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Code lesson1_simpleHC.cpp ajouter au tutorial

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git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@1747 331e1502-861f-0410-8da2-ba01fb791d7f
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verel 2010-04-27 12:21:32 +00:00
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94
trunk/paradiseo-mo/src/algo/moSimpleHC.h Normal file
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@ -0,0 +1,94 @@
/*
<moSA.h>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Sebastien Verel, 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 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
*/
#ifndef _moSimpleHC_h
#define _moSimpleHC_h
#include <algo/moLocalSearch.h>
#include <explorer/moSimpleHCexplorer.h>
#include <continuator/moTrueContinuator.h>
#include <eval/moEval.h>
#include <eoEvalFunc.h>
template<class Neighbor>
class moSimpleHC: public moLocalSearch<Neighbor>
{
public:
typedef typename Neighbor::EOT EOT;
typedef moNeighborhood<Neighbor> Neighborhood ;
/**
* Simple constructor for a simulated annealing
* @param _neighborhood the neighborhood
* @param _fullEval the full evaluation function
* @param _eval neighbor's evaluation function
*/
moSimpleHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval):
moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp)
{}
/**
* Simple constructor for a simulated annealing
* @param _neighborhood the neighborhood
* @param _fullEval the full evaluation function
* @param _eval neighbor's evaluation function
* @param _cont an external continuator
*/
moSimpleHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont):
moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp)
{}
/**
* Simple constructor for a simulated annealing
* @param _neighborhood the neighborhood
* @param _fullEval the full evaluation function
* @param _eval neighbor's evaluation function
* @param _cont an external continuator
* @param _compN a neighbor vs neighbor comparator
* @param _compSN a solution vs neighbor comparator
*/
moSimpleHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont, moNeighborComparator<Neighbor>& _compN, moSolNeighborComparator<Neighbor>& _compSN):
moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
explorer(_neighborhood, _eval, _compN, _compSN)
{}
private:
// always true continuator
moTrueContinuator<Neighbor> trueCont;
// compare the fitness values of neighbors: true is strictly greater
moNeighborComparator<Neighbor> defaultNeighborComp;
// compare the fitness values of the solution and the neighbor: true if strictly greater
moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
// the explorer of the simple HC
moSimpleHCexplorer<Neighbor> explorer;
};
#endif

115
trunk/paradiseo-mo/src/coolingSchedule/moDynSpanCoolingSchedule.h Normal file
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@ -0,0 +1,115 @@
/*
<moDynSpanCoolingSchedule.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 _moDynSpanCoolingSchedule_h
#define _moDynSpanCoolingSchedule_h
#include <coolingSchedule/moCoolingSchedule.h>
/**
* Cooling Schedule of the temperature in the simulated algorithm
*
*/
template< class EOT >
class moDynSpanCoolingSchedule : public moCoolingSchedule<EOT>
{
public:
/**
* default constructor
* @param _initT initial temperature
* @param _alpha factor of decreasing
* @param _spanMove maximum number of move with equal temperature
* @param _spanNoMove maximum number of no improvement with equal temperature
* @param _nbSpan maximum number of span with no improvmement before stopping the search
*/
moDynSpanCoolingSchedule(double _initT, double _alpha, unsigned _spanMove, unsigned _spanNoMove, unsigned _nbSpan) : initT(_initT), alpha(_alpha), spanMove(_spanMove), spanNoMove(_spanNoMove), nbSpan(_nbSpan) {
}
/**
* Initial temperature
* @param _solution initial solution
*/
virtual double init(EOT & _solution) {
// number of successive moves since the last temperature change
nbMove = 0;
// number of no improvement since the last temperature change
nbNoMove = 0;
// number of span with no improvement
nbSpan = 0;
return initT;
}
/**
* update the temperature by a factor
* @param _temp current temperature to update
*/
virtual void update(double& _temp) {
if (nbMove >= spanMove || nbNoMove >= spanNoMove) {
_temp *= alpha;
nbMove = 0;
nbNoMove = 0;
} else {
nbMove++;
nbNoMove++;
}
}
/**
* compare the temperature to the threshold
* @param _temp current temperature
* @return true if the current temperature is over the threshold (final temperature)
*/
virtual bool operator()(double _temp) {
