Migration from SVN

This commit is contained in:
quemy 2012-08-30 11:30:11 +02:00
commit 8cd56f37db
29069 changed files with 0 additions and 4096888 deletions

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moeo/test/CMakeLists.txt Normal file
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######################################################################################
### 0) Include headers
######################################################################################
include_directories(${EO_SRC_DIR}/src)
include_directories(${MO_SRC_DIR}/src)
include_directories(${MOEO_SRC_DIR}/src)
include_directories(${CMAKE_CURRENT_SOURCE_DIR})
######################################################################################
### 1) Define test list
######################################################################################
set(TEST_LIST
t-moeo
t-moeoBitVector
t-moeoRealVector
t-moeoUnboundedArchive
t-moeoParetoObjectiveVectorComparator
t-moeoStrictObjectiveVectorComparator
t-moeoWeakObjectiveVectorComparator
t-moeoEpsilonObjectiveVectorComparator
#t-moeoAggregativeComparator # TEMPORARLY BYPASSED
#t-moeoDiversityThenFitnessComparator # IDEM.
#t-moeoFitnessThenDiversityComparator # IDEM
t-moeoAchievementFitnessAssignment
t-moeoExpBinaryIndicatorBasedFitnessAssignment
t-moeoCrowdingDiversityAssignment
t-moeoSharingDiversityAssignment
t-moeoIBEA
t-moeoNSGA
t-moeoNSGAII
t-moeoSEEA
t-moeoMax3Obj
t-moeoEasyEA
t-moeoDominanceCountFitnessAssignment
t-moeoDominanceRankFitnessAssignment
t-moeoDominanceCountRankingFitnessAssignment
t-moeoDominanceDepthFitnessAssignment
t-moeoNearestNeighborDiversityAssignment
t-moeoSPEA2Archive
t-moeoSPEA2
t-moeoDominanceMatrix
t-moeoVecVsVecAdditiveEpsilonBinaryMetric
t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric
t-moeoHyperVolumeMetric
t-moeoHyperVolumeDifferenceMetric
t-moeoIntVector
t-moeoImprOnlyBoundedArchive
t-moeoFitDivBoundedArchive
t-moeoDetArchiveSelect
t-moeoASEEA
t-moeoEpsilonHyperboxArchive
#t-moeoQuadTreeIndex
#t-moeoQuickUnboundedArchiveIndex
t-moeoAggregationFitnessAssignment
t-moeoConstraintFitnessAssignment
t-moeoChebyshevMetric
t-moeoChebyshevOrientedMetric
t-moeoASFAMetric
t-moeoASFAOrMetric
t-moeoExhaustiveNeighborhoodExplorer
t-moeoFirstImprovingNeighborhoodExplorer
t-moeoSimpleSubNeighborhoodExplorer
t-moeoNoDesimprovingNeighborhoodExplorer
t-moeoPLS1
t-moeoPLS2
t-moeoExhaustiveUnvisitedSelect
t-moeoNumberUnvisitedSelect
t-moeoDMLSMonOp
t-moeoDMLSGenUpdater
t-moeo2DMinHypervolumeArchive
)
######################################################################################
### 3) Create each test
######################################################################################
foreach (test ${TEST_LIST})
set("T_${test}_SOURCES" "${test}.cpp")
add_executable(${test} ${T_${test}_SOURCES})
add_test(${test} ${test})
target_link_libraries(${test} moeo ga es eoutils eo)
install(TARGETS ${test} RUNTIME DESTINATION local/share${INSTALL_SUB_DIR}/moeo/test COMPONENT tests)
endforeach (test)

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moeo/test/moeoTestClass.h Normal file
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/*
<moeoTestClass.h>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can use,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
As a counterpart to the access to the source code and rights to copy,
modify and redistribute granted by the license, users are provided only
with a limited warranty and the software's author, the holder of the
economic rights, and the successive licensors have only limited liability.
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#ifndef _moeoTestClass_h
#define _moeoTestClass_h
#include <moeo>
#include <EO.h>
#include <eoEvalFunc.h>
#include <neighborhood/moNeighbor.h>
#include <neighborhood/moBackableNeighbor.h>
#include <neighborhood/moNeighborhood.h>
#include <neighborhood/moRndNeighborhood.h>
#include <eval/moEval.h>
#include <ga/eoBit.h>
#include <eoScalarFitness.h>
#include <neighborhood/moOrderNeighborhood.h>
#include <problems/bitString/moBitNeighbor.h>
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef moeoBitVector<ObjectiveVector> Solution;
class SolNeighbor : public moIndexNeighbor <Solution, ObjectiveVector>
{
public:
virtual void move(Solution & _solution) {
_solution[key] = !_solution[key];
}
};
typedef moOrderNeighborhood<SolNeighbor> SolNeighborhood;
class evalSolution : public moEval< SolNeighbor >
{
private:
unsigned size;
int flag;
public:
evalSolution(unsigned _size, int _flag=1) : size(_size), flag(_flag) {};
~evalSolution(void) {} ;
void operator() (Solution& _sol, SolNeighbor& _n){
ObjectiveVector objVec=_sol.objectiveVector();
if(flag>0){
if (_sol[_n.index()]){
objVec[0]--;
objVec[1]++;
}
else{
objVec[0]++;
objVec[1]--;
}
_n.fitness(objVec);
}
else if(flag==0){
if (_sol[_n.index()]){
objVec[0]--;
objVec[1]--;
}
else{
objVec[0]++;
objVec[1]--;
}
_n.fitness(objVec);
}
else{
if (_sol[_n.index()]){
objVec[0]++;
objVec[1]++;
}
else{
objVec[0]++;
objVec[1]--;
}
_n.fitness(objVec);
}
}
};
class fullEvalSolution : public eoEvalFunc< Solution >
{
private:
unsigned size;
public:
fullEvalSolution(unsigned _size) : size(_size){};
~fullEvalSolution(void) {} ;
void operator() (Solution& _sol){
ObjectiveVector o;
for(unsigned int i=0; i<size; i++)
if(_sol[i])
o[0]++;
else
o[1]++;
_sol.objectiveVector(o);
}
};
#endif

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moeo/test/t-moeo.cpp Normal file
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/*
* <t-moeo.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeo.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[MOEO]\t=>\t";
// solutions
Solution sol1, sol2;
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeo2DMinHypervolumeArchive.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeo2DMinHypervolumeArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef moeoBitVector < ObjectiveVector > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeo2DMinHyperVolumeArchive]\t=>\t";
// objective vectors
ObjectiveVector obj;
obj[0] = 7;
obj[1] = 15;
// population
eoPop < Solution > pop;
pop.resize(0);
//Solutions
Solution a;
a.objectiveVector(obj);
// archive
moeo2DMinHypervolumeArchive<Solution> arch(5,1000);
//test archive
pop.push_back(a);
obj[0]=10;
obj[1]=14;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=8;
obj[1]=14.5;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=6;
obj[1]=15;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=14;
obj[1]=13;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=12;
obj[1]=13.5;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=14.5;
obj[1]=12.5;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=14;
obj[1]=13;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=11.5;
obj[1]=11.5;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=5.5;
obj[1]=12.5;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=3.5;
obj[1]=13.5;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=15;
obj[1]=3.5;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=13.5;
obj[1]=8;
a.objectiveVector(obj);
pop.push_back(a);
obj[0]=1;
obj[1]=15;
a.objectiveVector(obj);
pop.push_back(a);
for(int i=0; i< pop.size(); i++){
arch(pop[i]);
arch.print();
std::cout << std::endl;
}
moeo2DMinHypervolumeArchive<Solution>::iterator it;
it=arch.begin();
assert(it->objectiveVector()[0]==15);
assert(it->objectiveVector()[1]==3.5);
assert(it->fitness()==1000);
it++;
assert(it->objectiveVector()[0]==13.5);
assert(it->objectiveVector()[1]==8);
assert(it->fitness()==6.75);
it++;
assert(it->objectiveVector()[0]==5.5);
assert(it->objectiveVector()[1]==12.5);
assert(it->fitness()==8);
it++;
assert(it->objectiveVector()[0]==3.5);
assert(it->objectiveVector()[1]==13.5);
assert(it->fitness()==3);
it++;
assert(it->objectiveVector()[0]==1);
assert(it->objectiveVector()[1]==15);
assert(it->fitness()==1000);
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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moeo/test/t-moeoASEEA.cpp Normal file
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/*
* <t-moeoASEEA.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoASEEA.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = 1 / (_sol[0]+1);
_sol.objectiveVector(objVec);
}
};
int main()
{
std::cout << "[moeoASSEA] => \n";
TestEval eval;
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(1.0);
eoRealVectorBounds bounds(1, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
for(unsigned int i=0; i<pop.size(); i++)
eval(pop[i]);
eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
eoGenContinue <Solution > continuator(10);
moeoUnboundedArchive < Solution > archive;
eoPopLoopEval <Solution> loopEval(eval);
eoPopEvalFunc <Solution>& popEval(loopEval);
// build ASSEA
moeoASEEA <Solution> algo1(10, eval, xover, 0.1, mutation, 0.5, archive, 10);
moeoASEEA <Solution> algo2(continuator, popEval, xover, 0.1, mutation, 1.0, archive, 10);
moeoASEEA <Solution> algo3(continuator, eval, xover, 0.1, mutation, 1.0, archive, 10);
moeoASEEA <Solution> algo4(continuator, popEval, transform, archive, 10);
moeoASEEA <Solution> algo5(continuator, eval, transform, archive, 10);
// run the algo
algo1(pop);
algo2(pop);
algo3(pop);
algo4(pop);
algo5(pop);
std::cout << " OK\n";
return EXIT_SUCCESS;
}

