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79
moeo/src/distance/moeoDistance.h Normal file
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/*
* <moeoDistance.h>
* 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
*
*/
//-----------------------------------------------------------------------------
#ifndef MOEODISTANCE_H_
#define MOEODISTANCE_H_
#include <eoFunctor.h>
/**
* The base class for distance computation.
*/
template < class MOEOT , class Type >
class moeoDistance : public eoBF < const MOEOT &, const MOEOT &, const Type >
{
public:
/**
* Nothing to do
* @param _pop the population
*/
virtual void setup(const eoPop < MOEOT > & _pop)
{}
/**
* Nothing to do
* @param _min lower bound
* @param _max upper bound
* @param _obj the objective index
*/
virtual void setup(double _min, double _max, unsigned int _obj)
{}
/**
* Nothing to do
* @param _realInterval the eoRealInterval object
* @param _obj the objective index
*/
virtual void setup(eoRealInterval _realInterval, unsigned int _obj)
{}
};
#endif /*MOEODISTANCE_H_*/

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moeo/src/distance/moeoDistanceMatrix.h Normal file
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/*
* <moeoDistanceMatrix.h>
* 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
*
*/
//-----------------------------------------------------------------------------
#ifndef MOEODISTANCEMATRIX_H_
#define MOEODISTANCEMATRIX_H_
#include <vector>
#include <eoFunctor.h>
#include <distance/moeoDistance.h>
/**
* A matrix to compute distances between every pair of individuals contained in a population.
*/
template < class MOEOT , class Type >
class moeoDistanceMatrix : public eoUF < const eoPop < MOEOT > &, void > , public std::vector< std::vector < Type > >
{
public:
using std::vector< std::vector < Type > > :: size;
using std::vector< std::vector < Type > > :: operator[];
/**
* Ctor
* @param _size size for every dimension of the matrix
* @param _distance the distance to use
*/
moeoDistanceMatrix (unsigned int _size, moeoDistance < MOEOT , Type > & _distance) : distance(_distance)
{
this->resize(_size);
for (unsigned int i=0; i<_size; i++)
{
this->operator[](i).resize(_size);
}
}
/**
* Sets the distance between every pair of individuals contained in the population _pop
* @param _pop the population
*/
void operator()(const eoPop < MOEOT > & _pop)
{
// 1 - setup the bounds (if necessary)
distance.setup(_pop);
// 2 - compute distances
this->operator[](0).operator[](0) = Type();
for (unsigned int i=0; i<size(); i++)
{
this->operator[](i).operator[](i) = Type();
for (unsigned int j=0; j<i; j++)
{
this->operator[](i).operator[](j) = distance(_pop[i], _pop[j]);
this->operator[](j).operator[](i) = this->operator[](i).operator[](j);
}
}
}
private:
/** the distance to use */
moeoDistance < MOEOT , Type > & distance;
};
#endif /*MOEODISTANCEMATRIX_H_*/

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moeo/src/distance/moeoEuclideanDistance.h Normal file
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/*
* <moeoEuclideanDistance.h>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
* François 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
*
*/
//-----------------------------------------------------------------------------
#ifndef MOEOEUCLIDEANDISTANCE_H_
#define MOEOEUCLIDEANDISTANCE_H_
#include <math.h>
#include <distance/moeoObjSpaceDistance.h>
#include <utils/moeoObjectiveVectorNormalizer.h>
/**
* A class allowing to compute an euclidian distance between two solutions in the objective space with normalized objective values (i.e. between 0 and 1).
* A distance value then lies between 0 and sqrt(nObjectives).
*/
template < class MOEOT >
class moeoEuclideanDistance : public moeoObjSpaceDistance < MOEOT >
{
public:
/** the objective vector type of the solutions */
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
/** the fitness type of the solutions */
typedef typename MOEOT::Fitness Fitness;
/**
ctr with a normalizer
@param _normalizer the normalizer used for every ObjectiveVector
*/
moeoEuclideanDistance (moeoObjectiveVectorNormalizer<MOEOT> _normalizer):normalizer(_normalizer)
{}
/**
default ctr
*/
moeoEuclideanDistance ():normalizer(defaultNormalizer)
{}
/**
* Returns the euclidian distance between _obj1 and _obj2 in the objective space
* @param _obj1 the first objective vector
* @param _obj2 the second objective vector
*/
const Fitness operator()(const ObjectiveVector & _obj1, const ObjectiveVector & _obj2)
{
Fitness result = 0.0;
Fitness tmp1, tmp2;
for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
{
tmp1 = normalizer(_obj1)[i];
tmp2 = normalizer(_obj2)[i];
result += (tmp1-tmp2) * (tmp1-tmp2);
}
return sqrt(result);
}
private:
moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
};
#endif /*MOEOEUCLIDEANDISTANCE_H_*/