return _temp > finalT;
}
private:
// initial temperature
double initT;
// coefficient of decrease
double alpha;
// maximum number of iterations at the same temperature
unsigned int span;
// threshold temperature
double finalT;
// number of steps with the same temperature
unsigned int step;
};
#endif

13
trunk/paradiseo-mo/src/coolingSchedule/moSimpleCoolingSchedule.h
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@ -36,10 +36,9 @@
#define _moSimpleCoolingSchedule_h
#include <coolingSchedule/moCoolingSchedule.h>
#include <eoFunctor.h>
/**
* Cooling Schedule of the temperature in the simulated algorithm
* Classical cooling Schedule of the temperature in the simulated algorithm with initial and final temperature and a factor of decrease
*
*/
template< class EOT >
@ -50,8 +49,8 @@ public:
* default constructor
* @param _initT initial temperature
* @param _alpha factor of decreasing
* @param span number of iteration with equal temperature
* @param finalT final temperature, threshold of the stopping criteria
* @param _span number of iteration with equal temperature
* @param _finalT final temperature, threshold of the stopping criteria
*/
moSimpleCoolingSchedule(double _initT, double _alpha, unsigned _span, double _finalT) : initT(_initT), alpha(_alpha), span(_span), finalT(_finalT) {
}
@ -61,7 +60,7 @@ public:
* @param _solution initial solution
* @return the initial temperature
*/
double init(EOT & _solution) {
virtual double init(EOT & _solution) {
// number of iteration with the same temperature
step = 0;
@ -72,7 +71,7 @@ public:
* update the temperature by a factor
* @param _temp current temperature to update
*/
void update(double& _temp) {
virtual void update(double& _temp) {
if (step >= span) {
_temp *= alpha;
step = 0;
@ -85,7 +84,7 @@ public:
* @param _temp current temperature
* @return true if the current temperature is over the threshold (final temperature)
*/
bool operator()(double _temp) {
virtual bool operator()(double _temp) {
return _temp > finalT;
}

177
trunk/paradiseo-mo/src/explorer/moVNSexplorer.h
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@ -37,105 +37,96 @@ Contact: paradiseo-help@lists.gforge.inria.fr
/**
* Explorer for Variiable Neighborhood Search
*/
template< class Neighborhood >
class moVNSexplorer : public moNeighborhoodExplorer<Neighborhood>
template< class EOT >
class moVNSexplorer : public moNeighborhoodExplorer< moNeighborhood< moNeighbor<EOT, typename EOT::Fitness> > >
{
public:
typedef typename Neighborhood::EOT EOT ;
typedef typename Neighborhood::Neighbor Neighbor ;
typedef typename EOT::Fitness Fitness ;
typedef moNeighbor<EOT, Fitness> Neighbor ;
typedef moNeighborhood<Neighbor> Neighborhood ;
using moNeighborhoodExplorer<Neighborhood>::neighborhood;
using moNeighborhoodExplorer<Neighborhood>::eval;
using moNeighborhoodExplorer<Neighborhood>::neighborhood;
using moNeighborhoodExplorer<Neighborhood>::eval;
/**
* Constructor
* @param _neighborhood the neighborhood
* @param _eval the evaluation function
* @param _neighborComparator a neighbor comparator
* @param _solNeighborComparator solution vs neighbor comparator
*/
moVNSexplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moNeighborComparator<Neighbor>& _neighborComparator, moSolNeighborComparator<Neighbor>& _solNeighborComparator) : moNeighborhoodExplorer<Neighborhood>(_neighborhood, _eval), neighborComparator(_neighborComparator), solNeighborComparator(_solNeighborComparator) {
}
/**
* Destructor
*/
~moVNSexplorer() {
}
/**
* initParam: NOTHING TO DO
*/
virtual void initParam(EOT & solution) {};
/**
* updateParam: NOTHING TO DO
*/
virtual void updateParam(EOT & solution) {};
/**
* terminate: NOTHING TO DO
*/
virtual void terminate(EOT & solution) {};
/**
* Explore the neighborhood of a solution
* @param _solution
*/
virtual void operator()(EOT & _solution) {
};
/**
* continue if a move is accepted
* @param _solution the solution
* @return true if an ameliorated neighbor was be found
*/
virtual bool isContinue(EOT & _solution) {
return isAccept ;
};
/**
* move the solution with the best neighbor
* @param _solution the solution to move
*/
virtual void move(EOT & _solution) {
//move the solution
(*best).move(_solution);
//update its fitness
_solution.fitness((*best).fitness());
};
/**
* accept test if an amelirated neighbor was be found
* @param _solution the solution
* @return true if the best neighbor ameliorate the fitness
*/
virtual bool accept(EOT & _solution) {
if (neighborhood.hasNeighbor(_solution)) {
isAccept = solNeighborComparator(_solution, (*best)) ;
}
return isAccept;
};
/**
* Return the class id.