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moeo/test/t-moeoASFAMetric.cpp Executable file
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/*
* <t-moeoChebyshevMetric.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
* Francois Legillon
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAggregationFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
class DummyEval: public eoEvalFunc<Solution>{
void operator()(Solution &moeo){
}
} eval;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoChebyshevMetric] => ";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 3;
obj0[1] = 3;
obj1[0] = 2;
obj1[1] = 2;
obj2[0] = 1;
obj2[1] = 1;
obj4[0] = 0;
obj4[1] = 0;
std::vector<double> poids;
poids.resize(2);
poids[0]=2;
poids[1]=3;
ObjectiveVector obj_poids(poids);
// population
eoPop < Solution > pop;
pop.resize(3);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
Solution reference;
reference.objectiveVector(obj4);
unsigned int rho=2;
moeoObjectiveVectorNormalizer<Solution> normalizer(pop,10);
moeoAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness(rho,obj4,obj_poids,normalizer);
moeoAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness1(rho,obj4,obj_poids,normalizer,eval);
moeoAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness2(rho,obj4,obj_poids);
moeoAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness3(rho,obj4,obj_poids,eval);
fitness(pop);
fitness(reference);
assert(pop[0].fitness()<pop[1].fitness());
assert(pop[1].fitness()<pop[2].fitness());
std::cout << "Ok" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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moeo/test/t-moeoASFAOrMetric.cpp Executable file
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/*
* <t-moeoChebyshevMetric.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
* Francois Legillon
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAggregationFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
class DummyEval: public eoEvalFunc<Solution>{
void operator()(Solution &moeo){
}
} eval;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoChebyshevMetric] => ";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 3;
obj0[1] = 3;
obj1[0] = 2;
obj1[1] = 2;
obj2[0] = 1;
obj2[1] = 1;
obj4[0] = 0;
obj4[1] = 0;
std::vector<double> poids;
poids.resize(2);
poids[0]=2;
poids[1]=3;
ObjectiveVector obj_poids(poids);
// population
eoPop < Solution > pop;
pop.resize(3);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
Solution reference;
reference.objectiveVector(obj4);
unsigned int rho=2;
moeoObjectiveVectorNormalizer<Solution> normalizer(pop,10);
moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness(rho,obj4,obj_poids,normalizer,eval);
moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness1(rho,obj4,obj_poids);
moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness2(rho,obj4,obj_poids,normalizer);
moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness3(rho,obj4,obj_poids,eval);
fitness(pop);
fitness(reference);
assert(pop[0].fitness()<pop[1].fitness());
assert(pop[1].fitness()<pop[2].fitness());
std::cout << "Ok" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoAchievementFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAchievementFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoAchievementFitnessAssignment]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
pop[4].objectiveVector(obj4);
pop[5].objectiveVector(obj5);
// reference point
ObjectiveVector ref;
ref[0] = 3;
ref[1] = 2;
// fitness assignment
moeoAchievementFitnessAssignment< Solution > fitnessAssignment(ref, 0.0);
fitnessAssignment(pop);
// pop[0]
if (pop[0].fitness() != -1.5)
{
std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
return EXIT_FAILURE;
}
// pop[1]
if (pop[1].fitness() != -0.5)
{
std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
return EXIT_FAILURE;
}
// pop[2]
if (pop[2].fitness() != -0.5)
{
std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
return EXIT_FAILURE;
}
// pop[3]
if (pop[3].fitness() != -1.5)
{
std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
return EXIT_FAILURE;
}
// pop[4]
if (pop[4].fitness() != -1.0)
{
std::cout << "ERROR (bad fitness for pop[4])" << std::endl;
return EXIT_FAILURE;
}
// pop[5]
if (pop[5].fitness() != -0.5)
{
std::cout << "ERROR (bad fitness for pop[5])" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoAggregationFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
* Francois Legillon
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAggregationFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return false;
}
static bool maximizing (int i)
{
return true;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoAggregationFitnessAssignment] => ";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
std::vector<double> poids;
poids.resize(2);
poids[0]=2;
poids[1]=3;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
moeoAggregationFitnessAssignment < Solution > fitness(poids);
fitness(pop);
assert(pop[0].fitness() == 19.0);
assert(pop[1].fitness() == 15.0);
assert(pop[2].fitness() == 11.0);
assert(pop[3].fitness() == 25.0);
std::cout << "Ok" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoAggregativeComparator.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAggregativeComparator.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
typedef MOEO < double, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoAggregativeComparator]\t=>\t";
// fitness & diversity
double fit1 = 1.0;
double div1 = 2.0;
double fit2 = 3.0;
double div2 = 1.0;
// solutions
Solution sol1;
sol1.fitness(fit1);
sol1.diversity(div1);
Solution sol2;
sol2.fitness(fit2);
sol2.diversity(div2);
// comparator
moeoAggregativeComparator < Solution > comparator;
// sol1 not better than sol2?
if (! comparator(sol1, sol2))
{
std::cout << "ERROR (sol1 must be better)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoAggregativeFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAggregativeFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
int res=EXIT_SUCCESS;
std::cout << "[moeoAggregativeFitnessAssignment] => ";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
std::vector<double> poids;
poids.resize(2);
poids[0]=2;
poids[1]=3;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
moeoAggregativeFitnessAssignment < Solution > fitness(poids);
fitness(pop);
assert(pop[0].fitness() == 19.0);
assert(pop[1].fitness() == 15.0);
assert(pop[2].fitness() == 11.0);
assert(pop[3].fitness() == 25.0);
std::cout << "Ok" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoBitVector.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoBitVector.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef moeoBitVector < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoBitVector]\t=>\t";
// solutions
Solution sol1, sol2;
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoBoundedArchive.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoBoundedArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoBoundedArchive]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 8;
obj6[0] = 2.5;
obj6[1] = 3.5;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
pop[4].objectiveVector(obj4);
pop[5].objectiveVector(obj5);
moeoDummyFitnessAssignment < Solution > fitness;
moeoDummyDiversityAssignment < Solution > diversity;
moeoFitnessThenDiversityComparator < Solution > indiComparator;
moeoParetoObjectiveVectorComparator < ObjectiveVector > comparator;
// archive
moeoBoundedArchive< Solution > arch(indiComparator, comparator, fitness, diversity, 50);
moeoBoundedArchive< Solution > arch2(indiComparator, fitness, diversity, 2);
//test archive
arch(pop);
assert(arch.size()==3);
arch2(pop);
assert(arch2.size()==2);
pop.resize(7);
pop[6].objectiveVector(obj6);
arch2(pop[6]);
assert(arch2.size()==2);
obj6[0] = 0;
obj6[1] = 0;
pop[6].objectiveVector(obj6);
arch2(pop[6]);
assert(arch2.size()==1);
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoChebyshevMetric.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
* Francois Legillon
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAggregationFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return false;
}
static bool maximizing (int i)
{
return true;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
class DummyEval: public eoEvalFunc<Solution>{
void operator()(Solution &moeo){
}
} eval;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoChebyshevMetric] => ";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 3;
obj0[1] = 3;
obj1[0] = 2;
obj1[1] = 2;
obj2[0] = 1;
obj2[1] = 1;
obj4[0] = 0;
obj4[1] = 0;
std::vector<double> poids;
poids.resize(2);
poids[0]=2;
poids[1]=3;
ObjectiveVector obj_poids(poids);
// population
eoPop < Solution > pop;
pop.resize(3);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
Solution reference;
reference.objectiveVector(obj4);
unsigned int rho=2;
moeoObjectiveVectorNormalizer<Solution> normalizer(pop,10);
moeoWeightedChebychevMetricFitnessAssignment<Solution> fitness(rho,obj4,obj_poids,normalizer);
moeoWeightedChebychevMetricFitnessAssignment<Solution> fitness2(rho,obj4,obj_poids);
moeoWeightedChebychevMetricFitnessAssignment<Solution> fitness3(rho,obj4,obj_poids,eval);
moeoWeightedChebychevMetricFitnessAssignment<Solution> fitness4(rho,obj4,obj_poids,normalizer,eval);
fitness(pop);
fitness(reference);
assert(pop[0].fitness()<pop[1].fitness());
assert(pop[1].fitness()<pop[2].fitness());
std::cout << "Ok" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoChebyshevOrientedMetric.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
* Francois Legillon
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAggregationFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
class DummyEval: public eoEvalFunc<Solution>{
void operator()(Solution &moeo){
}
} eval;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoChebyshevMetric] => ";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 3;
obj0[1] = 3;
obj1[0] = 2;
obj1[1] = 2;
obj2[0] = 1;
obj2[1] = 1;
obj4[0] = 0;
obj4[1] = 0;
std::vector<double> poids;
poids.resize(2);
poids[0]=2;
poids[1]=3;
ObjectiveVector obj_poids(poids);
// population
eoPop < Solution > pop;
pop.resize(3);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
Solution reference;
reference.objectiveVector(obj4);
unsigned int rho=2;
moeoObjectiveVectorNormalizer<Solution> normalizer(pop,10);
moeoAugmentedWeightedChebychevMetricFitnessAssignment<Solution> fitness(rho,obj4,obj_poids,normalizer,eval);
moeoAugmentedWeightedChebychevMetricFitnessAssignment<Solution> fitness1(rho,obj4,obj_poids,normalizer);
moeoAugmentedWeightedChebychevMetricFitnessAssignment<Solution> fitness2(rho,obj4,obj_poids,eval);
moeoAugmentedWeightedChebychevMetricFitnessAssignment<Solution> fitness3(rho,obj4,obj_poids);
fitness(pop);
fitness(reference);
assert(pop[0].fitness()<pop[1].fitness());
assert(pop[1].fitness()<pop[2].fitness());
std::cout << "Ok" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoConstraintFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
* Francois Legillon
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoAggregationFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
class DummyEval: public eoEvalFunc<Solution>{
void operator()(Solution &moeo){
}
} defaultEval;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoAggregationFitnessAssignment] => ";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 0;
obj0[1] = 2;
obj1[0] = 2;
obj1[1] = 0;
obj2[0] = 4;
obj2[1] = 2;
obj4[0] = 3;
obj4[1] = 0;
std::vector<double> poids;
poids.resize(2);
poids[0]=2;
poids[1]=1;
// population
eoPop < Solution > pop;
pop.resize(3);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
moeoObjectiveVectorNormalizer<Solution> normalizer;
moeoConstraintFitnessAssignment < Solution > fitness(poids,obj4,1,normalizer);
moeoConstraintFitnessAssignment < Solution > fitness2(poids,obj4,1,normalizer,defaultEval);
fitness(pop);
assert(pop[0].fitness()==-2);
assert(pop[1].fitness()==0);
assert(pop[2].fitness()==-4);
std::cout << "Ok" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoCrowdingDiversityAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoCrowdingDiversityAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoCrowdingDiversityAssignment]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3;
obj0[0] = 1;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 3;
obj2[1] = 3;
obj3[0] = 5;
obj3[1] = 1;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
// diversity assignment
moeoCrowdingDiversityAssignment< Solution > diversityAssignment;
diversityAssignment(pop);
// pop[0]
if (pop[0].diversity() != diversityAssignment.inf())
{
std::cout << "ERROR (bad diversity for pop[0])" << std::endl;
return EXIT_FAILURE;
}
// pop[1]
if (pop[1].diversity() != 1.0)
{
std::cout << "ERROR (bad diversity for pop[1])" << std::endl;
return EXIT_FAILURE;
}
// pop[2]
if (pop[2].diversity() != 1.0)
{
std::cout << "ERROR (bad diversity for pop[2])" << std::endl;
return EXIT_FAILURE;
}
// pop[3]
if (pop[3].diversity() != diversityAssignment.inf())
{
std::cout << "ERROR (bad diversity for pop[3]) " << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
<t-moeoDMLSGenUpdater.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include "moeoTestClass.h"
#include <algo/moeoPLS1.h>
#include <eoTimeContinue.h>
#include <archive/moeoUnboundedArchive.h>
#include <hybridization/moeoDMLSGenUpdater.h>
#include <selection/moeoExhaustiveUnvisitedSelect.h>
#include <explorer/moeoExhaustiveNeighborhoodExplorer.h>
#include <eoGenContinue.h>
#include <iostream>
#include <cstdlib>
#include <cassert>
int main(){
std::cout << "[t-moeoDMLSGenUpdater] => START" << std::endl;
//init all components
moeoUnboundedArchive<Solution> arch(false);
moeoUnboundedArchive<Solution> globalArch(false);
eoTimeContinue<Solution> cont(1);
fullEvalSolution fullEval(8);
Solution s;
evalSolution eval(8);
ObjectiveVector o;
SolNeighbor n;
SolNeighborhood nh(8);
moeoPLS1<SolNeighbor> pls1(cont, fullEval, arch, nh, eval);
moeoExhaustiveUnvisitedSelect<Solution> select;
moeoExhaustiveNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
eoGenContinue<Solution> genCont(2);
//Create a solution
s.resize(8);
s[0]=true;
s[1]=true;
s[2]=true;
s[3]=true;
s[4]=true;
s[5]=true;
s[6]=true;
s[7]=true;
//Set its objective Vector
o[0]=8;
o[1]=0;
s.objectiveVector(o);
globalArch(s);
assert(globalArch.size()==1);
//test constructor 1 with a dmls, its archive, a global archive and a generational continuator
moeoDMLSGenUpdater<SolNeighbor> test1(pls1, arch, globalArch, genCont);
//test constructor 2 with a full evaluation function, an explorer, a selector, a global archive and a generational continuator
moeoDMLSGenUpdater<SolNeighbor> test2(fullEval, explorer, select, globalArch, genCont);
//test constructor 3 with a full evaluation function, an explorer, a selector, a global archive and a generational continuator
moeoDMLSGenUpdater<SolNeighbor> test3(fullEval, arch, explorer, select, globalArch, genCont);
std::cout << "initial solution:" << std::endl;
std::cout << s << std::endl;
test1();
assert(globalArch.size()==1);
test1();
assert(globalArch.size()==9);
std::cout << "global arch:" << std::endl;
for(unsigned int i=0; i<globalArch.size(); i++)
std::cout << globalArch[i] << std::endl;
std::cout << "[t-moeoDMLSGenUpdater] => OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
<t-moeoDMLSMonOp.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include <iostream>
#include <cstdlib>
#include <cassert>
#include "moeoTestClass.h"
#include <algo/moeoPLS1.h>
#include <eoTimeContinue.h>
#include <archive/moeoUnboundedArchive.h>
#include <hybridization/moeoDMLSMonOp.h>
#include <selection/moeoExhaustiveUnvisitedSelect.h>
#include <explorer/moeoExhaustiveNeighborhoodExplorer.h>
int main(){
std::cout << "[t-moeoDMLSMonOp] => START" << std::endl;
//init all components
moeoUnboundedArchive<Solution> arch(false);
eoTimeContinue<Solution> cont(1);
fullEvalSolution fullEval(8);
Solution s;
evalSolution eval(8);
ObjectiveVector o;
SolNeighbor n;
SolNeighborhood nh(8);
moeoPLS1<SolNeighbor> pls1(cont, fullEval, arch, nh, eval);
moeoExhaustiveUnvisitedSelect<Solution> select;
moeoExhaustiveNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
//Create a solution
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
//Set its objective Vector
o[0]=8;
o[1]=0;
s.objectiveVector(o);
//test constructor 1 with a dmls and its archive
moeoDMLSMonOp<SolNeighbor> test1(pls1, arch);
//test constructor 2 with an incremental evaluation function, a selector and an explorer
moeoDMLSMonOp<SolNeighbor> test2(fullEval, explorer, select, 2, true);
//test constructor 3 with an incremental evaluation function, a selector and an explorer and the dmls archive
moeoDMLSMonOp<SolNeighbor> test3(fullEval, arch, explorer, select, 2, true);
std::cout << "initial solution:" << std::endl;
std::cout << s << std::endl;
test1(s);
std::cout << "mutate solution:" << std::endl;
std::cout << s << std::endl;
std::cout << "[t-moeoDMLSMonOp] => OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
* <t-moeoDetArchiveSelect.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoDetArchiveSelect..cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
int main()
{
std::cout << "[moeoDetArchiveSelect] => \n";
moeoUnboundedArchive <Solution> archive;
Solution sol1, sol2, sol3, sol4, sol5;
ObjectiveVector obj1, obj2, obj3, obj4, obj5;
obj1[0]=10;
obj1[1]=0;
obj2[0]=9;
obj2[1]=1;
obj3[0]=8;
obj3[1]=2;
obj4[0]=7;
obj4[1]=3;
obj5[0]=6;
obj5[1]=4;
sol1.objectiveVector(obj1);
sol2.objectiveVector(obj2);
sol3.objectiveVector(obj3);
sol4.objectiveVector(obj4);
sol5.objectiveVector(obj5);
archive(sol1);
archive(sol2);
archive(sol3);
archive(sol4);
archive(sol5);
assert(archive.size() == 5);
//archive.printOn(std::cout);
eoPop <Solution> source, dest;
// test with max > archive size
moeoDetArchiveSelect <Solution> select1(archive, 10);
select1(source, dest);
for(unsigned int i=0; i< archive.size(); i++){
assert(dest[i].objectiveVector()[0]==archive[i].objectiveVector()[0]);
assert(dest[i].objectiveVector()[1]==archive[i].objectiveVector()[1]);
}
//test with a max < archive size
dest.resize(0);
moeoDetArchiveSelect <Solution> select2(archive, 3);
select2(source, dest);
assert(dest.size()==3);
//test with archive size < min
dest.resize(0);
moeoDetArchiveSelect <Solution> select3(archive, 100, 10);
select3(source, dest);
for(int i=0; i< 10; i++){
assert(dest[i].objectiveVector()[0]==archive[i%archive.size()].objectiveVector()[0]);
assert(dest[i].objectiveVector()[1]==archive[i%archive.size()].objectiveVector()[1]);
}
//test with bad value
dest.resize(0);
moeoDetArchiveSelect <Solution> select4(archive, 10, 11);
select4(source, dest);
assert(dest.size()==0);
std::cout << " OK\n";
return EXIT_SUCCESS;
}