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moeo/src/distance/moeoManhattanDistance.h Normal file
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/*
* <moeoManhattanDistance.h>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Arnaud Liefooghe
* Francçois 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
*
*/
//-----------------------------------------------------------------------------
#ifndef MOEOMANHATTANDISTANCE_H_
#define MOEOMANHATTANDISTANCE_H_
#include <math.h>
#include <distance/moeoObjSpaceDistance.h>
#include <utils/moeoObjectiveVectorNormalizer.h>
/**
* A class allowing to compute the Manhattan distance between two solutions in the objective space normalized objective values (i.e. between 0 and 1).
* A distance value then lies between 0 and nObjectives.
*/
template < class MOEOT >
class moeoManhattanDistance : public moeoObjSpaceDistance < MOEOT >
{
public:
/** the objective vector type of the solutions */
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
/** the fitness type of the solutions */
typedef typename MOEOT::Fitness Fitness;
/**
ctr with a normalizer
@param _normalizer the normalizer used for every ObjectiveVector
*/
moeoManhattanDistance (moeoObjectiveVectorNormalizer<MOEOT> &_normalizer):normalizer(_normalizer)
{}
/**
default ctr
*/
moeoManhattanDistance ():normalizer(defaultNormalizer)
{}
/**
* Returns the Manhattan distance between _obj1 and _obj2 in the objective space
* @param _obj1 the first objective vector
* @param _obj2 the second objective vector
*/
const double operator()(const ObjectiveVector & _obj1, const ObjectiveVector & _obj2)
{
double result = 0.0;
double tmp1, tmp2;
for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
{
tmp1 = normalizer(_obj1)[i];
tmp2 = normalizer(_obj2)[i];
result += fabs(tmp1-tmp2);
}
return result;
}
private:
moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
};
#endif /*MOEOMANHATTANDISTANCE_H_*/

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moeo/src/distance/moeoNormalizedDistance.h Normal file
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/*
* <moeoNormalizedDistance.h>
* 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
*
*/
//-----------------------------------------------------------------------------
#ifndef MOEONORMALIZEDDISTANCE_H_
#define MOEONORMALIZEDDISTANCE_H_
#include <vector>
#include <utils/eoRealBounds.h>
#include <distance/moeoDistance.h>
/**
* The base class for double distance computation with normalized objective values (i.e. between 0 and 1).
*/
template < class MOEOT , class Type = double >
class moeoNormalizedDistance : public moeoDistance < MOEOT , Type >
{
public:
/** the objective vector type of the solutions */
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
/**
* Default ctr
*/
moeoNormalizedDistance()
{
bounds.resize(ObjectiveVector::Traits::nObjectives());
// initialize bounds in case someone does not want to use them
for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
{
bounds[i] = eoRealInterval(0,1);
}
}
/**
* Returns a very small value that can be used to avoid extreme cases (where the min bound == the max bound)
*/
static double tiny()
{
return 1e-6;
}
/**
* Sets the lower and the upper bounds for every objective using extremes values for solutions contained in the population _pop
* @param _pop the population
*/
virtual void setup(const eoPop < MOEOT > & _pop)
{
double min, max;
for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
{
min = _pop[0].objectiveVector()[i];
max = _pop[0].objectiveVector()[i];
for (unsigned int j=1; j<_pop.size(); j++)
{
min = std::min(min, _pop[j].objectiveVector()[i]);
max = std::max(max, _pop[j].objectiveVector()[i]);
}
// setting of the bounds for the objective i
setup(min, max, i);
}
}
/**
* Sets the lower bound (_min) and the upper bound (_max) for the objective _obj
* @param _min lower bound
* @param _max upper bound
* @param _obj the objective index
*/
virtual void setup(double _min, double _max, unsigned int _obj)
{
if (_min == _max)
{
_min -= tiny();
_max += tiny();
}
bounds[_obj] = eoRealInterval(_min, _max);
}
/**
* Sets the lower bound and the upper bound for the objective _obj using a eoRealInterval object
* @param _realInterval the eoRealInterval object
* @param _obj the objective index
*/
virtual void setup(eoRealInterval _realInterval, unsigned int _obj)
{
bounds[_obj] = _realInterval;
}
protected:
/** the bounds for every objective (bounds[i] = bounds for the objective i) */
std::vector < eoRealInterval > bounds;
};
#endif /*MOEONORMALIZEDDISTANCE_H_*/

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moeo/src/distance/moeoObjSpaceDistance.h Normal file
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/*
* <moeoObjSpaceDistance.h>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, LIFL, 2002-2007
*
* Jeremie Humeau
* Arnaud Liefooghe
* François 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
*
*/
//-----------------------------------------------------------------------------
#ifndef MOEOOBJDIST_H_
#define MOEOOBJDIST_H_
#include <eo>
#include <moeo>
#include <cmath>
/**
Distances using Objective vectors to evaluate
*/
template < class MOEOT>
class moeoObjSpaceDistance : public moeoDistance < MOEOT, typename MOEOT::Fitness >, public eoBF<const typename MOEOT::ObjectiveVector&,const typename MOEOT::ObjectiveVector&,const typename MOEOT::Fitness>
{
public:
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
typedef typename MOEOT::Fitness Fitness;
virtual const Fitness operator()(const MOEOT &_moeot1,const MOEOT &_moeot2){
return operator()(_moeot1.objectiveVector(),_moeot2.objectiveVector());
}
virtual const Fitness operator()(const ObjectiveVector &_obj1, const ObjectiveVector &_obj2)=0;
};
#endif