* @return the class name as a std::string
*/
virtual std::string className() const {
return "moVNSexplorer";
}
/**
* Constructor
* @param _neighborhood the neighborhood
* @param _eval the evaluation function
* @param _neighborComparator a neighbor comparator
* @param _solNeighborComparator solution vs neighbor comparator
*/
moVNSexplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moNeighborComparator<Neighbor>& _neighborComparator, moSolNeighborComparator<Neighbor>& _solNeighborComparator) : moNeighborhoodExplorer<Neighborhood>(_neighborhood, _eval), neighborComparator(_neighborComparator), solNeighborComparator(_solNeighborComparator) {
}
/**
* Destructor
*/
~moVNSexplorer() {
}
/**
* initParam: NOTHING TO DO
*/
virtual void initParam(EOT & solution) {};
/**
* updateParam: NOTHING TO DO
*/
virtual void updateParam(EOT & solution) {};
/**
* terminate: NOTHING TO DO
*/
virtual void terminate(EOT & solution) {};
/**
* Explore the neighborhood of a solution
* @param _solution
*/
virtual void operator()(EOT & _solution) {
};
/**
* continue if a move is accepted
* @param _solution the solution
* @return true if an ameliorated neighbor was be found
*/
virtual bool isContinue(EOT & _solution) {
return isAccept ;
};
/**
* move the solution with the best neighbor
* @param _solution the solution to move
*/
virtual void move(EOT & _solution) {
//move the solution
(*best).move(_solution);
//update its fitness
_solution.fitness((*best).fitness());
};
/**
* accept test if an amelirated neighbor was be found
* @param _solution the solution
* @return true if the best neighbor ameliorate the fitness
*/
virtual bool accept(EOT & _solution) {
};
/**
* Return the class id.
* @return the class name as a std::string
*/
virtual std::string className() const {
return "moVNSexplorer";
}
private:
// comparator betwenn solution and neighbor or between neighbors
moNeighborComparator<Neighbor>& neighborComparator;
moSolNeighborComparator<Neighbor>& solNeighborComparator;
//Pointer on the best and the current neighbor
Neighbor* best;
Neighbor* current;
// true if the move is accepted
bool isAccept ;
// comparator betwenn solution and neighbor or between neighbors
moNeighborComparator<Neighbor>& neighborComparator;
moSolNeighborComparator<Neighbor>& solNeighborComparator;
};

2
trunk/paradiseo-mo/src/mo.h
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@ -37,6 +37,7 @@
#include <algo/moLocalSearch.h>
#include <algo/moSA.h>
#include <algo/moSimpleHC.h>
#include <comparator/moComparator.h>
#include <comparator/moNeighborComparator.h>
@ -117,6 +118,7 @@
#include <problems/bitString/moBitNeighbor.h>
#include <problems/eval/oneMaxFullEval.h>
#include <problems/eval/moOneMaxIncrEval.h>
#include <problems/eval/queenFullEval.h>
#include <problems/permutation/moShiftNeighbor.h>
#include <problems/permutation/moSwapNeighbor.h>

58
trunk/paradiseo-mo/src/problems/eval/moOneMaxIncrEval.h Normal file
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@ -0,0 +1,58 @@
/*
<moOneMaxIncrEval.h>
Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
Sebastien Verel, 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 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
*/
#ifndef _moOneMaxIncrEval_H
#define _moOneMaxIncrEval_H
#include <eval/moEval.h>
/**
* Incremental evaluation Function for the OneMax problem
*/
template< class Neighbor >
class moOneMaxIncrEval : public moEval<Neighbor>
{
public:
typedef typename Neighbor::EOT EOT;
/*
* incremental evaluation of the solution for the oneMax problem
* @param _solution the solution to move (bit string)
* @param _neighbor the neighbor to consider (of type moBitNeigbor)
*/
virtual void operator()(EOT & _solution, Neighbor & _neighbor) {
if (_solution[_neighbor.index()] == 0)
_neighbor.fitness(_solution.fitness() + 1);
else
_neighbor.fitness(_solution.fitness() - 1);
};
};
#endif

16
trunk/paradiseo-mo/tutorial/Lesson1/CMakeLists.txt
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@ -4,12 +4,12 @@ INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
LINK_DIRECTORIES(${EO_BIN_DIR}/lib)
ADD_EXECUTABLE(testSimpleHC testSimpleHC.cpp)
ADD_EXECUTABLE(testFirstImpr testFirstImpr.cpp)
ADD_EXECUTABLE(testRandomBestHC testRandomBestHC.cpp)
ADD_EXECUTABLE(testHCneutral testHCneutral.cpp)
ADD_EXECUTABLE(lesson1_simpleHC lesson1_simpleHC.cpp)
ADD_EXECUTABLE(lesson1_firstImpr lesson1_firstImpr.cpp)
ADD_EXECUTABLE(lesson1_randomBestHC lesson1_randomBestHC.cpp)
ADD_EXECUTABLE(lesson1_HCneutral lesson1_HCneutral.cpp)
TARGET_LINK_LIBRARIES(testSimpleHC eoutils ga eo)
TARGET_LINK_LIBRARIES(testFirstImpr eoutils ga eo)
TARGET_LINK_LIBRARIES(testRandomBestHC eoutils ga eo)