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/*
* <t-moeoDiversityThenFitnessComparator.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoDiversityThenFitnessComparator.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
typedef MOEO < double, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoDiversityThenFitnessComparator]\t=>\t";
// fitness & diversity
double fit1 = 1.0;
double div1 = 2.0;
double fit2 = 3.0;
double div2 = 1.0;
// solutions
Solution sol1;
sol1.fitness(fit1);
sol1.diversity(div1);
Solution sol2;
sol2.fitness(fit2);
sol2.diversity(div2);
// comparator
moeoDiversityThenFitnessComparator < Solution > comparator;
// sol1 better than sol2?
if (comparator(sol1, sol2))
{
std::cout << "ERROR (sol2 must be better)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoDominanceCountFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoDominanceCountFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int test(const eoPop < Solution >& _pop, const moeoUnboundedArchive < Solution >& _archive, int _pop0, int _pop1, int _pop2, int _pop3, int _arch0, int _arch1, int _arch2) {
// pop[0]
if (_pop[0].fitness() != _pop0)
{
std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
return EXIT_FAILURE;
}
// pop[1]
if (_pop[1].fitness() != _pop1)
{
std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
return EXIT_FAILURE;
}
// pop[2]
if (_pop[2].fitness() != _pop2)
{
std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
return EXIT_FAILURE;
}
// pop[3]
if (_pop[3].fitness() != _pop3)
{
std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
return EXIT_FAILURE;
}
// archive[0]
if ((_arch0 >= 0 ) && (_archive[0].fitness() != _arch0))
{
std::cout << "ERROR (bad fitness archive[0])" << std::endl;
return EXIT_FAILURE;
}
// archive[1]
if ((_arch1 >= 0 ) && (_archive[1].fitness() != _arch1))
{
std::cout << "ERROR (bad fitness for archive[1])" << std::endl;
return EXIT_FAILURE;
}
// archive[2]
if ((_arch2 >= 0) && (_archive[2].fitness() != _arch2))
{
std::cout << "ERROR (bad fitness for archive[2])" << std::endl;
return EXIT_FAILURE;
}
return 0;
}
int main()
{
int res=EXIT_SUCCESS;
std::cout << "[moeoDominanceCountFitnessAssignment]\n\n";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
obj6[0] = 4;
obj6[1] = 4;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0); // class 1
pop[1].objectiveVector(obj1); // class 1
pop[2].objectiveVector(obj2); // class 1
pop[3].objectiveVector(obj3); // class 3
moeoUnboundedArchive < Solution > archive;
archive.resize(3);
archive[0].objectiveVector(obj4);
archive[1].objectiveVector(obj5);
archive[2].objectiveVector(obj6);
moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
// fitness assignment
moeoDominanceCountFitnessAssignment< Solution > fitnessAssignment(false);
moeoDominanceCountFitnessAssignment< Solution > fitnessAssignment2(archive,false);
moeoDominanceCountFitnessAssignment< Solution > fitnessAssignment3(paretoComparator);
moeoDominanceCountFitnessAssignment< Solution > fitnessAssignment4(paretoComparator, archive);
std::cout << "Constructor without parameter => ";
fitnessAssignment(pop);
if (test(pop, archive, 1, 1, 1, 0, -1, -1, -1) == 0)
std::cout << "OK" << std::endl;
else
res=EXIT_FAILURE;
std::cout << "Constructor with archive passed in parameter => ";
fitnessAssignment2(pop);
if (test(pop, archive, 1, 2, 3, 0, 1, 2, 1) == 0)
std::cout << "OK" << std::endl;
else
res=EXIT_FAILURE;
return res;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoDominanceCountRankingFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoDominanceCountRankingFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int test(const eoPop < Solution >& _pop, const moeoUnboundedArchive < Solution >& _archive, double _pop0, double _pop1, double _pop2, double _pop3, double _arch0, double _arch1, double _arch2) {
// pop[0]
if (_pop[0].fitness() != _pop0)
{
std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
return EXIT_FAILURE;
}
// pop[1]
if (_pop[1].fitness() != _pop1)
{
std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
return EXIT_FAILURE;
}
// pop[2]
if (_pop[2].fitness() != _pop2)
{
std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
return EXIT_FAILURE;
}
// pop[3]
if (_pop[3].fitness() != _pop3)
{
std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
return EXIT_FAILURE;
}
// archive[0]
if ((_arch0 <= 0 ) && (_archive[0].fitness() != _arch0))
{
std::cout << "ERROR (bad fitness archive[0])" << std::endl;
return EXIT_FAILURE;
}
// archive[1]
if ((_arch1 <= 0 ) && (_archive[1].fitness() != _arch1))
{
std::cout << "ERROR (bad fitness for archive[1])" << std::endl;
return EXIT_FAILURE;
}
// archive[2]
if ((_arch2 <= 0) && (_archive[2].fitness() != _arch2))
{
std::cout << "ERROR (bad fitness for archive[2])" << std::endl;
return EXIT_FAILURE;
}
return 0;
}
int main()
{
int res=EXIT_SUCCESS;
std::cout << "[moeoDominanceCountRankingFitnessAssignment]\n";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
obj6[0] = 4;
obj6[1] = 4;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0); // class 1
pop[1].objectiveVector(obj1); // class 1
pop[2].objectiveVector(obj2); // class 1
pop[3].objectiveVector(obj3); // class 3
moeoUnboundedArchive < Solution > archive;
archive.resize(3);
archive[0].objectiveVector(obj4);
archive[1].objectiveVector(obj5);
archive[2].objectiveVector(obj6);
moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
// fitness assignment
moeoDominanceCountRankingFitnessAssignment <Solution> fitnessAssignment;
moeoDominanceCountRankingFitnessAssignment <Solution> fitnessAssignment2(archive);
moeoDominanceCountRankingFitnessAssignment <Solution> fitnessAssignment3(paretoComparator,false);
moeoDominanceCountRankingFitnessAssignment <Solution> fitnessAssignment4(paretoComparator, archive,false);
std::cout << "Constructor without parameter => ";
fitnessAssignment(pop);
if (test(pop, archive, 0, 0, 0, -3, 1, 1, 1) == 0)
std::cout << "OK" << std::endl;
else
res=EXIT_FAILURE;
std::cout << "Constructor with archive passed in parameter => ";
fitnessAssignment2(pop);
for (unsigned int k=0; k<pop.size();k++)
std::cout << "pop " << k << " : " << pop[k].fitness() << "\n";
for (unsigned int k=0; k<archive.size();k++)
std::cout << "archive " << k << " : " << archive[k].fitness() << "\n";
if (test(pop, archive, 0, -14, 0, -13, -4, 0, -7) == 0)
std::cout << "OK" << std::endl;
else
res=EXIT_FAILURE;
return res;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoDominanceDepthFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoDominanceDepthFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoDominanceDepthFitnessAssignment]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0); // class 1
pop[1].objectiveVector(obj1); // class 1
pop[2].objectiveVector(obj2); // class 1
pop[3].objectiveVector(obj3); // class 3
pop[4].objectiveVector(obj4); // class 2
pop[5].objectiveVector(obj5); // class 1
// fitness assignment
moeoDominanceDepthFitnessAssignment< Solution > fitnessAssignment;
fitnessAssignment(pop);
// pop[0]
if (pop[0].fitness() != 2.0)
{
std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
return EXIT_FAILURE;
}
// pop[1]
if (pop[1].fitness() != 2.0)
{
std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
return EXIT_FAILURE;
}
// pop[2]
if (pop[2].fitness() != 2.0)
{
std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
return EXIT_FAILURE;
}
// pop[3]
if (pop[3].fitness() != 0.0)
{
std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
return EXIT_FAILURE;
}
// pop[4]
if (pop[4].fitness() != 1.0)
{
std::cout << "ERROR (bad fitness for pop[4])" << std::endl;
return EXIT_FAILURE;
}
// pop[5]
if (pop[5].fitness() != 2.0)
{
std::cout << "ERROR (bad fitness for pop[5])" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoDominanceMatrix.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoDominanceMatrix.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <assert.h>
#include <set>
#include <iostream>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoDominanceMatrix]\n\n";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
obj6[0] = 4;
obj6[1] = 4;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0); // class 1
pop[1].objectiveVector(obj1); // class 1
pop[2].objectiveVector(obj2); // class 1
pop[3].objectiveVector(obj3); // class 3
moeoUnboundedArchive < Solution > archive;
archive.resize(3);
archive[0].objectiveVector(obj4);
archive[1].objectiveVector(obj5);
archive[2].objectiveVector(obj6);
moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
// fitness assignment
moeoDominanceMatrix< Solution > matrix(true);
moeoDominanceMatrix< Solution > matrix2(paretoComparator, false);
//test operator() with 2 parameters
matrix(pop,archive);
//test result of matrix
for (unsigned int i=0; i<7; i++)
for (unsigned int j=0; j<3; j++)
assert(!matrix[i][j]);
assert(matrix[0][3]);
assert(matrix[0][5]);
assert(matrix[1][3]);
assert(matrix[1][5]);
assert(matrix[1][6]);
assert(matrix[2][3]);
assert(matrix[2][4]);
assert(matrix[2][5]);
assert(matrix[2][6]);
assert(matrix[3][5]);
assert(matrix[4][3]);
assert(matrix[4][5]);
assert(matrix[6][3]);
assert(matrix[6][5]);
assert(!matrix[0][4]);
assert(!matrix[0][6]);
assert(!matrix[1][4]);
assert(!matrix[3][3]);
assert(!matrix[3][4]);
assert(!matrix[3][6]);
assert(!matrix[4][4]);
assert(!matrix[4][6]);
assert(!matrix[5][3]);
assert(!matrix[5][4]);
assert(!matrix[5][5]);
assert(!matrix[5][6]);
assert(!matrix[6][4]);
assert(!matrix[6][6]);
//test methode count
assert(matrix.count(0)==2);
assert(matrix.count(1)==3);
assert(matrix.count(2)==4);
assert(matrix.count(3)==1);
assert(matrix.count(4)==2);
assert(matrix.count(5)==0);
assert(matrix.count(6)==2);
//test methode rank
assert(matrix.rank(0)==0);
assert(matrix.rank(1)==0);
assert(matrix.rank(2)==0);
assert(matrix.rank(3)==5);
assert(matrix.rank(4)==1);
assert(matrix.rank(5)==6);
assert(matrix.rank(6)==2);
//test operator() with one parameter
matrix2(archive);
assert(!matrix2[0][0]);
assert(!matrix2[0][1]);
assert(!matrix2[0][2]);
assert(!matrix2[1][0]);
assert(!matrix2[1][1]);
assert(matrix2[1][2]);
assert(!matrix2[2][0]);
assert(!matrix2[2][1]);
assert(!matrix2[2][2]);
assert(matrix2.count(0)==0);
assert(matrix2.count(1)==1);
assert(matrix2.count(2)==0);
assert(matrix2.rank(0)==0);
assert(matrix2.rank(1)==0);
assert(matrix2.rank(2)==1);
std::set<int> hop;
hop.insert(2);
hop.insert(2);
hop.insert(10);
hop.insert(3);
hop.insert(45);
hop.insert(45);
hop.insert(45);
std::set<int>::iterator it=hop.begin();
while (it!=hop.end()) {
std::cout << *it << "\n";
it++;
}
std::cout << "OK";
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoDominanceRankFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoDominanceRankFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int test(const eoPop < Solution >& _pop, const moeoUnboundedArchive < Solution >& _archive, int _pop0, int _pop1, int _pop2, int _pop3, int _arch0, int _arch1, int _arch2) {
// pop[0]
if (_pop[0].fitness() != _pop0)
{
std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
return EXIT_FAILURE;
}
// pop[1]
if (_pop[1].fitness() != _pop1)
{
std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
return EXIT_FAILURE;
}
// pop[2]
if (_pop[2].fitness() != _pop2)
{
std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
return EXIT_FAILURE;
}
// pop[3]
if (_pop[3].fitness() != _pop3)
{
std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
return EXIT_FAILURE;
}
// archive[0]
if ((_arch0 <= 0 ) && (_archive[0].fitness() != _arch0))
{
std::cout << "ERROR (bad fitness archive[0])" << std::endl;
return EXIT_FAILURE;
}
// archive[1]
if ((_arch1 <= 0 ) && (_archive[1].fitness() != _arch1))
{
std::cout << "ERROR (bad fitness for archive[1])" << std::endl;
return EXIT_FAILURE;
}
// archive[2]
if ((_arch2 <= 0) && (_archive[2].fitness() != _arch2))
{
std::cout << "ERROR (bad fitness for archive[2])" << std::endl;
return EXIT_FAILURE;
}
return 0;
}
int main()
{
int res=EXIT_SUCCESS;
std::cout << "[moeoDominanceRankFitnessAssignment]\n";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
obj6[0] = 4;
obj6[1] = 4;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0); // class 1
pop[1].objectiveVector(obj1); // class 1
pop[2].objectiveVector(obj2); // class 1
pop[3].objectiveVector(obj3); // class 3
moeoUnboundedArchive < Solution > archive;
archive.resize(3);
archive[0].objectiveVector(obj4);
archive[1].objectiveVector(obj5);
archive[2].objectiveVector(obj6);
moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
// fitness assignment
moeoDominanceRankFitnessAssignment< Solution > fitnessAssignment;
moeoDominanceRankFitnessAssignment< Solution > fitnessAssignment2(archive, 2.0,true);
moeoDominanceRankFitnessAssignment< Solution > fitnessAssignment3(paretoComparator, 3.0);
moeoDominanceRankFitnessAssignment< Solution > fitnessAssignment4(paretoComparator, archive);
std::cout << "Constructor without parameter => ";
fitnessAssignment(pop);
if (test(pop, archive, -1, -1, -1, -4, 1, 1, 1) == 0)
std::cout << "OK" << std::endl;
else
res=EXIT_FAILURE;
std::cout << "Constructor with archive passed in parameter => ";
fitnessAssignment2(pop);
if (test(pop, archive, -2, -8, -2, -7, -3, -2, -4) == 0)
std::cout << "OK" << std::endl;
else
res=EXIT_FAILURE;
return res;
}
//-----------------------------------------------------------------------------

