This commit introduces three new MOEO classes. Such classes calculate statistics (best element and average scores) for each objective function separately

git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@1351 331e1502-861f-0410-8da2-ba01fb791d7f
This commit is contained in:
wcancino 2009-01-19 20:02:57 +00:00
commit 7db3652f80
3 changed files with 271 additions and 0 deletions

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/*
* <moeoComparator.h>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
*
*
* Waldo Cancino, 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 MOEOAVERAGEOBJVECSTAT_H_
#define MOEOAVERAGEOBJVECSTAT_H_
#include <utils/moeoObjVecStat.h>
/** Calculates average scores for each objective
*/
template <class MOEOT> class moeoAverageObjVecStat : public moeoObjVecStat<MOEOT>
{
public :
using moeoObjVecStat<MOEOT>::value;
typedef typename moeoObjVecStat<MOEOT>::ObjectiveVector ObjectiveVector;
moeoAverageObjVecStat(std::string _description = "Average Objective Vector")
: moeoObjVecStat<MOEOT>(_description) {}
virtual std::string className(void) const { return "moeoAverageObjVecStat"; }
private :
typedef typename MOEOT::ObjectiveVector::Type Type;
template<typename T> struct sumObjVec
{
sumObjVec(unsigned _which) : which(_which) {}
Type operator()(Type &result, const MOEOT& _obj)
{
return result + _obj.objectiveVector()[which];
}
unsigned which;
};
// Specialization for pareto fitness
void doit(const eoPop<MOEOT>& _pop)
{
typedef typename moeoObjVecStat<MOEOT>::Traits traits;
value().resize(traits::nObjectives());
for (unsigned o = 0; o < value().size(); ++o)
{
value()[o] = std::accumulate(_pop.begin(), _pop.end(), Type(), sumObjVec<Type>(o));
value()[o] /= _pop.size();
}
}
};
#endif

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/*
* <moeoComparator.h>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
*
*
* Waldo Cancino, 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 MOEOBESTOBJVECSTAT_H_
#define MOEOBESTOBJVECSTAT_H_
#include <utils/moeoObjVecStat.h>
/** Calculate the best solution for each objective (extreme points
*/
template <class MOEOT>
class moeoBestObjVecStat : public moeoObjVecStat<MOEOT>
{
public:
using moeoObjVecStat<MOEOT>::value;
typedef typename moeoObjVecStat<MOEOT>::ObjectiveVector ObjectiveVector;
moeoBestObjVecStat(std::string _description = "Best ")
: moeoObjVecStat<MOEOT>(_description)
{}
virtual std::string className(void) const { return "moeoBestObjVecStat"; }
/**
Return the best solutions for an given objective function
* @param which the objective function number
*/
const MOEOT & bestindividuals(unsigned int which) {
typedef typename moeoObjVecStat<MOEOT>::Traits traits;
if(which > traits::nObjectives() ) throw std::logic_error("which is larger than the number of objectives");
return *(best_individuals[which]);
}
private :
/** Vector of iterators pointing to best individuals for each objective function */
std::vector<typename eoPop<MOEOT>::const_iterator> best_individuals;
struct CmpObjVec
{
CmpObjVec(unsigned _which, bool _maxim) : which(_which), maxim(_maxim) {}
bool operator()(const MOEOT& a, const MOEOT& b)
{
if (maxim)
return a.objectiveVector()[which] < b.objectiveVector()[which];
return a.objectiveVector()[which] > b.objectiveVector()[which];
}
unsigned which;
bool maxim;
};
// Specialization for objective vector
void doit(const eoPop<MOEOT>& _pop)
{
typedef typename moeoObjVecStat<MOEOT>::Traits traits;
value().resize(traits::nObjectives());
for (unsigned o = 0; o < traits::nObjectives(); ++o)
{
typename eoPop<MOEOT>::const_iterator it = std::max_element(_pop.begin(), _pop.end(), CmpObjVec(o, traits::maximizing(o)));
value()[o] = it->objectiveVector()[o];
best_individuals.push_back( it );
}
}
// default
};
#endif

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/*
* <moeoComparator.h>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
*
*
* Waldo Cancino, 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 MOEOOBJVECSTAT_H_
#define MOEOOBJVECSTAT_H_
#include <utils/eoStat.h>
/**
This base class is a specialization of eoStat which is useful
to compute statistics for each objective function
*/
#if defined(_MSC_VER) && (_MSC_VER < 1300)
template <class MOEOT>
class moeoObjVecStat : public eoStat<MOEOT, MOEOT::ObjectiveVector>
#else
template <class MOEOT>
class moeoObjVecStat : public eoStat<MOEOT, typename MOEOT::ObjectiveVector>
#endif
{
public:
using eoStat<MOEOT, typename MOEOT::ObjectiveVector>::value;
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
typedef typename MOEOT::ObjectiveVector::Traits Traits;
moeoObjVecStat(std::string _description = "")
: eoStat<MOEOT, ObjectiveVector>(ObjectiveVector(), _description)
{}
virtual void operator()(const eoPop<MOEOT>& _pop) { doit(_pop); };
private:
virtual void doit(const eoPop<MOEOT> &_pop) = 0;
};
#endif