TARGET_LINK_LIBRARIES(testHCneutral eoutils ga eo)
TARGET_LINK_LIBRARIES(lesson1_simpleHC eoutils ga eo)
TARGET_LINK_LIBRARIES(lesson1_firstImpr eoutils ga eo)
TARGET_LINK_LIBRARIES(lesson1_randomBestHC eoutils ga eo)
TARGET_LINK_LIBRARIES(lesson1_HCneutral eoutils ga eo)

201
trunk/paradiseo-mo/tutorial/Lesson1/lesson1_HCneutral.cpp Normal file
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@ -0,0 +1,201 @@
//-----------------------------------------------------------------------------
/** testHCneutral.cpp
*
* SV - 24/01/10
*
*/
//-----------------------------------------------------------------------------
// standard includes
#define HAVE_SSTREAM
#include <stdexcept> // runtime_error
#include <iostream> // cout
#include <sstream> // ostrstream, istrstream
#include <fstream>
#include <string.h>
// the general include for eo
#include <eo>
#include <ga.h>
using namespace std;
//-----------------------------------------------------------------------------
// fitness function
#include <problems/eval/oneMaxFullEval.h>
#include <problems/bitString/moBitNeighbor.h>
#include <eoInt.h>
#include <neighborhood/moOrderNeighborhood.h>
#include <eval/moFullEvalByModif.h>
#include <eval/moFullEvalByCopy.h>
#include <comparator/moNeighborComparator.h>
#include <comparator/moSolNeighborComparator.h>
#include <continuator/moTrueContinuator.h>
#include <algo/moLocalSearch.h>
#include <explorer/moHCneutralExplorer.h>
// REPRESENTATION
//-----------------------------------------------------------------------------
typedef eoBit<unsigned> Indi;
typedef moBitNeighbor<unsigned int> Neighbor ; // incremental evaluation
typedef moOrderNeighborhood<Neighbor> Neighborhood ;
void main_function(int argc, char **argv)
{
/* =========================================================
*
* Parameters
*
* ========================================================= */
// First define a parser from the command-line arguments
eoParser parser(argc, argv);
// For each parameter, define Parameter, read it through the parser,
// and assign the value to the variable
eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
parser.processParam( seedParam );
unsigned seed = seedParam.value();
// description of genotype
eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
parser.processParam( vecSizeParam, "Representation" );
unsigned vecSize = vecSizeParam.value();
eoValueParam<unsigned int> stepParam(10, "nbStep", "Number of steps of the random walk", 'n');
parser.processParam( stepParam, "Representation" );
unsigned nbStep = stepParam.value();
// the name of the "status" file where all actual parameter values will be saved
string str_status = parser.ProgramName() + ".status"; // default value
eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
parser.processParam( statusParam, "Persistence" );
// do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
// i.e. in case you need parameters somewhere else, postpone these
if (parser.userNeedsHelp()) {
parser.printHelp(cout);
exit(1);
}
if (statusParam.value() != "") {
ofstream os(statusParam.value().c_str());
os << parser;// and you can use that file as parameter file
}
/* =========================================================
*
* Random seed
*
* ========================================================= */
//reproducible random seed: if you don't change SEED above,
// you'll aways get the same result, NOT a random run
rng.reseed(seed);
/* =========================================================
*
* Eval fitness function
*
* ========================================================= */
oneMaxFullEval<Indi> eval;
/* =========================================================
*
* Initilisation of the solution
*
* ========================================================= */
// a Indi random initializer
eoUniformGenerator<bool> uGen;
eoInitFixedLength<Indi> random(vecSize, uGen);
/* =========================================================
*
* evaluation of a neighbor solution
*
* ========================================================= */
moFullEvalByModif<Neighbor> fulleval(eval);
//An eval by copy can be used instead of the eval by modif
//moFullEvalByCopy<Neighbor> fulleval(eval);
/* =========================================================
*
* Comparator of neighbors
*
* ========================================================= */
moNeighborComparator<Neighbor> comparator;
moSolNeighborComparator<Neighbor> solComparator;
/* =========================================================
*
* the neighborhood of a solution
*
* ========================================================= */
Neighborhood neighborhood(vecSize);
/* =========================================================