128
moeo/test/t-moeoEasyEA.cpp Normal file
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/*
* <t-moeoEasyEA.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoEasyEA.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = _sol[0] * _sol[0];
_sol.objectiveVector(objVec);
}
};
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoEasyEA]" << std::endl;
TestEval eval;
eoPopLoopEval <Solution> loopEval(eval);
eoPopEvalFunc <Solution> & popEval(loopEval);
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(0.05);
eoSequentialOp < Solution > op;
op.add(xover, 1.0);
op.add(mutation, 1.0);
eoSGATransform < Solution > transform(xover, 1.0, mutation, 1.0);
eoRealVectorBounds bounds(1, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
eoGenContinue < Solution > term(20);
moeoDominanceDepthFitnessAssignment < Solution > fitnessAssignment;
moeoFrontByFrontCrowdingDiversityAssignment < Solution > diversityAssignment;
moeoFitnessThenDiversityComparator < Solution > comparator;
moeoDetTournamentSelect < Solution > selectOne(comparator, 2);
moeoElitistReplacement < Solution > replace(fitnessAssignment, diversityAssignment, comparator);
eoGeneralBreeder < Solution > breed(selectOne, op);
eoSelectMany < Solution > select(selectOne, 1.0);
// build EA
moeoEasyEA < Solution > algo1 (term, eval, breed, replace, fitnessAssignment, diversityAssignment);
moeoEasyEA < Solution > algo2 (term, popEval, breed, replace, fitnessAssignment, diversityAssignment);
moeoEasyEA < Solution > algo3 (term, eval, select, transform, replace, fitnessAssignment, diversityAssignment);
moeoEasyEA < Solution > algo4 (term, popEval, select, transform, replace, fitnessAssignment, diversityAssignment);
// run the algo
algo4(pop);
// final pop
std::cout << "Final population" << std::endl;
std::cout << pop << std::endl;
std::cout << "[moeoEasyEA] OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoEpsilonHyperboxArchive.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
* Jérémie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoEpsilonHyperboxArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
//!!!!!!!!!!!!VRAI TEST A FAIRE!!!!!!!!!!!!!!
std::cout << "[moeoEpsilonHyperboxArchive]\t=>\t";
std::cout << std::endl;
// objective vectors
ObjectiveVector obj;
// population
eoPop < Solution > pop;
pop.resize(100);
unsigned int o1=50;
unsigned int o2=50;
unsigned int o3=50;
unsigned int o4=50;
for(int i=0; i< pop.size()/2; i++){
// tmp=rng.uniform()*100;
obj[0]=o1;
obj[1]=o2;
// obj[0]=tmp;
// obj[1]=100-tmp;
pop[2*i].objectiveVector(obj);
obj[0]=o3;
obj[1]=o4;
// tmp=rng.uniform()*100;
// obj[0]=tmp;
// obj[1]=100-tmp;
pop[2*i + 1].objectiveVector(obj);
o1++;
o2--;
o3--;
o4++;
}
// pop.resize(4);
// obj[0]=0;
// obj[1]=100;
// pop[0].objectiveVector(obj);
// obj[0]=100;
// obj[1]=0;
// pop[1].objectiveVector(obj);
// obj[0]=50;
// obj[1]=50;
// pop[2].objectiveVector(obj);
// obj[0]=49;
// obj[1]=50.5;
// pop[3].objectiveVector(obj);
std::vector < double > epsilon;
epsilon.push_back(0.05);
epsilon.push_back(0.05);
// archive
moeoEpsilonHyperboxArchive< Solution > arch(epsilon);
ObjectiveVector nadir = arch.getNadir();
ObjectiveVector ideal = arch.getIdeal();
std::cout << "nadir: " << nadir << std::endl;
std::cout << "ideal: " << ideal << std::endl;
for(int i=0; i<pop.size() ; i++)
std::cout << pop[i].objectiveVector() << std::endl;
for(int i=0; i<pop.size() ; i++){
arch(pop[i]);
// nadir = arch.getNadir();
// ideal = arch.getIdeal();
// std::cout << "nadir: " << nadir << std::endl;
// std::cout << "ideal: " << ideal << std::endl;
// std::cout << "archive size: " << arch.size() << std::endl;
}
arch.filtre();
std::cout << "archive size: " << arch.size() << std::endl;
for (unsigned int i=0; i< arch.size(); i++)
std::cout << arch[i].objectiveVector() << std::endl;
std::cout << "nadir: " << nadir << std::endl;
std::cout << "ideal: " << ideal << std::endl;
//arch(pop);
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoEpsilonObjectiveVectorComparator.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoEpsilonObjectiveVectorComparator.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoEpsilonObjectiveVectorComparator]\t=>\t";
// objective vectors
ObjectiveVector obj1;
obj1[0] = 2.0;
obj1[1] = 5.0;
ObjectiveVector obj2;
obj2[0] = 2.2;
obj2[1] = 5.5;
ObjectiveVector obj3;
obj3[0] = 3.0;
obj3[1] = 5.0;
ObjectiveVector obj4;
obj4[0] = 3.0;
obj4[1] = 6.0;
// epsilon
double epsilon = 1.1;
// comparator
moeoEpsilonObjectiveVectorComparator< ObjectiveVector > comparator(epsilon);
// obj1 dominated by obj2? NO
if (comparator(obj1, obj2))
{
std::cout << "ERROR (obj1 dominated by obj2)" << std::endl;
return EXIT_FAILURE;
}
// obj2 dominated by obj1? YES
if (! comparator(obj2, obj1))
{
std::cout << "ERROR (obj2 notdominated by obj1)" << std::endl;
return EXIT_FAILURE;
}
// obj1 dominated by obj3? NO
if (comparator(obj1, obj3))
{
std::cout << "ERROR (obj1 dominated by obj3)" << std::endl;
return EXIT_FAILURE;
}
// obj3 dominated by obj1? NO
if (comparator(obj3, obj1))
{
std::cout << "ERROR (obj3 dominated by obj1)" << std::endl;
return EXIT_FAILURE;
}
// obj1 dominated by obj4? NO
if (comparator(obj1, obj4))
{
std::cout << "ERROR (obj1 dominated by obj4)" << std::endl;
return EXIT_FAILURE;
}
// obj4 dominated by obj1? YES
if (! comparator(obj4, obj1))
{
std::cout << "ERROR (obj4 not dominated by obj1)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
<t-moeoExhaustiveNeighborhoodExplorer.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include "moeoTestClass.h"
#include <iostream>
#include <cstdlib>
#include <cassert>
int main(){
std::cout << "[t-moeoExhaustiveNeighborhoodExplorer] => START" << std::endl;
//init all components
Solution s;
evalSolution eval(8);
ObjectiveVector o;
SolNeighbor n;
SolNeighborhood nh(8);
moeoExhaustiveNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
//create source and destination population
eoPop<Solution> src;
eoPop<Solution> dest;
//create a vector for selection
std::vector<unsigned int> v;
v.push_back(0);
//create a solution
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
//set its objective vector
o[0]=8;
o[1]=0;
s.objectiveVector(o);
// aplly a move on th solution
n.index(3);
eval(s,n);
n.move(s);
s.objectiveVector(n.fitness());
//print initial sol
std::cout << "solution:" << std::endl;
std::cout << s << std::endl;
//copy the solution in the source population
src.push_back(s);
//test the explorer
explorer(src, v, dest);
//verify the destination population
assert(dest.size()==8);
assert(dest[0].objectiveVector()[0]==6);
assert(dest[1].objectiveVector()[0]==6);
assert(dest[2].objectiveVector()[0]==6);
assert(dest[3].objectiveVector()[0]==8);
assert(dest[4].objectiveVector()[0]==6);
assert(dest[5].objectiveVector()[0]==6);
assert(dest[6].objectiveVector()[0]==6);
assert(dest[7].objectiveVector()[0]==6);
assert(dest[0].objectiveVector()[1]==2);
assert(dest[1].objectiveVector()[1]==2);
assert(dest[2].objectiveVector()[1]==2);
assert(dest[3].objectiveVector()[1]==0);
assert(dest[4].objectiveVector()[1]==2);
assert(dest[5].objectiveVector()[1]==2);
assert(dest[6].objectiveVector()[1]==2);
assert(dest[7].objectiveVector()[1]==2);
std::cout << "destination:" << std::endl;
for(unsigned int i=0; i<dest.size(); i++)
std::cout << dest[i] << std::endl;
std::cout << "[t-moeoExhaustiveNeighborhoodExplorer] => OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
<t-moeoExhaustiveUnvisitedSelect.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include <iostream>
#include <cstdlib>
#include <cassert>
#include <selection/moeoExhaustiveUnvisitedSelect.h>
#include <moeoTestClass.h>
int main(){
std::cout << "[t-moeoExhaustiveUnvisitedSelect] => START" << std::endl;
// objective vectors
eoPop < Solution > pop;
pop.resize(5);
pop[0].flag(1);
pop[1].flag(0);
pop[2].flag(0);
pop[3].flag(1);
pop[4].flag(0);
moeoExhaustiveUnvisitedSelect < Solution > select;
std::vector <unsigned int> res;
res=select(pop);
assert(res.size()==3);
assert(res[0]==1);
assert(res[1]==2);
assert(res[2]==4);
std::cout << "[t-moeoExhaustiveUnvisitedSelect] => OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
* <t-moeoExpBinaryIndicatorBasedFitnessAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoExpBinaryIndicatorBasedFitnessAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoExpBinaryIndicatorBasedFitnessAssignment]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
pop[4].objectiveVector(obj4);
pop[5].objectiveVector(obj5);
// indicator
moeoAdditiveEpsilonBinaryMetric < ObjectiveVector > indicator;
// fitness assignment
moeoExpBinaryIndicatorBasedFitnessAssignment< Solution > fitnessAssignment(indicator, 0.5);
fitnessAssignment(pop);
// pop[0]
if ( (pop[0].fitness() > -1.56) || (pop[0].fitness() < -1.57) )
{
std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
return EXIT_FAILURE;
}
// pop[1]
if ( (pop[1].fitness() > -2.40) || (pop[1].fitness() < -2.41) )
{
std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
return EXIT_FAILURE;
}
// pop[2]
if ( (pop[2].fitness() > -1.51) || (pop[2].fitness() < -1.52) )
{
std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
return EXIT_FAILURE;
}
// pop[3]
if ( (pop[3].fitness() > -9.38) || (pop[3].fitness() < -9.39) )
{
std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
return EXIT_FAILURE;
}
// pop[4]
if ( (pop[4].fitness() > -2.00) || (pop[4].fitness() < -2.01) )
{
std::cout << "ERROR (bad fitness for pop[4])" << std::endl;
return EXIT_FAILURE;
}
// pop[5]
if ( (pop[5].fitness() > -2.40) || (pop[5].fitness() < -2.41) )
{
std::cout << "ERROR (bad fitness for pop[5])" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
<t-moeoFirstImprovingNeighborhoodExplorer.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include "moeoTestClass.h"
#include <explorer/moeoFirstImprovingNeighborhoodExplorer.h>
#include <iostream>
#include <cstdlib>
#include <cassert>
int main(){
std::cout << "[t-moeoFirstImprovingNeighborhoodExplorer] => START" << std::endl;
//init all components
Solution s;
evalSolution eval(8);
evalSolution eval2(8, 0);
ObjectiveVector o;
SolNeighbor n;
SolNeighborhood nh(8);
moeoFirstImprovingNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
moeoFirstImprovingNeighborhoodExplorer<SolNeighbor> explorer2(nh, eval2);
//create source and destination population
eoPop<Solution> src;
eoPop<Solution> dest;
//create a vector for selection
std::vector<unsigned int> v;
v.push_back(0);
//create a solution
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
//set its objective vector
o[0]=8;
o[1]=0;
s.objectiveVector(o);
// aplly a move on th solution
n.index(3);
eval(s,n);
n.move(s);
s.objectiveVector(n.fitness());
//print initial sol
std::cout << "solution:" << std::endl;
std::cout << s << std::endl;
//copy the solution in the source population
src.push_back(s);
//test the explorer
explorer(src, v, dest);
assert(dest.size()==8);
assert(dest[0].objectiveVector()[0]==6);
assert(dest[1].objectiveVector()[0]==6);
assert(dest[2].objectiveVector()[0]==6);
assert(dest[3].objectiveVector()[0]==8);
assert(dest[4].objectiveVector()[0]==6);
assert(dest[5].objectiveVector()[0]==6);
assert(dest[6].objectiveVector()[0]==6);
assert(dest[7].objectiveVector()[0]==6);
assert(dest[0].objectiveVector()[1]==2);
assert(dest[1].objectiveVector()[1]==2);
assert(dest[2].objectiveVector()[1]==2);
assert(dest[3].objectiveVector()[1]==0);
assert(dest[4].objectiveVector()[1]==2);
assert(dest[5].objectiveVector()[1]==2);
assert(dest[6].objectiveVector()[1]==2);
assert(dest[7].objectiveVector()[1]==2);
std::cout << "destination:" << std::endl;
for(unsigned int i=0; i<dest.size(); i++)
std::cout << dest[i] << std::endl;
//test explorer2 (eval function is changed to have solutions dominates other ones
explorer2(dest, v, src);
assert(src.size()==3);
assert(src[1].objectiveVector()[0]==7);
assert(src[2].objectiveVector()[0]==5);
assert(src[1].objectiveVector()[1]==1);
assert(src[2].objectiveVector()[1]==1);
std::cout << "source: (after an exploration dest -> src)" << std::endl;
for(unsigned int i=0; i<src.size(); i++)
std::cout << src[i] << std::endl;
std::cout << "[t-moeoFirstImprovingNeighborhoodExplorer] => OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
* <t-moeoFitDivBoundedArchive.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoFitDivBoundedArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoFitDivBoundedArchive]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 8;
obj6[0] = 2.5;
obj6[1] = 3.5;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
pop[4].objectiveVector(obj4);
pop[5].objectiveVector(obj5);
moeoDummyFitnessAssignment < Solution > fitness;
moeoDummyDiversityAssignment < Solution > diversity;
moeoFitnessThenDiversityComparator < Solution > indiComparator;
moeoParetoObjectiveVectorComparator < ObjectiveVector > comparator;
// archive
moeoFitDivBoundedArchive< Solution > arch(indiComparator, comparator, fitness, diversity, 50);
moeoFitDivBoundedArchive< Solution > arch2(indiComparator, fitness, diversity, 2);
//test archive
arch(pop);
assert(arch.size()==3);
arch2(pop);
assert(arch2.size()==2);
pop.resize(7);
pop[6].objectiveVector(obj6);
arch2(pop[6]);
assert(arch2.size()==2);
obj6[0] = 0;
obj6[1] = 0;
pop[6].objectiveVector(obj6);
arch2(pop[6]);
assert(arch2.size()==1);
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoFitnessThenDiversityComparator.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoFitnessThenDiversityComparator.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
typedef MOEO < double, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoFitnessThenDiversityComparator]\t=>\t";
// fitness & diversity
double fit1 = 1.0;
double div1 = 2.0;
double fit2 = 3.0;
double div2 = 1.0;
// solutions
Solution sol1;
sol1.fitness(fit1);
sol1.diversity(div1);
Solution sol2;
sol2.fitness(fit2);
sol2.diversity(div2);
// comparator
moeoFitnessThenDiversityComparator < Solution > comparator;
// sol1 not better than sol2?
if (! comparator(sol1, sol2))
{
std::cout << "ERROR (sol1 must be better)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoHyperVolumeDifferenceMetric.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoHyperVolumeDifferenceMetric.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <assert.h>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class ObjectiveVectorTraits2 : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 3;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits2 > ObjectiveVector2;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoHyperVolumeDifferenceMetric] => \n";
// objective vectors
std::vector < ObjectiveVector > set1;
std::vector < ObjectiveVector > set2;
//test normalisation
set1.resize(3);
set2.resize(3);
//test case
set1[0][0] = 5;
set1[0][1] = 1;
set1[1][0] = 2;
set1[1][1] = 4;
set1[2][0] = 1;
set1[2][1] = 5;
set2[0][0] = 4;
set2[0][1] = 2;
set2[1][0] = 3;
set2[1][1] = 3;
set2[2][0] = 1;
set2[2][1] = 6;
moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric(true, 2);
std::vector < eoRealInterval > bounds;
metric.setup(set1, set2);
bounds = metric.getBounds();
std::cout << "\t>test normalization =>";
assert(bounds[0].minimum()==1.0);
assert(bounds[0].maximum()==5.0);
assert(bounds[0].range()==4.0);
assert(bounds[1].minimum()==1.0);
assert(bounds[1].maximum()==6.0);
assert(bounds[1].range()==5.0);
std::cout << " OK\n";
//test calculation of difference hypervolume
moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric2(false, 2);
std::cout << "\t>test difference without normalization and a coefficient rho=>";
double difference=metric2(set1,set2);
assert(difference==5.0);
std::cout << " OK\n";
moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric3(true, 1.1);
double tolerance = 1e-10;
std::cout << "\t>test difference with normalization and coefficient rho=>";
difference=metric3(set1,set2);
assert( (difference < (0.02 + tolerance)) && (difference > (0.02 - tolerance)));
std::cout << " OK\n";
ObjectiveVector ref_point;
ref_point[0]= 10;
ref_point[1]= 12;
moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric4(false, ref_point);
std::cout << "\t>test difference without normalization and a ref_point=>";
difference=metric4(set1,set2);
assert(difference==5.0);
std::cout << " OK\n";
ref_point[0]= 1.1;
ref_point[1]= 1.1;
moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric5(true, ref_point);
std::cout << "\t>test difference with normalization and a ref_point=>";
difference=metric5(set1,set2);
assert( (difference < (0.02 + tolerance)) && (difference > (0.02 - tolerance)));
std::cout << " OK\n";
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoHyperVolumeMetric.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoHyperVolumeMetric.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <assert.h>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class ObjectiveVectorTraits2 : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 3;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits2 > ObjectiveVector2;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoHyperVolumeMetric] => \n";
// objective vectors
std::vector < ObjectiveVector > set1;
//test normalisation
set1.resize(4);
//test case
set1[0][0] = 1;
set1[0][1] = 3;
set1[1][0] = 5;
set1[1][1] = 4;
set1[2][0] = 4;
set1[2][1] = 5;
set1[3][0] = 2;
set1[3][1] = 12;
moeoHyperVolumeMetric < ObjectiveVector > metric(true, 1.1);
std::vector < eoRealInterval > bounds;
metric.setup(set1);
bounds = metric.getBounds();
std::cout << "\t>test normalization =>";
assert(bounds[0].minimum()==1.0);
assert(bounds[0].maximum()==5.0);
assert(bounds[0].range()==4.0);
assert(bounds[1].minimum()==3.0);
assert(bounds[1].maximum()==12.0);
assert(bounds[1].range()==9.0);
std::cout << "OK\n";
set1.resize(0);
std::cout << "\t>test bad param in method setup =>";
try{
metric.setup(set1);
return EXIT_FAILURE;
}
catch (char const* e){
std::cout << "Ok\n";
}
//test method dominates
std::vector <double> a;
std::vector <double> b;
a.resize(3);
b.resize(3);
a[0]=10.0;
a[1]=10.0;
a[2]=2.0;
b[0]= 3.0;
b[1]= 10.0;
b[2]= 4.0;
std::cout << "\t>test method dominates =>";
assert(metric.dominates(a, b, 2));
assert(!metric.dominates(a, b, 3));
std::cout << "Ok\n";
//test method swap
std::vector < std::vector <double> > front;
front.resize(5);
front[0]=a;
front[1]=a;
front[2]=a;
front[3]=b;
front[4]=a;
std::cout << "\t>test method swap =>";
metric.swap(front, 1, 3);
assert(front.size()== 5);
for(unsigned int i=0; i<5; i++){
if(i == 1){
assert(front[i][0]==3.0);
assert(front[i][1]==10.0);
assert(front[i][2]==4.0);
}
else{
assert(front[i][0]==10.0);
assert(front[i][1]==10.0);
assert(front[i][2]==2.0);
}
}
std::cout << "Ok\n";
//test method filter_nondominated_set
std::vector< double > c;
std::vector< double > d;
std::vector< double > e;
c.resize(3);
d.resize(3);
e.resize(3);
c[0]=11.0;
c[1]=9.0;
c[2]=5.0;
d[0]=7.0;
d[1]=7.0;
d[2]=7.0;
e[0]=9.0;
e[1]=10.5;
e[2]=14.0;
front[0]=a;
front[1]=b;
front[2]=c;
front[3]=d;
front[4]=e;
std::cout << "\t>test method filter_nondominated_set =>";
unsigned int res = metric.filter_nondominated_set(front, 5, 2);
assert(res == 3);
assert(front[0] == a);
assert(front[1]== e);
assert(front[2]== c);
assert(front[3]== d);
assert(front[4]== b);
std::cout << "Ok\n";
//test method surface_unchanged_to
std::cout << "\t>test method surface_unchanged_set =>";
front[4]= a;
front[0]= c;
front[2]= b;
double min = metric.surface_unchanged_to(front, 4, 2);
assert(min == 4.0);
try{
metric.surface_unchanged_to(front, 0, 2);
return EXIT_FAILURE;
}
catch (char const* e){
std::cout << "Ok\n";
}
// test method reduce_nondominated_set
std::cout << "\t>test method reduce_nondominated_set=>";
res=metric.reduce_nondominated_set(front, 3, 1, 9.5);
assert(res==2);
std::cout << "Ok\n";
//test method calc_hypervolume
std::cout << "\t>test method calc_hypervolume=>";
a.resize(2);
b.resize(2);
c.resize(2);
front.resize(3);
a[0]=1;
a[1]=3;
b[0]=2;
b[1]=2;
c[0]=3;
c[1]=1;
front[0]=a;
front[1]=b;
front[2]=c;
double hyp=metric.calc_hypervolume(front, 3, 2);
assert (hyp==6.0);
a.resize(3);
b.resize(3);
c.resize(3);
a[2]=1;
b[2]=2;
c[2]=3;
front[0]=c;
front[1]=a;
front[2]=b;
hyp=metric.calc_hypervolume(front, 3, 3);
assert(hyp==14.0);
std::cout << "Ok\n";
//test de l'hyperVolume
std::cout << "\t>test operator()=>\n";
std::vector <ObjectiveVector2> solution;
solution.resize(3);
solution[0][0]=3.0;
solution[0][1]=1.0;
solution[0][2]=3.0;
solution[1][0]=2.0;
solution[1][1]=2.0;
solution[1][2]=2.0;
solution[2][0]=1.0;
solution[2][1]=3.0;
solution[2][2]=1.0;
ObjectiveVector2 ref_point;
ref_point.resize(3);
ref_point[0]=4.0;
ref_point[1]=4.0;
ref_point[2]=4.0;
std::cout << "\t\t-without normalization and ref_point =>";
moeoHyperVolumeMetric < ObjectiveVector2 > metric2(false, ref_point);
hyp=metric2(solution);
assert(hyp==14.0);
std::cout << " Ok\n";
std::cout << "\t\t-with normalization and ref_point =>";
ref_point[0]=1.5;
ref_point[1]=1.5;
ref_point[2]=1.5;
moeoHyperVolumeMetric < ObjectiveVector2 > metric3(true, ref_point);
hyp=metric3(solution);
assert(hyp==1.75);
std::cout << " Ok\n";
std::cout << "\t\t-without normalization and a coefficent rho =>";
hyp=0.0;
moeoHyperVolumeMetric < ObjectiveVector2 > metric4(false, 2);
hyp=metric4(solution);
assert(hyp==100.0);
std::cout << " Ok\n";
std::cout << "\t\t-with normalization and a coefficent rho =>";
hyp=0.0;
moeoHyperVolumeMetric < ObjectiveVector2 > metric5(true, 1.5);
hyp=metric5(solution);
assert(hyp==1.75);
std::cout << " Ok\n";
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

