 0.375 0.625 8 0.533333 | ||
Total 0.533333 0.466667 1 1 15 1 | ||
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Probability table | ||
Target conditional probability table | ||
T1 T2 T3 T4 | ||
S1 0.146552 0.422414 0.284483 0.146552 | ||
S2 0.25 0.128788 0.371212 0.25 | ||
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Supervised(2, 2) | ||
-------------------- | ||
Target variables | ||
Type Name | ||
Numerical Att3 | ||
Numerical Att4 | ||
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Target variables stats | ||
Att3 | ||
Interval Frequency Coverage | ||
]-inf;1] 16 0.516129 | ||
]1;+inf[ 15 0.483871 | ||
Att4 | ||
Interval Frequency Coverage | ||
]-inf;1] 15 0.483871 | ||
]1;+inf[ 16 0.516129 | ||
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Variables | ||
Type Name | ||
Categorical Att1 | ||
Categorical Att2 | ||
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Variables stats | ||
Att1 | ||
Group Frequency Coverage Size Value list | ||
{V1, V2, V3} 16 0.516129 3 V1 V2 V3 | ||
{V4, V5} 15 0.483871 2 V4 V5 * | ||
Att2 | ||
Group Frequency Coverage Size Value list | ||
{V1, V2, V3} 15 0.483871 3 V1 V2 V3 | ||
{V4, V5} 16 0.516129 2 V4 V5 * | ||
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Cell frequencies | ||
Att2 | ||
Att1 {V1, V2, V3} {V4, V5} Total Coverage | ||
{V1, V2, V3} 7 9 16 0.516129 | ||
{V4, V5} 8 7 15 0.483871 | ||
Total 15 16 31 | ||
Coverage 0.483871 0.516129 | ||
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Cells 4 | ||
Att3 Att4 | ||
Cell Id Att1 Att2 ]-inf;1] ]1;+inf[ ]-inf;1] ]1;+inf[ Frequency Coverage | ||
C1 {V1, V2, V3} {V1, V2, V3} 0.571429 0.428571 0.428571 0.571429 7 0.225806 | ||
C2 {V4, V5} {V1, V2, V3} 0.375 0.625 0.625 0.375 8 0.258065 | ||
C3 {V1, V2, V3} {V4, V5} 0.555556 0.444444 0.444444 0.555556 9 0.290323 | ||
C4 {V4, V5} {V4, V5} 0.571429 0.428571 0.428571 0.571429 7 0.225806 | ||
Total 0.516129 0.483871 1 1 31 1 | ||
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Probability table | ||
Target conditional probability table | ||
T1 T2 T3 T4 | ||
S1 0.144737 0.285088 0.425439 0.144737 | ||
S2 0.25 0.373077 0.126923 0.25 | ||
S3 0.332192 0.113014 0.222603 0.332192 | ||
S4 0.144737 0.285088 0.425439 0.144737 | ||
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Supervised (1, 1) | ||
-------------------- | ||
Target variable Numerical Att2 | ||
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Target variable stats | ||
Value Frequency Coverage | ||
1 6 0.333333 | ||
2 6 0.333333 | ||
3 6 0.333333 | ||
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Variable Numerical Att1 | ||
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% target values | ||
Value 1 2 3 Interest Frequency Coverage | ||
1 0.333333 0.333333 0.333333 0 3 0.166667 | ||
2 0.333333 0.333333 0.333333 0 6 0.333333 | ||
3 0.333333 0.333333 0.333333 0 9 0.5 | ||
Total 0.333333 0.333333 0.333333 1 18 1 | ||
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Target probability table | ||
Target conditional probability table | ||
T1 T2 T3 | ||
S1 0.333333 0.333333 0.333333 | ||
S2 0.333333 0.333333 0.333333 | ||
S3 0.333333 0.333333 0.333333 | ||
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Target probability table (log) | ||
Target conditional probability table (log) | ||
T1 T2 T3 | ||
S1 -1.09861 -1.09861 -1.09861 | ||
S2 -1.09861 -1.09861 -1.09861 | ||
S3 -1.09861 -1.09861 -1.09861 | ||
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Source probability table | ||
Source conditional probability table | ||
T1 T2 T3 | ||
S1 0.17094 0.17094 0.17094 | ||
S2 0.333333 0.333333 0.333333 | ||
S3 0.495726 0.495726 0.495726 | ||
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Source probability table (log) | ||
Source conditional probability table (log) | ||
T1 T2 T3 | ||
S1 -1.76644 -1.76644 -1.76644 | ||
S2 -1.09861 -1.09861 -1.09861 | ||
S3 -0.701731 -0.701731 -0.701731 | ||
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