*
* a neighborhood explorer solution
*
* ========================================================= */
moHCneutralExplorer<Neighbor> explorer(neighborhood, fulleval, comparator, solComparator, nbStep);
/* =========================================================
*
* the local search algorithm
*
* ========================================================= */
moTrueContinuator<Neighbor> continuator;//always continue
moLocalSearch<Neighbor> localSearch(explorer, continuator, eval);
/* =========================================================
*
* execute the local search from random sollution
*
* ========================================================= */
Indi solution;
random(solution);
//Can be eval here, else it will be done at the beginning of the localSearch
//eval(solution);
std::cout << "initial: " << solution << std::endl ;
localSearch(solution);
std::cout << "final: " << solution << std::endl ;
}
// A main that catches the exceptions
int main(int argc, char **argv)
{
try {
main_function(argc, argv);
}
catch (exception& e) {
cout << "Exception: " << e.what() << '\n';
}
return 1;
}

197
trunk/paradiseo-mo/tutorial/Lesson1/lesson1_firstImpr.cpp Normal file
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@ -0,0 +1,197 @@
//-----------------------------------------------------------------------------
/** testFirstImpr.cpp
*
* SV - 12/01/10
*
*/
//-----------------------------------------------------------------------------
// standard includes
#define HAVE_SSTREAM
#include <stdexcept> // runtime_error
#include <iostream> // cout
#include <sstream> // ostrstream, istrstream
#include <fstream>
#include <string.h>
// the general include for eo
#include <eo>
#include <ga.h>
using namespace std;
//-----------------------------------------------------------------------------
// fitness function
#include <problems/eval/oneMaxFullEval.h>
#include <problems/bitString/moBitNeighbor.h>
#include <eoInt.h>
#include <neighborhood/moRndWithoutReplNeighborhood.h>
#include <eval/moFullEvalByModif.h>
#include <eval/moFullEvalByCopy.h>
#include <comparator/moNeighborComparator.h>
#include <comparator/moSolNeighborComparator.h>
#include <continuator/moTrueContinuator.h>
#include <algo/moLocalSearch.h>
#include <explorer/moFirstImprExplorer.h>
// REPRESENTATION
//-----------------------------------------------------------------------------
typedef eoBit<unsigned> Indi;
typedef moBitNeighbor<unsigned int> Neighbor ; // incremental evaluation
typedef moRndWithoutReplNeighborhood<Neighbor> Neighborhood ;
void main_function(int argc, char **argv)
{
/* =========================================================
*
* Parameters
*
* ========================================================= */
// First define a parser from the command-line arguments
eoParser parser(argc, argv);
// For each parameter, define Parameter, read it through the parser,
// and assign the value to the variable
eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
parser.processParam( seedParam );
unsigned seed = seedParam.value();
// description of genotype
eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
parser.processParam( vecSizeParam, "Representation" );
unsigned vecSize = vecSizeParam.value();
// the name of the "status" file where all actual parameter values will be saved
string str_status = parser.ProgramName() + ".status"; // default value
eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
parser.processParam( statusParam, "Persistence" );
// do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
// i.e. in case you need parameters somewhere else, postpone these
if (parser.userNeedsHelp()) {
parser.printHelp(cout);
exit(1);
}
if (statusParam.value() != "") {
ofstream os(statusParam.value().c_str());
os << parser;// and you can use that file as parameter file
}
/* =========================================================
*
* Random seed
*
* ========================================================= */
//reproducible random seed: if you don't change SEED above,
// you'll aways get the same result, NOT a random run
rng.reseed(seed);
/* =========================================================
*
* Eval fitness function
*
* ========================================================= */
oneMaxFullEval<Indi> eval;
/* =========================================================
*
* Initilisation of the solution
*
* ========================================================= */
// a Indi random initializer
eoUniformGenerator<bool> uGen;
eoInitFixedLength<Indi> random(vecSize, uGen);
/* =========================================================
*
* evaluation of a neighbor solution
*