123
moeo/test/t-moeoIBEA.cpp Normal file
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/*
* <t-moeoIBEA.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoIBEA.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = _sol[0] * _sol[0];
_sol.objectiveVector(objVec);
}
};
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoIBEA]" << std::endl;
TestEval eval;
eoPopLoopEval <Solution> popEval(eval);
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(0.05);
eoRealVectorBounds bounds(1, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
eoQuadGenOp <Solution> genOp(xover);
eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
eoGenContinue <Solution > continuator(10);
// indicator
moeoAdditiveEpsilonBinaryMetric < ObjectiveVector > indicator;
// build IBEA
moeoIBEA < Solution > algo(20, eval, xover, 1.0, mutation, 1.0, indicator);
moeoIBEA < Solution > algo2(continuator, eval, genOp, indicator);
moeoIBEA < Solution > algo3(continuator, popEval, genOp, indicator);
moeoIBEA < Solution > algo4(continuator, eval, transform, indicator);
moeoIBEA < Solution > algo5(continuator, popEval, transform, indicator);
// run the algo
algo(pop);
// final pop
std::cout << "Final population" << std::endl;
std::cout << pop << std::endl;
std::cout << "[moeoIBEA] OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoImprOnlyBoundedArchive.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoImprOnlyBoundedArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cassert>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoImprOnlyBoundedArchive]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 8;
obj6[0] = 2.5;
obj6[1] = 3.5;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
pop[4].objectiveVector(obj4);
pop[5].objectiveVector(obj5);
moeoDummyFitnessAssignment < Solution > fitness;
moeoDummyDiversityAssignment < Solution > diversity;
moeoFitnessThenDiversityComparator < Solution > indiComparator;
moeoParetoObjectiveVectorComparator < ObjectiveVector > comparator;
// archive
moeoImprOnlyBoundedArchive< Solution > arch(comparator, 50);
moeoImprOnlyBoundedArchive< Solution > arch2(2, false);
//test archive
arch(pop);
assert(arch.size()==3);
assert(arch[0].flag()==0);
assert(arch[1].flag()==0);
assert(arch[2].flag()==0);
arch2(pop);
assert(arch2.size()==2);
assert(arch[0].flag()==0);
assert(arch[1].flag()==0);
assert(arch[0].objectiveVector()[0]==2);
assert(arch[0].objectiveVector()[1]==5);
assert(arch[1].objectiveVector()[0]==3);
assert(arch[1].objectiveVector()[1]==3);
obj0[0]=0;
obj0[1]=1;
pop[0].objectiveVector(obj0);
arch(pop[0]);
assert(arch.size()==1);
assert(arch[0].flag()==0);
pop[0].flag(1);
arch(pop[0]);
assert(arch.size()==1);
assert(arch[0].flag()==1);
pop[0].flag(0);
arch2(pop[0]);
assert(arch2.size()==1);
assert(arch2[0].flag()==0);
pop[0].flag(1);
arch2(pop[0]);
assert(arch2.size()==1);
assert(arch2[0].flag()==0);
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoIntVector.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
* Jérémie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoIntVector.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef moeoIntVector < ObjectiveVector > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoIntVector]\t=>\t";
// solutions
Solution sol;
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoMOGA.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoMOGA.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = _sol[0] * _sol[0];
_sol.objectiveVector(objVec);
}
};
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoMOGA]" << std::endl;
TestEval eval;
eoPopLoopEval <Solution> popEval(eval);
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(0.05);
eoRealVectorBounds bounds(1, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
eoQuadGenOp <Solution> genOp(xover);
eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
eoGenContinue <Solution > continuator(10);
// build MOGA
moeoMOGA < Solution > algo(20, eval, xover, 1.0, mutation, 1.0);
moeoMOGA < Solution > algo2(continuator, eval, genOp);
moeoMOGA < Solution > algo3(continuator, popEval, genOp);
moeoMOGA < Solution > algo4(continuator, eval, transform);
moeoMOGA < Solution > algo5(continuator, popEval, transform);
// run the algo
algo(pop);
// final pop
std::cout << "Final population" << std::endl;
std::cout << pop << std::endl;
std::cout << "[moeoMOGA] OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

113
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/*
* <t-moeoNSGAII.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoNSGAII.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return false;
}
static bool maximizing (int i)
{
return true;
}
static unsigned int nObjectives ()
{
return 3;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = _sol[0] * _sol[0];
objVec[2] = _sol[0] + (_sol[0] * _sol[0]);
_sol.objectiveVector(objVec);
}
};
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoNSGAII]" << std::endl;
TestEval eval;
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(0.05);
eoRealVectorBounds bounds(1, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
// build NSGA-II
moeoNSGAII < Solution > algo(20, eval, xover, 1.0, mutation, 1.0);
// run the algo
algo(pop);
// final pop
std::cout << "Final population" << std::endl;
std::cout << pop << std::endl;
std::cout << "[moeoNSGAII] OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

120
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/*
* <t-moeoNSGA.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoNSGA.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = _sol[0] * _sol[0];
_sol.objectiveVector(objVec);
}
};
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoNSGA]" << std::endl;
TestEval eval;
eoPopLoopEval <Solution> popEval(eval);
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(0.05);
eoRealVectorBounds bounds(1, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
eoQuadGenOp <Solution> genOp(xover);
eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
eoGenContinue <Solution > continuator(10);
// build NSGA
moeoNSGA < Solution > algo(20, eval, xover, 1.0, mutation, 1.0);
moeoNSGA < Solution > algo2(continuator, eval, genOp);
moeoNSGA < Solution > algo3(continuator, popEval, genOp);
moeoNSGA < Solution > algo4(continuator, eval, transform);
moeoNSGA < Solution > algo5(continuator, popEval, transform);
// run the algo
algo(pop);
// final pop
std::cout << "Final population" << std::endl;
std::cout << pop << std::endl;
std::cout << "[moeoNSGA] OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

120
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/*
* <t-moeoNSGAII.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoNSGAII.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = _sol[0] * _sol[0];
_sol.objectiveVector(objVec);
}
};
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoNSGAII]" << std::endl;
TestEval eval;
eoPopLoopEval <Solution> popEval(eval);
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(0.05);
eoRealVectorBounds bounds(1, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
eoQuadGenOp <Solution> genOp(xover);
eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
eoGenContinue <Solution > continuator(10);
// build NSGA-II
moeoNSGAII < Solution > algo(20, eval, xover, 1.0, mutation, 1.0);
moeoNSGAII < Solution > algo2(continuator, eval, genOp);
moeoNSGAII < Solution > algo3(continuator, popEval, genOp);
moeoNSGAII < Solution > algo4(continuator, eval, transform);
moeoNSGAII < Solution > algo5(continuator, popEval, transform);
// run the algo
algo(pop);
// final pop
std::cout << "Final population" << std::endl;
std::cout << pop << std::endl;
std::cout << "[moeoNSGAII] OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoNearestNeighborDiversityAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoNearestNeighborDiversityAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoNearestNeighborDiversityAssignment]\n";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
obj6[0] = 4;
obj6[1] = 4;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0); // class 1
pop[1].objectiveVector(obj1); // class 1
pop[2].objectiveVector(obj2); // class 1
pop[3].objectiveVector(obj3); // class 3
//archive
moeoUnboundedArchive < Solution > archive;
archive.resize(3);
archive[0].objectiveVector(obj4);
archive[1].objectiveVector(obj5);
archive[2].objectiveVector(obj6);
//distance
moeoEuclideanDistance<Solution> dist;
// diversity assignment
moeoNearestNeighborDiversityAssignment<Solution> diversityAssignment;
moeoNearestNeighborDiversityAssignment<Solution> diversityAssignment2(archive, 2);
moeoNearestNeighborDiversityAssignment<Solution> diversityAssignment3(dist);
moeoNearestNeighborDiversityAssignment<Solution> diversityAssignment4(dist,archive, 2);
int res=EXIT_SUCCESS;
for (unsigned int i=0; i<2; i++) {
float tmp1=0;
float tmp2=0;
if (i==0) {
diversityAssignment(pop);
// pop[0]
tmp1=pop[0].diversity();
tmp2=-1/(2+sqrt(5.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for pop[0])" << std::endl;
res=EXIT_FAILURE;
}
// pop[1]
tmp1=pop[1].diversity();
tmp2=-1/(2+sqrt(5.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for pop[1])" << std::endl;
res=EXIT_FAILURE;
}
// pop[2]
tmp1=pop[2].diversity();
tmp2=-1/(2+sqrt(5.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for pop[2])" << std::endl;
res=EXIT_FAILURE;
}
// pop[3]
tmp1=pop[3].diversity();
tmp2=-1/(2+sqrt(8.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for pop[3]) " << std::endl;
res=EXIT_FAILURE;
}
}
else {
diversityAssignment4(pop);
// pop[0]
tmp1=pop[0].diversity();
tmp2=-1/(2+sqrt(5.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for pop[0])" << std::endl;
res=EXIT_FAILURE;
}
// pop[1]
tmp1=pop[1].diversity();
tmp2=-1/(2+sqrt(2.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for pop[1])" << std::endl;
res=EXIT_FAILURE;
}
// pop[2]
tmp1=pop[2].diversity();
tmp2=-1/(2+sqrt(5.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for pop[2])" << std::endl;
res=EXIT_FAILURE;
}
// pop[3]
tmp1=pop[3].diversity();
tmp2=-1/(2+sqrt(8.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for pop[3]) " << std::endl;
res=EXIT_FAILURE;
}
// archive[0]
tmp1=archive[0].diversity();
tmp2=-1/(2+sqrt(8.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity archive[0])" << std::endl;
res=EXIT_FAILURE;
}
// archive[1]
tmp1=archive[1].diversity();
tmp2=-1/(2+sqrt(2.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for archive[1])" << std::endl;
res=EXIT_FAILURE;
}
// archive[2]
tmp1=archive[2].diversity();
tmp2=-1/(2+sqrt(2.0));
if (tmp1 != tmp2)
{
std::cout << "ERROR (bad diversity for archive[2])" << std::endl;
res=EXIT_FAILURE;
}
}
}
std::cout << "OK" << std::endl;
return res;
}
//-----------------------------------------------------------------------------

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/*
<t-moeoNoDesimprovingNeighborhoodExplorer.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include <iostream>
#include <cstdlib>
#include <cassert>
#include "moeoTestClass.h"
#include <explorer/moeoNoDesimprovingNeighborhoodExplorer.h>
int main(){
std::cout << "[t-moeoNoDesimprovingNeighborhoodExplorer] => START" << std::endl;
//init all components
Solution s;
evalSolution eval(8, -1);
ObjectiveVector o;
SolNeighbor n;
SolNeighborhood nh(8);
moeoNoDesimprovingNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
//create source and destination population
eoPop<Solution> src;
eoPop<Solution> dest;
//create a vector for selection
std::vector<unsigned int> v;
v.push_back(0);
//create a solution
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
//set its objective vector
o[0]=8;
o[1]=0;
s.objectiveVector(o);
// aplly a move on th solution
n.index(3);
eval(s,n);
n.move(s);
s.objectiveVector(n.fitness());
//print initial sol
std::cout << "solution:" << std::endl;
std::cout << s << std::endl;
//copy the solution in the source population
src.push_back(s);
//test explorer, the evaluation function is adapt to test this explorer
explorer(src, v, dest);
//verify destination population
assert(dest.size()==1);
assert(dest[0].objectiveVector()[0]==10);
assert(dest[0].objectiveVector()[1]==0);
std::cout << "destination:" << std::endl;
for(unsigned int i=0; i<dest.size(); i++)
std::cout << dest[i] << std::endl;
std::cout << "[t-moeoNoDesimprovingNeighborhoodExplorer] => OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
<t-moeoNumberUnvisitedSelect.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include <iostream>
#include <cstdlib>
#include <cassert>
#include <selection/moeoNumberUnvisitedSelect.h>
#include <moeoTestClass.h>
int main(){
std::cout << "[t-moeoNumberUnvisitedSelect] => START" << std::endl;
// objective vectors
eoPop < Solution > pop;
pop.resize(5);
pop[0].flag(1);
pop[1].flag(0);
pop[2].flag(0);
pop[3].flag(1);
pop[4].flag(0);
moeoNumberUnvisitedSelect < Solution > select(2);
std::vector <unsigned int> res;
//test general
res=select(pop);
assert(res.size()==2);
assert(res[0]==1 || res[0]==2 || res[0]==4);
assert(res[1]==1 || res[1]==2 || res[1]==4);
assert(res[0] != res[1]);
//test au bornes
moeoNumberUnvisitedSelect < Solution > select2(6);
res.resize(0);
res=select2(pop);
assert(res.size()==3);
assert(res[0]==1 || res[0]==2 || res[0]==4);
assert(res[1]==1 || res[1]==2 || res[1]==4);
assert(res[2]==1 || res[2]==2 || res[2]==4);
assert(res[0] != res[1]);
assert(res[0] != res[2]);
assert(res[1] != res[2]);
moeoNumberUnvisitedSelect < Solution > select3(0);
res.resize(0);
res=select3(pop);
assert(res.size()==0);
std::cout << "[t-moeoNumberUnvisitedSelect] => OK" << std::endl;
return EXIT_SUCCESS;
}