* ========================================================= */
moFullEvalByModif<Neighbor> fulleval(eval);
//An eval by copy can be used instead of the eval by modif
//moFullEvalByCopy<Neighbor> fulleval(eval);
/* =========================================================
*
* Comparator of neighbors
*
* ========================================================= */
moNeighborComparator<Neighbor> comparator;
moSolNeighborComparator<Neighbor> solComparator;
/* =========================================================
*
* the neighborhood of a solution
*
* ========================================================= */
Neighborhood neighborhood(vecSize);
/* =========================================================
*
* a neighborhood explorer solution
*
* ========================================================= */
moFirstImprExplorer<Neighbor> explorer(neighborhood, fulleval, comparator, solComparator);
/* =========================================================
*
* the local search algorithm
*
* ========================================================= */
moTrueContinuator<Neighbor> continuator;//always continue
moLocalSearch< Neighbor > localSearch(explorer, continuator, eval);
/* =========================================================
*
* execute the local search from random sollution
*
* ========================================================= */
Indi solution;
random(solution);
//Can be eval here, else it will be done at the beginning of the localSearch
//eval(solution);
std::cout << "initial: " << solution << std::endl ;
localSearch(solution);
std::cout << "final: " << solution << std::endl ;
}
// A main that catches the exceptions
int main(int argc, char **argv)
{
try {
main_function(argc, argv);
}
catch (exception& e) {
cout << "Exception: " << e.what() << '\n';
}
return 1;
}

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//-----------------------------------------------------------------------------
/** testRandomBestHC.cpp
*
* SV - 24/01/10
*
*/
//-----------------------------------------------------------------------------
// standard includes
#define HAVE_SSTREAM
#include <stdexcept> // runtime_error
#include <iostream> // cout
#include <sstream> // ostrstream, istrstream
#include <fstream>
#include <string.h>
// the general include for eo
#include <eo>
#include <ga.h>
using namespace std;
//-----------------------------------------------------------------------------
// fitness function
#include <problems/eval/oneMaxFullEval.h>
#include <problems/bitString/moBitNeighbor.h>
#include <eoInt.h>
#include <neighborhood/moOrderNeighborhood.h>
#include <eval/moFullEvalByModif.h>
#include <eval/moFullEvalByCopy.h>
#include <comparator/moNeighborComparator.h>
#include <comparator/moSolNeighborComparator.h>
#include <continuator/moTrueContinuator.h>
#include <algo/moLocalSearch.h>
#include <explorer/moRandomBestHCExplorer.h>
// REPRESENTATION
//-----------------------------------------------------------------------------
typedef eoBit<unsigned> Indi;
typedef moBitNeighbor<unsigned int> Neighbor ; // incremental evaluation
typedef moOrderNeighborhood<Neighbor> Neighborhood ;
void main_function(int argc, char **argv)
{
/* =========================================================
*
* Parameters
*
* ========================================================= */
// First define a parser from the command-line arguments
eoParser parser(argc, argv);
// For each parameter, define Parameter, read it through the parser,
// and assign the value to the variable
eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
parser.processParam( seedParam );
unsigned seed = seedParam.value();
// description of genotype
eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
parser.processParam( vecSizeParam, "Representation" );
unsigned vecSize = vecSizeParam.value();
// the name of the "status" file where all actual parameter values will be saved
string str_status = parser.ProgramName() + ".status"; // default value
eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
parser.processParam( statusParam, "Persistence" );
// do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
// i.e. in case you need parameters somewhere else, postpone these
if (parser.userNeedsHelp()) {
parser.printHelp(cout);
exit(1);
}
if (statusParam.value() != "") {
ofstream os(statusParam.value().c_str());
os << parser;// and you can use that file as parameter file
}
/* =========================================================
*
* Random seed
*
* ========================================================= */
//reproducible random seed: if you don't change SEED above,
// you'll aways get the same result, NOT a random run
rng.reseed(seed);
/* =========================================================
*
* Eval fitness function
*
* ========================================================= */
oneMaxFullEval<Indi> eval;
/* =========================================================
*
* Initilisation of the solution
*
* ========================================================= */
// a Indi random initializer
eoUniformGenerator<bool> uGen;
eoInitFixedLength<Indi> random(vecSize, uGen);
/* =========================================================
*
* evaluation of a neighbor solution
*
* ========================================================= */
moFullEvalByModif<Neighbor> fulleval(eval);
//An eval by copy can be used instead of the eval by modif
//moFullEvalByCopy<Neighbor> fulleval(eval);
/* =========================================================
*
* Comparator of neighbors
*
* ========================================================= */
moNeighborComparator<Neighbor> comparator;
moSolNeighborComparator<Neighbor> solComparator;
/* =========================================================
*
* the neighborhood of a solution
*
* ========================================================= */
Neighborhood neighborhood(vecSize);
/* =========================================================
*
* a neighborhood explorer solution
*
* ========================================================= */
moRandomBestHCExplorer<Neighbor> explorer(neighborhood, fulleval, comparator, solComparator);
/* =========================================================
*
* the local search algorithm
*
* ========================================================= */
moTrueContinuator<Neighbor> continuator;//always continue
moLocalSearch<Neighbor> localSearch(explorer, continuator, eval);
/* =========================================================
*
* execute the local search from random sollution
*
* ========================================================= */
Indi solution;
random(solution);
//Can be eval here, else it will be done at the beginning of the localSearch
//eval(solution);
std::cout << "initial: " << solution << std::endl ;
localSearch(solution);
std::cout << "final: " << solution << std::endl ;
}
// A main that catches the exceptions
int main(int argc, char **argv)
{
try {
main_function(argc, argv);
}
catch (exception& e) {
cout << "Exception: " << e.what() << '\n';
}
return 1;
}

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//-----------------------------------------------------------------------------
/** lesson1_simpleHC.cpp
*
* SV - 27/04/10 - version 1
*
*/
//-----------------------------------------------------------------------------
// standard includes
#define HAVE_SSTREAM
#include <stdexcept> // runtime_error
#include <iostream> // cout
#include <sstream> // ostrstream, istrstream
#include <fstream>
#include <string.h>
// the general include for eo
#include <eo>
#include <ga.h>
using namespace std;
//-----------------------------------------------------------------------------
// representation of solutions, neighbor, and neighborhood
#include <ga/eoBit.h> // bit string : see EO tutorial lesson 1: FirstBitGA.cpp
#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
#include <neighborhood/moOrderNeighborhood.h> // neighborhood: all neighors in increasing order of bit index
//-----------------------------------------------------------------------------
// fitness function, and evaluation of neighbors
#include <problems/eval/oneMaxFullEval.h>
#include <eval/moFullEvalByModif.h>
#include <problems/eval/moOneMaxIncrEval.h>
//-----------------------------------------------------------------------------
// the simple Hill-Climbing local search
#include <algo/moSimpleHC.h>
// Declaration of types
//-----------------------------------------------------------------------------
// Indi is the typedef of the solution type like in paradisEO-eo
typedef eoBit<unsigned int> Indi; // bit string with unsigned fitness type
// Neighbor is the typedef of the neighbor type,
// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
// all classes from paradisEO-mo use this template
typedef moBitNeighbor<unsigned int> Neighbor ; // bit string neighbor with unsigned fitness type
// Main function
//-----------------------------------------------------------------------------
void main_function(int argc, char **argv)
{
/* =========================================================
*
* Parameters from parser
*
* ========================================================= */
// more information on the input parameters: see EO tutorial lesson 3
// but don't care at first it just read the parameters of the bit string size and the random seed.