119
moeo/test/t-moeoPLS1.cpp Normal file
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/*
<t-moeoPLS1.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include <iostream>
#include <cstdlib>
#include <cassert>
#include "moeoTestClass.h"
#include <algo/moeoPLS1.h>
#include <eoTimeContinue.h>
#include <archive/moeoUnboundedArchive.h>
int main(){
std::cout << "[t-moeoPLS1] => START" << std::endl;
//init all components
moeoUnboundedArchive<Solution> arch(false);
eoTimeContinue<Solution> cont(1);
fullEvalSolution fullEval(8);
Solution s;
evalSolution eval(8);
ObjectiveVector o;
SolNeighbor n;
SolNeighborhood nh(8);
moeoPLS1<SolNeighbor> test(cont, fullEval, arch, nh, eval);
//create source population
eoPop<Solution> src;
//Create a solution
s.resize(8);
s[0]=true;
s[1]=true;
s[2]=true;
s[3]=true;
s[4]=true;
s[5]=true;
s[6]=true;
s[7]=true;
//Set its objective Vector
o[0]=8;
o[1]=0;
s.objectiveVector(o);
//apply a move on the solution and compute new objective vector
n.index(3);
eval(s,n);
n.move(s);
s.objectiveVector(n.fitness());
//copy the solution in the source population
src.push_back(s);
//test PLS1
test(src);
//verify all objective vector was found.
assert(arch.size()==9);
assert(arch[0].objectiveVector()[0]==7);
assert(arch[1].objectiveVector()[0]==6);
assert(arch[2].objectiveVector()[0]==8);
assert(arch[3].objectiveVector()[0]==5);
assert(arch[4].objectiveVector()[0]==4);
assert(arch[5].objectiveVector()[0]==3);
assert(arch[6].objectiveVector()[0]==2);
assert(arch[7].objectiveVector()[0]==1);
assert(arch[8].objectiveVector()[0]==0);
assert(arch[0].objectiveVector()[1]==1);
assert(arch[1].objectiveVector()[1]==2);
assert(arch[2].objectiveVector()[1]==0);
assert(arch[3].objectiveVector()[1]==3);
assert(arch[4].objectiveVector()[1]==4);
assert(arch[5].objectiveVector()[1]==5);
assert(arch[6].objectiveVector()[1]==6);
assert(arch[7].objectiveVector()[1]==7);
assert(arch[8].objectiveVector()[1]==8);
//Print
std::cout << "source:" << std::endl;
std::cout << src << std::endl;
std::cout << "archive:" << std::endl;
for(unsigned int i=0; i<arch.size(); i++)
std::cout << arch[i] << std::endl;
std::cout << "[t-moeoPLS1] => OK" << std::endl;
return EXIT_SUCCESS;
}

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moeo/test/t-moeoPLS2.cpp Normal file
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/*
<t-moeoPLS2.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include <iostream>
#include <cstdlib>
#include <cassert>
#include "moeoTestClass.h"
#include <algo/moeoPLS2.h>
#include <eoTimeContinue.h>
#include <archive/moeoUnboundedArchive.h>
int main(){
std::cout << "[t-moeoPLS2] => START" << std::endl;
//init all components
moeoUnboundedArchive<Solution> arch(false);
eoTimeContinue<Solution> cont(1);
fullEvalSolution fullEval(8);
Solution s;
evalSolution eval(8);
ObjectiveVector o;
SolNeighbor n;
SolNeighborhood nh(8);
moeoPLS2<SolNeighbor> test(cont, fullEval, arch, nh, eval);
//create source population
eoPop<Solution> src;
//Create a solution
s.resize(8);
s[0]=true;
s[1]=true;
s[2]=true;
s[3]=true;
s[4]=true;
s[5]=true;
s[6]=true;
s[7]=true;
//Set its objective Vector
o[0]=8;
o[1]=0;
s.objectiveVector(o);
//apply a move on the solution and compute new objective vector
n.index(3);
eval(s,n);
n.move(s);
s.objectiveVector(n.fitness());
//copy the solution in the source population
src.push_back(s);
//test PLS2
test(src);
//verify all objective vector was found.
assert(arch.size()==9);
assert(arch[0].objectiveVector()[0]==7);
assert(arch[1].objectiveVector()[0]==6);
assert(arch[2].objectiveVector()[0]==8);
assert(arch[3].objectiveVector()[0]==5);
assert(arch[4].objectiveVector()[0]==4);
assert(arch[5].objectiveVector()[0]==3);
assert(arch[6].objectiveVector()[0]==2);
assert(arch[7].objectiveVector()[0]==1);
assert(arch[8].objectiveVector()[0]==0);
assert(arch[0].objectiveVector()[1]==1);
assert(arch[1].objectiveVector()[1]==2);
assert(arch[2].objectiveVector()[1]==0);
assert(arch[3].objectiveVector()[1]==3);
assert(arch[4].objectiveVector()[1]==4);
assert(arch[5].objectiveVector()[1]==5);
assert(arch[6].objectiveVector()[1]==6);
assert(arch[7].objectiveVector()[1]==7);
assert(arch[8].objectiveVector()[1]==8);
//Print
std::cout << "source:" << std::endl;
std::cout << src << std::endl;
std::cout << "archive:" << std::endl;
for(unsigned int i=0; i<arch.size(); i++)
std::cout << arch[i] << std::endl;
std::cout << "[t-moeoPLS2] => OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
* <t-moeoParetoObjectiveVectorComparator.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoParetoObjectiveVectorComparator.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoParetoObjectiveVectorComparator]\t=>\t";
// objective vectors
ObjectiveVector obj1;
obj1[0] = 2;
obj1[1] = 5;
ObjectiveVector obj2;
obj2[0] = 3;
obj2[1] = 5;
// comparator
moeoParetoObjectiveVectorComparator< ObjectiveVector > comparator;
// obj1 dominated by obj2?
if (comparator(obj1, obj2))
{
std::cout << "ERROR (obj1 must be better)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoquadTreeArchive.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoEpsilonHyperboxArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <cmath>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 3;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoQuadTreeArchive]\t=>\t";
moeoQuadTree<ObjectiveVector> tree;
bool empty= tree.isEmpty();
std::cout <<"empty? " << empty << std::endl;
ObjectiveVector obj1;
obj1[0]=10.0;
obj1[1]=10.0;
obj1[2]=10.0;
ObjectiveVector obj2;
obj2[0]=9.0;
obj2[1]=9.0;
obj2[2]=9.0;
ObjectiveVector obj3;
obj3[0]=2.0;
obj3[1]=11.0;
obj3[2]=11.0;
ObjectiveVector obj4;
obj4[0]=1.0;
obj4[1]=10.0;
obj4[2]=10.0;
ObjectiveVector obj5;
obj5[0]=2.0;
obj5[1]=2.0;
obj5[2]=2.0;
ObjectiveVector obj6;
obj6[0]=26.0;
obj6[1]=0.0;
obj6[2]=5.0;
ObjectiveVector obj7;
obj7[0]=56.0;
obj7[1]=22.0;
obj7[2]=0.0;
ObjectiveVector obj8;
obj8[0]=87.0;
obj8[1]=42.0;
obj8[2]=62.0;
ObjectiveVector obj9;
obj9[0]=90.0;
obj9[1]=69.0;
obj9[2]=83.0;
ObjectiveVector obj10;
obj10[0]=68.0;
obj10[1]=89.0;
obj10[2]=22.0;
// QuadTreeNode<ObjectiveVector> hop(obj1);
// QuadTreeNode<ObjectiveVector> hop2(obj2);
// QuadTreeNode<ObjectiveVector> hop3(obj3);
// QuadTreeNode<ObjectiveVector> hop4(obj4);
// empty = hop.getSubTree().empty();
// std::cout <<"empty? " << empty << std::endl;
// std::vector< QuadTreeNode<ObjectiveVector> > nodes;
// nodes.push_back(hop);
// nodes.push_back(hop2);
// nodes.push_back(hop3);
// std::cout << nodes[1].getVec() << std::endl;
// std::cout << "size: " << nodes.size() << std::endl;
// tree.insert(obj1);
// tree.insert(obj2);
// tree.insert(obj3);
// tree.insert(obj4);
// tree.insert(obj5);
std::cout << "\n\n\n";
// tree.insert(obj6);
// tree.insert(obj7);
// tree.insert(obj8);
// tree.insert(obj9);
// tree.insert(obj10);
moeoUnboundedArchive<Solution> archive(false);
eoPop<Solution> pop;
pop.resize(1000);
int tmp;
for(int i= 0; i<1000 ; i++){
ObjectiveVector obj;
obj[0]=floor(rng.uniform()*100);
obj[1]=floor(rng.uniform()*100);
obj[2]=floor(rng.uniform()*100);
std::cout << obj << std::endl;
pop[i].objectiveVector(obj);
tree.insert(obj);
archive(pop[i]);
tree.printTree();
std::cout << std::endl;
std::cout << std::endl;
std::cout << "archive: " << archive << std::endl;
// std::cin >> tmp;
}
// QuadTreeNode<ObjectiveVector> * a = tree.getRoot();
// QuadTreeNode<ObjectiveVector> * b = a->getSubTree()[1];
// QuadTreeNode<ObjectiveVector> * c = b->getSubTree()[2];
//
// tree.reinsert(a,c);
// std::cout << "achive: " << archive << std::endl;
tree.printTree();
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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//-----------------------------------------------------------------------------
// t-moeoQuickUnboundedArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
class ObjectiveVectorTraits3d : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true ;
}
static bool maximizing (int i)
{
return false ;
}
static unsigned int nObjectives ()
{
return 3;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef moeoRealObjectiveVector < ObjectiveVectorTraits3d > ObjectiveVector3d;
typedef MOEO < ObjectiveVector, double, double > Solution;
typedef MOEO < ObjectiveVector3d, double, double > Solution3d;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoArchive]\t=>\t";
// First test is just to verify behavior of moeoQuickUnboundedArchive
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5,obj10;
obj0[0] = 12226;
obj0[1] = 427894;
obj1[0] = 12170;
obj1[1] = 431736;
obj2[0] = 11965;
obj2[1] = 435193;
obj3[0] = 11893;
obj3[1] = 441839;
obj4[0] = 11870;
obj4[1] = 450770;
obj5[0] = 11769;
obj5[1] = 460005;
obj10[0] = 11769;
obj10[1] = 46005;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
pop[4].objectiveVector(obj4);
pop[5].objectiveVector(obj5);
// archive
moeoQuadTree<Solution> index;
moeoIndexedArchive <Solution> arch(index);
// moeoQuickUnboundedArchive< Solution > arch;
arch(pop);
// arch.printIndex();
// size
if (arch.size() > 6)
{
std::cout << "ERROR1 (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
// obj0 must be in
if (! arch.contains(obj0))
{
std::cout << "ERROR2 (obj0 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj1 must be in
if (! arch.contains(obj1))
{
std::cout << "ERROR3 (obj1 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj2 must be in
if (! arch.contains(obj2))
{
std::cout << "ERROR4 (obj2 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj3 must be in
if (! arch.contains(obj3))
{
std::cout << "ERROR5 (obj3 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj4 must be in
if (!arch.contains(obj4))
{
std::cout << "ERROR6 (obj4 not in)! " << obj4<< std::endl;
// arch.printIndex();
return EXIT_FAILURE;
}
// obj5 must be in
if (! arch.contains(obj5))
{
std::cout << "ERROR7 (obj5 not in)" << std::endl;
return EXIT_FAILURE;
}
// Second test is to verify behavior with negative and comparator
ObjectiveVector obj6, obj7;
obj6[0] = -12170;
obj6[1] = 427894;
obj7[0] = -12226;
obj7[1] = 431736;
eoPop < Solution > pop2;
pop2.resize(2);
pop2[0].objectiveVector(obj6);
pop2[1].objectiveVector(obj7);
moeoQuadTree< Solution > index2;
moeoIndexedArchive< Solution > arch2(index2);
arch2(pop2);
// size
if (arch2.size() != 2)
{
std::cout << "ERROR8 (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
//Third test is with two equals values
ObjectiveVector obj8, obj9;
obj8[0] = 10;
obj8[1] = 10;
obj9[0] = 10;
obj9[1] = 10;
eoPop < Solution > pop3;
pop3.resize(2);
pop3[0].objectiveVector(obj8);
pop3[1].objectiveVector(obj9);
moeoQuadTree< Solution > index3;
moeoIndexedArchive< Solution > arch3(index3);
arch3(pop3);
if (arch3.size() != 1)
{
std::cout << "ERROR9 (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
eoPop < Solution > pop4;
pop4.resize(6);
pop4[0].objectiveVector(obj0);
pop4[1].objectiveVector(obj1);
pop4[2].objectiveVector(obj2);
pop4[3].objectiveVector(obj3);
pop4[4].objectiveVector(obj4);
pop4[5].objectiveVector(obj10);
moeoQuadTree< Solution > index4;
moeoIndexedArchive< Solution > arch4(index4);
arch4(pop4);
if (arch4.size() != 1)
{
std::cout << "ERROR10 (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
std::vector<bool>bobj;
for (unsigned int i=0;i<3;i++){
bobj.push_back(false);
}
ObjectiveVectorTraits3d::setup(3,bobj);
moeoQuadTree < Solution3d> index5;
moeoIndexedArchive < Solution3d> arch5(index5);
eoPop<Solution3d> pop5;
pop5.resize(6);
ObjectiveVector3d obj3d0, obj3d1, obj3d2, obj3d3, obj3d4, obj3d5, obj3d6,obj3d10;
obj3d0[0] = 12226;
obj3d0[1] = 427894;
obj3d0[2] = 10;
obj3d1[0] = 12170;
obj3d1[1] = 431736;
obj3d1[2] = 10;
obj3d2[0] = 11965;
obj3d2[1] = 435193;
obj3d2[2] = 10;
obj3d3[0] = 11893;
obj3d3[1] = 441839;
obj3d3[2] = 10;
obj3d4[0] = 11870;
obj3d4[1] = 450770;
obj3d4[2] = 10;
obj3d5[0] = 11769;
obj3d5[1] = 46005;
obj3d5[2] = 2;
obj3d10[0] = 11769;
obj3d10[1] = 46005;
obj3d10[2] = 10;
obj3d6[0] = 11769;
obj3d6[1] = 460005;
obj3d6[2] = 1;
pop5[0].objectiveVector(obj3d0);
pop5[1].objectiveVector(obj3d1);
pop5[2].objectiveVector(obj3d2);
pop5[3].objectiveVector(obj3d3);
pop5[4].objectiveVector(obj3d4);
pop5[5].objectiveVector(obj3d10);
arch5(pop5);
pop5.resize(7);
pop5[6].objectiveVector(obj3d5);
arch5(pop5[6]);
// index5.printTree();
/* for (unsigned int i=0;i<arch5.size();i++){
std::cout<<i<<" "<<arch5[i].objectiveVector()<<std::endl;
}*/
assert(arch5.size()==1);
pop5.resize(8);
pop5[7].objectiveVector(obj3d6);
arch5(pop5[7]);
assert(arch5.size()==2);
moeoQuadTree < Solution3d> index6;
moeoIndexedArchive < Solution3d> arch6(index6);
eoPop<Solution3d> pop6;
ObjectiveVector3d jojo, jojo1, jojo2, jojo3, jojo4, jojo5, jojo6, jojo7, jojo8, jojo9 ;
jojo[0]=10;
jojo[1]=10;
jojo[2]=10;
jojo1[0]=5;
jojo1[1]=5;
jojo1[2]=23;
jojo2[0]=3;
jojo2[1]=25;
jojo2[2]=16;
jojo3[0]=14;
jojo3[1]=18;
jojo3[2]=6;
jojo4[0]=100;
jojo4[1]=100;
jojo4[2]=100;
jojo5[0]=4;
jojo5[1]=8;
jojo5[2]=12;
jojo6[0]=11;
jojo6[1]=14;
jojo6[2]=9;
jojo7[0]=40;
jojo7[1]=12;
jojo7[2]=3;
jojo8[0]=12;
jojo8[1]=8;
jojo8[2]=4;
jojo9[0]=4;
jojo9[1]=4;
jojo9[2]=22;
pop6.resize(8);
pop6[0].objectiveVector(jojo);
pop6[1].objectiveVector(jojo1);
pop6[2].objectiveVector(jojo2);
pop6[3].objectiveVector(jojo3);
pop6[4].objectiveVector(jojo4);
pop6[5].objectiveVector(jojo5);
pop6[6].objectiveVector(jojo6);
pop6[7].objectiveVector(jojo7);
Solution3d add;
Solution3d add2;
add.objectiveVector(jojo8);
add2.objectiveVector(jojo9);
/* pop[1].objectiveVector(jojo1);
pop[1].objectiveVector(jojo1);
pop[1].objectiveVector(jojo1);*/
arch6(pop6);
assert(arch6.size()==7);
bool res=arch6(add);
assert(res && arch6.size()==7);
res=arch6(add2);
assert(res && arch6.size()==7);
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}