// First define a parser from the command-line arguments
eoParser parser(argc, argv);
// For each parameter, define Parameter, read it through the parser,
// and assign the value to the variable
// random seed parameter
eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
parser.processParam( seedParam );
unsigned seed = seedParam.value();
// length of the bit string
eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
parser.processParam( vecSizeParam, "Representation" );
unsigned vecSize = vecSizeParam.value();
// the name of the "status" file where all actual parameter values will be saved
string str_status = parser.ProgramName() + ".status"; // default value
eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
parser.processParam( statusParam, "Persistence" );
// do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
// i.e. in case you need parameters somewhere else, postpone these
if (parser.userNeedsHelp()) {
parser.printHelp(cout);
exit(1);
}
if (statusParam.value() != "") {
ofstream os(statusParam.value().c_str());
os << parser;// and you can use that file as parameter file
}
/* =========================================================
*
* Random seed
*
* ========================================================= */
// reproducible random seed: if you don't change SEED above,
// you'll aways get the same result, NOT a random run
// more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
rng.reseed(seed);
/* =========================================================
*
* Initilisation of the solution
*
* ========================================================= */
// a Indi random initializer
// more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
eoUniformGenerator<bool> uGen;
eoInitFixedLength<Indi> random(vecSize, uGen);
/* =========================================================
*
* Eval fitness function (full evaluation)
*
* ========================================================= */
// the fitness function is just the number of 1 in the bit string
oneMaxFullEval<Indi> fullEval;
/* =========================================================
*
* evaluation of a neighbor solution
*
* ========================================================= */
// Use it if a neighbor is evaluated by the full evaluation of a solution
// moFullEvalByModif<Neighbor> neighborEval(fullEval);
// Incremental evaluation of the neighbor: fitness is modified by +/- 1
moOneMaxIncrEval<Neighbor> neighborEval;
/* =========================================================
*
* the neighborhood of a solution
*
* ========================================================= */
// Exploration of the neighborhood in increasing order of the neigbor's index:
// bit-flip from bit 0 to bit (vecSize - 1)
moOrderNeighborhood<Neighbor> neighborhood(vecSize);
/* =========================================================
*
* the local search algorithm
*
* ========================================================= */
moSimpleHC<Neighbor> hc(neighborhood, fullEval, neighborEval);
/* =========================================================
*
* execute the local search from a random solution
*
* ========================================================= */
// The current solution
Indi solution;
// random intiialization
random(solution);
// Can be evaluated here, else it will be done at the beginning of the localSearch
fullEval(solution);
// output: the intial solution
std::cout << "initial: " << solution << std::endl ;
// apply the local search on the solution !
hc(solution);
// output: the final solution
std::cout << "final: " << solution << std::endl ;
}
// A main that catches the exceptions
int main(int argc, char **argv)
{
try {
main_function(argc, argv);
}
catch (exception& e) {
cout << "Exception: " << e.what() << '\n';
}
return 1;
}