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//-----------------------------------------------------------------------------
// t-moeoQuickUnboundedArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoArchive]\t=>\t";
// First test is just to verify behavior of moeoQuickUnboundedArchive
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5,obj10;
obj0[0] = 12226;
obj0[1] = 427894;
obj1[0] = 12170;
obj1[1] = 431736;
obj2[0] = 11965;
obj2[1] = 435193;
obj3[0] = 11893;
obj3[1] = 441839;
obj4[0] = 11870;
obj4[1] = 450770;
obj5[0] = 11769;
obj5[1] = 460005;
obj10[0] = 11769;
obj10[1] = 46005;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
pop[4].objectiveVector(obj4);
pop[5].objectiveVector(obj5);
// archive
moeoQuickUnboundedArchiveIndex< Solution> index;
moeoIndexedArchive <Solution> arch(index);
// moeoQuickUnboundedArchive< Solution > arch;
arch(pop);
// arch.printIndex();
// size
if (arch.size() > 6)
{
std::cout << "ERROR1 (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
// obj0 must be in
if (! arch.contains(obj0))
{
std::cout << "ERROR2 (obj0 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj1 must be in
if (! arch.contains(obj1))
{
std::cout << "ERROR3 (obj1 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj2 must be in
if (! arch.contains(obj2))
{
std::cout << "ERROR4 (obj2 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj3 must be in
if (! arch.contains(obj3))
{
std::cout << "ERROR5 (obj3 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj4 must be in
if (!arch.contains(obj4))
{
std::cout << "ERROR6 (obj4 not in)! " << obj4<< std::endl;
// arch.printIndex();
return EXIT_FAILURE;
}
// obj5 must be in
if (! arch.contains(obj5))
{
std::cout << "ERROR7 (obj5 not in)" << std::endl;
return EXIT_FAILURE;
}
// Second test is to verify behavior with negative and comparator
ObjectiveVector obj6, obj7;
std::cout<<"test neg"<<std::endl;
obj6[0] = -12170;
obj6[1] = 427894;
obj7[0] = -12226;
obj7[1] = 431736;
eoPop < Solution > pop2;
pop2.resize(2);
pop2[0].objectiveVector(obj6);
pop2[1].objectiveVector(obj7);
std::cout<<"archive 2"<<std::endl;
moeoQuickUnboundedArchiveIndex< Solution > index2;
moeoIndexedArchive< Solution > arch2(index2);
arch2(pop2);
// size
if (arch2.size() != 2)
{
std::cout << "ERROR8 (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
//Third test is with two equals values
ObjectiveVector obj8, obj9;
obj8[0] = 10;
obj8[1] = 10;
obj9[0] = 10;
obj9[1] = 10;
eoPop < Solution > pop3;
pop3.resize(2);
pop3[0].objectiveVector(obj8);
pop3[1].objectiveVector(obj9);
std::cout<<"archive 3"<<std::endl;
moeoQuickUnboundedArchiveIndex< Solution > index3;
moeoIndexedArchive< Solution > arch3(index3);
arch3(pop3);
if (arch3.size() != 1)
{
std::cout << "ERROR9 (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
eoPop < Solution > pop4;
pop4.resize(6);
pop4[0].objectiveVector(obj0);
pop4[1].objectiveVector(obj1);
pop4[2].objectiveVector(obj2);
pop4[3].objectiveVector(obj3);
pop4[4].objectiveVector(obj4);
pop4[5].objectiveVector(obj10);
std::cout<<"archive 4"<<std::endl;
moeoQuickUnboundedArchiveIndex< Solution > index4;
moeoIndexedArchive< Solution > arch4(index4);
arch4(pop4);
if (arch4.size() != 1)
{
std::cout << "ERROR10 (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
* <t-moeoRealVector.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoRealVector.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef moeoRealVector < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoRealVector]\t=>\t";
// solutions
Solution sol1, sol2;
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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moeo/test/t-moeoSEEA.cpp Normal file
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/*
* <t-moeoSEEA.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoSEEA.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = _sol[1];
_sol.objectiveVector(objVec);
}
};
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoSEEA]" << std::endl;
TestEval eval;
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(0.05);
eoRealVectorBounds bounds(2, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
eoQuadGenOp <Solution> genOp(xover);
eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
eoGenContinue <Solution > continuator(20);
moeoUnboundedArchive < Solution > archive;
eoPopLoopEval <Solution> loopEval(eval);
eoPopEvalFunc <Solution>& popEval(loopEval);
// build SEEA
moeoSEEA < Solution > algo1(20, eval, xover, 1.0, mutation, 1.0, archive);
moeoSEEA < Solution > algo2(continuator, eval, genOp, archive);
moeoSEEA < Solution > algo3(continuator, popEval, genOp, archive);
moeoSEEA < Solution > algo4(continuator, eval, transform, archive);
moeoSEEA < Solution > algo5(continuator, popEval, transform, archive);
// run the algo
algo5(pop);
// final archive
std::cout << "Final archive" << std::endl;
std::cout << archive << std::endl;
std::cout << "[moeoSEEA] OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

128
moeo/test/t-moeoSPEA2.cpp Normal file
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/*
* <t-moeoSPEA2.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoSPEA2.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <es/eoRealInitBounded.h>
#include <es/eoRealOp.h>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class Solution : public moeoRealVector < ObjectiveVector, double, double >
{
public:
Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
};
class TestEval : public moeoEvalFunc < Solution >
{
public:
void operator () (Solution & _sol)
{
ObjectiveVector objVec;
objVec[0] = _sol[0];
objVec[1] = _sol[0] * _sol[0];
_sol.objectiveVector(objVec);
}
};
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoSPEA2]" << std::endl;
TestEval eval;
eoQuadCloneOp < Solution > xover;
eoUniformMutation < Solution > mutation(0.05);
eoRealVectorBounds bounds(1, 1.0, 2.0);
eoRealInitBounded < Solution > init(bounds);
eoPop < Solution > pop(20, init);
eoQuadGenOp <Solution> genOp(xover);
eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
eoGenContinue <Solution > continuator(10);
moeoSPEA2Archive < Solution > archive(3);
eoPopLoopEval <Solution> loopEval(eval);
eoPopEvalFunc <Solution>& popEval(loopEval);
// build NSGA-II
moeoSPEA2 < Solution > algo(20, eval, xover, 1.0, mutation, 1.0,archive);
moeoSPEA2 < Solution > algo2(continuator, eval, xover, 1.0, mutation, 1.0,archive);
moeoSPEA2 < Solution > algo3(continuator, popEval, xover, 1.0, mutation, 1.0,archive);
moeoSPEA2 < Solution > algo4(continuator, eval, genOp, archive);
moeoSPEA2 < Solution > algo5(continuator, popEval, genOp, archive);
moeoSPEA2 < Solution > algo6(continuator, eval, transform, archive);
moeoSPEA2 < Solution > algo7(continuator, popEval, transform, archive);
// run the algo
algo7(pop);
// final pop
std::cout << "Final population" << std::endl;
std::cout << pop << std::endl;
std::cout << "[moeoSPEA2] OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoSPEA2Archive.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoSPEA2Archive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoSPEA2Archive] => ";
float tmp1=0;
float tmp2=0;
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3;
obj0[0] = 2;
obj0[1] = 1;
obj1[0] = 1;
obj1[1] = 2;
obj2[0] = 0;
obj2[1] = 4;
obj3[0] = 5;
obj3[1] = 0;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
//distance
moeoEuclideanDistance<Solution> dist;
//objective vector comparator
moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
//comparator
moeoFitnessThenDiversityComparator < Solution > indiComparator;
//archive
moeoSPEA2Archive<Solution> archive(dist,3);
moeoSPEA2Archive<Solution> archive2;
moeoSPEA2Archive<Solution> archive3(indiComparator,1);
moeoSPEA2Archive<Solution> archive4(paretoComparator);
moeoSPEA2Archive<Solution> archive5(indiComparator, dist, paretoComparator, 3);
// diversity assignment
moeoNearestNeighborDiversityAssignment<Solution> diversityassignement(dist,archive, 2);
diversityassignement(pop);
// fitness assignment
moeoDominanceCountRankingFitnessAssignment <Solution> fitnessassignement(archive,false);
fitnessassignement(pop);
//-----------------------------------------------------------------------------
//first test archive: the archive is empty -> the best element of the pop must be copy in the archive.
archive(pop);
//archive[0]
tmp1=archive[0].diversity();
tmp2=-1/(2+sqrt(20.0));
if ( (tmp1 != tmp2) || (archive[0].fitness() != 0.0) )
{
std::cout << "ERROR (Test 1: bad result for archive[0])" << std::endl;
return EXIT_FAILURE;
}
//archive[1]
tmp1=archive[1].diversity();
tmp2=-1/(2+sqrt(13.0));
if ( (tmp1 != tmp2) || (archive[1].fitness() != 0.0) )
{
std::cout << "ERROR (Test 1: bad result for archive[1])" << std::endl;
return EXIT_FAILURE;
}
//archive[2]
tmp1=archive[2].diversity();
tmp2=-1/(2+sqrt(10.0));
if ( (tmp1 != tmp2) || (archive[2].fitness() != 0.0) )
{
std::cout << "ERROR (Test 1: bad result for archive[2])" << std::endl;
return EXIT_FAILURE;
}
//-----------------------------------------------------------------------------
obj0[0] = 3;
obj0[1] = 1;
obj1[0] = 2;
obj1[1] = 2;
obj3[0] = 1;
obj3[1] = 3;
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[3].objectiveVector(obj3);
diversityassignement(pop);
fitnessassignement(pop);
//-----------------------------------------------------------------------------
//second test archive : (there are more elements with fitness=0 than the size of the archive)
//depends of the good result of the first test
archive(pop);
//archive[0]
tmp1=archive[0].diversity();
tmp2=-1/3.0;
if ( (tmp1 != tmp2) || (archive[0].fitness() != 0.0) )
{
std::cout << "ERROR (Test 2: bad result for archive[0])" << std::endl;
return EXIT_FAILURE;
}
//archive[1]
tmp1=archive[1].diversity();
tmp2=-1/(2+sqrt(2.0));
if ( (tmp1 != tmp2) || (archive[1].fitness() != 0.0) )
{
std::cout << "ERROR (Test 2: bad result for archive[1])" << std::endl;
return EXIT_FAILURE;
}
//archive[2]
tmp1=archive[2].diversity();
tmp2=-1/(2+sqrt(10.0));
if ( (tmp1 != tmp2) || (archive[2].fitness() != 0.0) )
{
std::cout << "ERROR (Test 2: bad result for archive[2])" << std::endl;
return EXIT_FAILURE;
}
//-----------------------------------------------------------------------------
obj0[0] = 5;
obj0[1] = 5;
obj1[0] = 4;
obj1[1] = 4;
obj2[0] = 4;
obj2[1] = 5;
obj3[0] = 4;
obj3[1] = 0;
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
diversityassignement(pop);
fitnessassignement(pop);
//-----------------------------------------------------------------------------
//third test archive : a pop element with fitness=0 replace a worst archive element
//depends of the good result of the two first tests
archive(pop);
//archive[0]
tmp1=archive[0].diversity();
tmp2=-1/(2+sqrt(16.0));
if ( (tmp1 != tmp2) || (archive[0].fitness() != 0.0) )
{
std::cout << "ERROR (Test 3: bad result for archive[0])" << std::endl;
return EXIT_FAILURE;
}
//archive[1]
tmp1=archive[1].diversity();
tmp2=-1/(2+sqrt(10.0));
if ( (tmp1 != tmp2) || (archive[1].fitness() != -0.0) )
{
std::cout << "ERROR (Test 3: bad result for archive[1])" << std::endl;
return EXIT_FAILURE;
}
//archive[2]
tmp1=archive[2].diversity();
tmp2=-1/(2+sqrt(5.0));
if ( (tmp1 != tmp2) || (archive[2].fitness() != 0.0) )
{
std::cout << "ERROR (Test 3: bad result for archive[2])" << std::endl;
return EXIT_FAILURE;
}
//-----------------------------------------------------------------------------
archive(pop[0]);
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoSharingDiversityAssignment.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoSharingDiversityAssignment.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoSharingDiversityAssignment]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3;
obj0[0] = 1;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 3;
obj2[1] = 3;
obj3[0] = 5;
obj3[1] = 1;
// population
eoPop < Solution > pop;
pop.resize(4);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
// fitness & diversity assignment
moeoDummyFitnessAssignment< Solution > fitnessAssignment;
fitnessAssignment(pop);
moeoSharingDiversityAssignment< Solution > diversityAssignment;
diversityAssignment(pop);
// pop[0]
if (pop[0].diversity() != 1.0)
{
std::cout << "ERROR (bad diversity for pop[0])" << std::endl;
return EXIT_FAILURE;
}
// pop[1]
if (pop[1].diversity() != 0.0)
{
std::cout << "ERROR (bad diversity for pop[1])" << std::endl;
return EXIT_FAILURE;
}
// pop[2]
if (pop[2].diversity() != 0.0)
{
std::cout << "ERROR (bad diversity for pop[2])" << std::endl;
return EXIT_FAILURE;
}
// pop[3]
if (pop[3].diversity() != 1.0)
{
std::cout << "ERROR (bad diversity for pop[3]) " << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
<t-moeoSimpleSubNeighborhoodExplorer.cpp>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Arnaud Liefooghe, Jérémie Humeau
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can ue,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
Contact: paradiseo-help@lists.gforge.inria.fr
*/
#include <iostream>
#include <cstdlib>
#include <cassert>
#include "moeoTestClass.h"
#include <explorer/moeoSimpleSubNeighborhoodExplorer.h>
int main(){
std::cout << "[t-moeoSimpleSubNeighborhoodExplorer] => START" << std::endl;
//init all components
Solution s;
evalSolution eval(8);
ObjectiveVector o;
SolNeighbor n;
SolNeighborhood nh(8);
moeoSimpleSubNeighborhoodExplorer<SolNeighbor> explorer(nh, 4, eval);
//create source and destination population
eoPop<Solution> src;
eoPop<Solution> dest;
//create a vector for selection
std::vector<unsigned int> v;
v.push_back(0);
//create a solution
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
s.push_back(true);
//set its objective vector
o[0]=8;
o[1]=0;
s.objectiveVector(o);
// aplly a move on th solution
n.index(3);
eval(s,n);
n.move(s);
s.objectiveVector(n.fitness());
//print initial sol
std::cout << "solution:" << std::endl;
std::cout << s << std::endl;
//copy the solution in the source population
src.push_back(s);
//test the explorer (only 4 neighbors are visited)
explorer(src, v, dest);
//verify the destination population
assert(dest.size()==4);
assert(dest[0].objectiveVector()[0]==6);
assert(dest[1].objectiveVector()[0]==6);
assert(dest[2].objectiveVector()[0]==6);
assert(dest[3].objectiveVector()[0]==8);
assert(dest[0].objectiveVector()[1]==2);
assert(dest[1].objectiveVector()[1]==2);
assert(dest[2].objectiveVector()[1]==2);
assert(dest[3].objectiveVector()[1]==0);
std::cout << "destination:" << std::endl;
for(unsigned int i=0; i<dest.size(); i++)
std::cout << dest[i] << std::endl;
std::cout << "[t-moeoSimpleSubNeighborhoodExplorer] => OK" << std::endl;
return EXIT_SUCCESS;
}

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/*
* <t-moeoStrictObjectiveVectorComparator.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoStrictObjectiveVectorComparator.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoStrictObjectiveVectorComparator]\t=>\t";
// objective vectors
ObjectiveVector obj1;
obj1[0] = 2.0;
obj1[1] = 5.0;
ObjectiveVector obj2;
obj2[0] = 3.0;
obj2[1] = 5.0;
ObjectiveVector obj3;
obj3[0] = 3.0;
obj3[1] = 7.0;
// comparator
moeoStrictObjectiveVectorComparator< ObjectiveVector > comparator;
// obj1 dominated by obj2? NO
if (comparator(obj1, obj2))
{
std::cout << "ERROR (obj1 dominated by obj2)" << std::endl;
return EXIT_FAILURE;
}
// obj2 dominated by obj1? NO
if (comparator(obj2, obj1))
{
std::cout << "ERROR (obj2 dominated by obj1)" << std::endl;
return EXIT_FAILURE;
}
// obj1 dominated by obj3? NO
if (comparator(obj1, obj3))
{
std::cout << "ERROR (obj1 dominated by obj3)" << std::endl;
return EXIT_FAILURE;
}
// obj3 dominated by obj1? YES
if (! comparator(obj3, obj1))
{
std::cout << "ERROR (obj3 not dominated by obj1)" << std::endl;
return EXIT_FAILURE;
}
// obj2 dominated by obj3? NO
if (comparator(obj2, obj3))
{
std::cout << "ERROR (obj2 dominated by obj3)" << std::endl;
return EXIT_FAILURE;
}
// obj3 dominated by obj2? NO
if (comparator(obj3, obj2))
{
std::cout << "ERROR (obj3 dominated by obj2)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoUnboundedArchive.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoUnboundedArchive.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector, double, double > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoUnboundedArchive]\t=>\t";
// objective vectors
ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5;
obj0[0] = 2;
obj0[1] = 5;
obj1[0] = 3;
obj1[1] = 3;
obj2[0] = 4;
obj2[1] = 1;
obj3[0] = 5;
obj3[1] = 5;
obj4[0] = 5;
obj4[1] = 1;
obj5[0] = 3;
obj5[1] = 3;
// population
eoPop < Solution > pop;
pop.resize(6);
pop[0].objectiveVector(obj0);
pop[1].objectiveVector(obj1);
pop[2].objectiveVector(obj2);
pop[3].objectiveVector(obj3);
pop[4].objectiveVector(obj4);
pop[5].objectiveVector(obj5);
// archive
moeoUnboundedArchive< Solution > arch;
arch(pop);
// size
if (arch.size() != 3)
{
std::cout << "ERROR (too much solutions)" << std::endl;
return EXIT_FAILURE;
}
// obj0 must be in
if (! arch.contains(obj0))
{
std::cout << "ERROR (obj0 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj1 must be in
if (! arch.contains(obj1))
{
std::cout << "ERROR (obj1 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj2 must be in
if (! arch.contains(obj2))
{
std::cout << "ERROR (obj2 not in)" << std::endl;
return EXIT_FAILURE;
}
// obj3 must be out
if (arch.contains(obj3))
{
std::cout << "ERROR (obj3 in)" << std::endl;
return EXIT_FAILURE;
}
// obj4 must be out
if (arch.contains(obj4))
{
std::cout << "ERROR (obj4 in)" << std::endl;
return EXIT_FAILURE;
}
// obj5 must be in
if (! arch.contains(obj5))
{
std::cout << "ERROR (obj5 not in)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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/*
* <t-moeoVecVsVecAdditiveEpsilonBinaryMetric.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoVecVsVecAdditiveEpsilonBinaryMetric.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <assert.h>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class ObjectiveVectorTraits2 : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
if (i==0)
return true;
else
return false;
}
static bool maximizing (int i)
{
if (i==0)
return false;
else
return true;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits2 > ObjectiveVector2;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoVecVsVecAdditiveEpsilonBinaryMetric] => \n";
double eps;
// objective vectors
std::vector < ObjectiveVector > set1;
std::vector < ObjectiveVector > set2;
//test 1: set2 dominates set1
set1.resize(4);
set2.resize(4);
set1[0][0] = 6;
set1[0][1] = 3;
set1[1][0] = 5;
set1[1][1] = 4;
set1[2][0] = 4;
set1[2][1] = 5;
set1[3][0] = 2;
set1[3][1] = 7;
set2[0][0] = 1;
set2[0][1] = 5;
set2[1][0] = 2;
set2[1][1] = 3;
set2[2][0] = 3;
set2[2][1] = 2;
set2[3][0] = 4;
set2[3][1] = 1;
moeoVecVsVecAdditiveEpsilonBinaryMetric < ObjectiveVector > metric(false);
eps = metric(set1, set2);
assert(eps == 2.0);
std::cout << "\t>test1 => OK\n";
//end test1
//test2: set1 dominates set2
set2.resize(3);
set1[0][0] = 0;
set1[0][1] = 6;
set1[1][0] = 1;
set1[1][1] = 3;
set1[2][0] = 3;
set1[2][1] = 1;
set1[3][0] = 6;
set1[3][1] = 0;
set2[0][0] = 1;
set2[0][1] = 5;
set2[1][0] = 3;
set2[1][1] = 3;
set2[2][0] = 5;
set2[2][1] = 2;
eps = metric(set1, set2);
assert(eps == 0.0);
std::cout << "\t>test2 => OK\n";
//end test2
set2.resize(4);
//test3: no dominance
set1[0][0] = 7;
set1[0][1] = 1;
set1[1][0] = 6;
set1[1][1] = 4;
set1[2][0] = 3;
set1[2][1] = 4;
set1[3][0] = 2;
set1[3][1] = 7;
set2[0][0] = 8;
set2[0][1] = 2;
set2[1][0] = 5;
set2[1][1] = 3;
set2[2][0] = 4;
set2[2][1] = 5;
set2[3][0] = 1;
set2[3][1] = 6;
eps = metric(set1, set2);
assert(eps == 1.0);
std::cout << "\t>test3 => OK\n";
//end test3
//test bounds
std::vector < eoRealInterval > bounds;
moeoVecVsVecAdditiveEpsilonBinaryMetric < ObjectiveVector > metric2;
metric2.setup(set1, set2);
bounds = metric2.getBounds();
assert(bounds[0].minimum()==1.0);
assert(bounds[0].maximum()==8.0);
assert(bounds[0].range()==7.0);
assert(bounds[1].minimum()==1.0);
assert(bounds[1].maximum()==7.0);
assert(bounds[1].range()==6.0);
std::cout << "\t>test normalization => OK\n";
//end test bounds
std::vector < ObjectiveVector2 > set3;
std::vector < ObjectiveVector2 > set4;
moeoVecVsVecAdditiveEpsilonBinaryMetric < ObjectiveVector2 > metric3(false);
//test 1: set2 dominates set1
set3.resize(2);
set4.resize(2);
set3[0][0] = 6;
set3[0][1] = 3;
set3[1][0] = 5;
set3[1][1] = 4;
set4[0][0] = 1;
set4[0][1] = 5;
set4[1][0] = 2;
set4[1][1] = 3;
std::cout << "\t>test with maximization =>";
eps = metric3(set3, set4);
assert(eps==4.0);
std::cout << "OK\n";
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

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@ -0,0 +1,286 @@
/*
* <t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
#include <assert.h>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
class ObjectiveVectorTraits2 : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
if (i==0)
return true;
else
return false;
}
static bool maximizing (int i)
{
if (i==0)
return false;
else
return true;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits2 > ObjectiveVector2;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoVecVsVecMultiplicativeEpsilonBinaryMetric] => \n";
double eps;
// objective vectors
std::vector < ObjectiveVector > set1;
std::vector < ObjectiveVector > set2;
std::vector < ObjectiveVector > set3;
std::vector < ObjectiveVector > set4;
set1.resize(5);
set2.resize(4);
set3.resize(5);
set4.resize(3);
set1[0][0] = 4;
set1[0][1] = 7;
set1[1][0] = 5;
set1[1][1] = 6;
set1[2][0] = 7;
set1[2][1] = 5;
set1[3][0] = 8;
set1[3][1] = 4;
set1[4][0] = 9;
set1[4][1] = 2;
set2[0][0] = 4;
set2[0][1] = 7;
set2[1][0] = 5;
set2[1][1] = 6;
set2[2][0] = 7;
set2[2][1] = 5;
set2[3][0] = 8;
set2[3][1] = 4;
set3[0][0] = 10;
set3[0][1] = 4;
set3[1][0] = 9;
set3[1][1] = 5;
set3[2][0] = 8;
set3[2][1] = 6;
set3[3][0] = 7;
set3[3][1] = 7;
set3[4][0] = 6;
set3[4][1] = 8;
set4[0][0] = 3;
set4[0][1] = 1;
set4[1][0] = 2;
set4[1][1] = 2;
set4[2][0] = 1;
set4[2][1] = 3;
moeoVecVsVecMultiplicativeEpsilonBinaryMetric < ObjectiveVector > metric;
std::cout << "\t>Ieps(set1, set2) => ";
eps = metric(set1, set2);
assert(eps == 1.0);
std::cout << "OK\n";
std::cout << "\t>Ieps(set2, set1) => ";
eps = metric(set2, set1);
assert(eps == 2.0);
std::cout << "OK\n";
std::cout << "\t>Ieps(set1, set3) => ";
eps = metric(set1, set3);
assert(eps == 0.9);
std::cout << "OK\n";
std::cout << "\t>Ieps(set3, set1) => ";
eps = metric(set3, set1);
assert(eps == 2.0);
std::cout << "OK\n";
std::cout << "\t>Ieps(set1, set4) => ";
eps = metric(set1, set4);
assert(eps == 4.0);
std::cout << "OK\n";
std::cout << "\t>Ieps(set4, set1) => ";
eps = metric(set4, set1);
assert(eps == 0.5);
std::cout << "OK\n";
std::cout << "\t>Ieps(set2, set3) => ";
eps = metric(set2, set3);
assert(eps == 1.0);
std::cout << "OK\n";
std::cout << "\t>Ieps(set3, set2) => ";
eps = metric(set3, set2);
assert(eps == 1.5);
std::cout << "OK\n";
std::cout << "\t>Ieps(set2, set4) => ";
eps = metric(set2, set4);
assert(eps == 4.0);
std::cout << "OK\n";
std::cout << "\t>Ieps(set4, set2) => ";
eps = metric(set4, set2);
assert(eps == 3.0/7.0);
std::cout << "OK\n";
std::cout << "\t>Ieps(set3, set4) => ";
eps = metric(set3, set4);
assert(eps == 6.0);
std::cout << "OK\n";
std::cout << "\t>Ieps(set4, set3) => ";
eps = metric(set4, set3);
assert(eps == 1.0/3.0);
std::cout << "OK\n";
set1[0][0] = 0;
set3[0][1] = -1;
std::cout << "\tError test: elements with a differents sign => ";
try{
eps = metric(set4, set3);
return EXIT_FAILURE;
}
catch (char const* e){
std::cout << "OK\n";
}
std::cout << "\tError test: an element = 0 => ";
try{
eps = metric(set1, set2);
return EXIT_FAILURE;
}
catch (char const* e){
std::cout << "Ok\n";
}
//test with maximization
moeoVecVsVecMultiplicativeEpsilonBinaryMetric < ObjectiveVector2 > metric2;
std::vector < ObjectiveVector2 > set5;
std::vector < ObjectiveVector2 > set6;
set5.resize(3);
set6.resize(4);
set5[0][0] = 1;
set5[0][1] = 3;
set5[1][0] = 2;
set5[1][1] = 2;
set5[2][0] = 3;
set5[2][1] = 1;
set6[0][0] = 5;
set6[0][1] = 2;
set6[1][0] = 4;
set6[1][1] = 3;
set6[2][0] = 3;
set6[2][1] = 4;
set6[3][0] = 2;
set6[3][1] = 5;
std::cout << "\t1 Maximazing objectif test => ";
eps = metric2(set5, set6);
assert(eps == 5.0/3.0);
std::cout << "Ok\n";
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------

View file

@ -0,0 +1,135 @@
/*
* <t-moeoWeakObjectiveVectorComparator.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// t-moeoWeakObjectiveVectorComparator.cpp
//-----------------------------------------------------------------------------
#include <eo>
#include <moeo>
//-----------------------------------------------------------------------------
class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
{
public:
static bool minimizing (int i)
{
return true;
}
static bool maximizing (int i)
{
return false;
}
static unsigned int nObjectives ()
{
return 2;
}
};
typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
typedef MOEO < ObjectiveVector > Solution;
//-----------------------------------------------------------------------------
int main()
{
std::cout << "[moeoWeakObjectiveVectorComparator]\t=>\t";
// objective vectors
ObjectiveVector obj1;
obj1[0] = 2.0;
obj1[1] = 5.0;
ObjectiveVector obj2;
obj2[0] = 2.0;
obj2[1] = 5.0;
ObjectiveVector obj3;
obj3[0] = 3.0;
obj3[1] = 5.0;
ObjectiveVector obj4;
obj4[0] = 3.0;
obj4[1] = 6.0;
// comparator
moeoWeakObjectiveVectorComparator< ObjectiveVector > comparator;
// obj1 dominated by obj2? YES
if (! comparator(obj1, obj2))
{
std::cout << "ERROR (obj1 not dominated by obj2)" << std::endl;
return EXIT_FAILURE;
}
// obj2 dominated by obj1? YES
if (! comparator(obj2, obj1))
{
std::cout << "ERROR (obj2 not dominated by obj1)" << std::endl;
return EXIT_FAILURE;
}
// obj1 dominated by obj3? NO
if (comparator(obj1, obj3))
{
std::cout << "ERROR (obj1 dominated by obj3)" << std::endl;
return EXIT_FAILURE;
}
// obj3 dominated by obj1? YES
if (! comparator(obj3, obj1))
{
std::cout << "ERROR (obj3 not dominated by obj1)" << std::endl;
return EXIT_FAILURE;
}
// obj3 dominated by obj4? NO
if (comparator(obj3, obj4))
{
std::cout << "ERROR (obj3 dominated by obj4)" << std::endl;
return EXIT_FAILURE;
}
// obj4 dominated by obj3? YES
if (! comparator(obj4, obj3))
{
std::cout << "ERROR (obj4 not dominated by obj3)" << std::endl;
return EXIT_FAILURE;
}
std::cout << "OK" << std::endl;
return EXIT_SUCCESS;
}
//-----------------------------------------------------------------------------