paradiseo/trunk/paradiseo-peo/tutorial/Lesson4/mainEA.cpp

/* 
* <main.cpp>
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
* (C) OPAC Team, INRIA, 2007
*
* Clive Canape
*
* 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
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* 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 <peo>
#include <es.h>

typedef eoReal<double> Indi;

double f (const Indi & _indi)
{  
    double sum;
    sum=_indi[1]-pow(_indi[0],2);
    sum=100*pow(sum,2);
    sum+=pow((1-_indi[0]),2);
    return (-sum);
}

int main (int __argc, char *__argv[])
{

// In this lesson, we can see an example of an evolutionary algorithms with three islands.
// The evaluation is parallel.
// The transformation is parallel.

    peo :: init( __argc, __argv );
    const unsigned int VEC_SIZE = 2;       
    const unsigned int POP_SIZE = 20; 
    const unsigned int MAX_GEN = 300; 
    const double INIT_POSITION_MIN = -2.0;  
    const double INIT_POSITION_MAX = 2.0;  
    const float CROSS_RATE = 0.8; 
    const double EPSILON = 0.01;  
    const float MUT_RATE = 0.3;  
    const unsigned int  MIG_FREQ = 10;
    const unsigned int  MIG_SIZE = 5;
    rng.reseed (time(0));
 	RingTopology topology;     
    eoGenContinue < Indi > genContPara (MAX_GEN);
    eoCombinedContinue <Indi> continuatorPara (genContPara);
    eoCheckPoint<Indi> checkpoint(continuatorPara);  
  	peoEvalFunc<Indi> plainEval(f);
	peoParaPopEval< Indi > eval(plainEval);  
    eoUniformGenerator < double >uGen (INIT_POSITION_MIN, INIT_POSITION_MAX);
    eoInitFixedLength < Indi > random (VEC_SIZE, uGen);
	eoRankingSelect<Indi> selectionStrategy;
	eoSelectNumber<Indi> select(selectionStrategy,POP_SIZE);
    eoSegmentCrossover<Indi> crossover;
    eoUniformMutation<Indi>  mutation(EPSILON); 
    peoParaSGATransform <Indi> eaTransform(crossover,CROSS_RATE,mutation,MUT_RATE); 
	eoPlusReplacement<Indi> replace;  
    eoPop < Indi > pop;
    pop.append (POP_SIZE, random);      
    eoPeriodicContinue <Indi> mig_cont( MIG_FREQ );  
	eoRandomSelect<Indi> mig_select_one; 		
	eoSelectNumber<Indi> mig_select (mig_select_one,MIG_SIZE);
	eoPlusReplacement<Indi> mig_replace; 		
	eoGenContinue < Indi > genContPara2 (MAX_GEN);
    eoCombinedContinue <Indi> continuatorPara2 (genContPara2);
    eoCheckPoint<Indi> checkpoint2(continuatorPara2);  
  	peoEvalFunc<Indi> plainEval2(f);
	peoParaPopEval< Indi > eval2(plainEval2);
    eoUniformGenerator < double >uGen2 (INIT_POSITION_MIN, INIT_POSITION_MAX);
    eoInitFixedLength < Indi > random2 (VEC_SIZE, uGen2);
	eoRankingSelect<Indi> selectionStrategy2;
	eoSelectNumber<Indi> select2(selectionStrategy2,POP_SIZE);
    eoSegmentCrossover<Indi> crossover2;
    eoUniformMutation<Indi>  mutation2(EPSILON); 
    peoParaSGATransform <Indi> eaTransform2(crossover2,CROSS_RATE,mutation2,MUT_RATE);
	eoPlusReplacement<Indi> replace2;  
    eoPop < Indi > pop2;
    pop2.append (POP_SIZE, random2);    
    eoPeriodicContinue <Indi> mig_cont2( MIG_FREQ ); 
	eoRandomSelect<Indi> mig_select_one2; 		
	eoSelectNumber<Indi> mig_select2 (mig_select_one2,MIG_SIZE);
	eoPlusReplacement<Indi> mig_replace2; 
	eoGenContinue < Indi > genContPara3 (MAX_GEN);
    eoCombinedContinue <Indi> continuatorPara3 (genContPara3);
    eoCheckPoint<Indi> checkpoint3(continuatorPara3);  
  	peoEvalFunc<Indi> plainEval3(f);
	peoParaPopEval< Indi > eval3(plainEval3);
    eoUniformGenerator < double >uGen3 (INIT_POSITION_MIN, INIT_POSITION_MAX);
    eoInitFixedLength < Indi > random3 (VEC_SIZE, uGen3);
	eoRankingSelect<Indi> selectionStrategy3;
	eoSelectNumber<Indi> select3(selectionStrategy3,POP_SIZE);
    eoSegmentCrossover<Indi> crossover3;
    eoUniformMutation<Indi>  mutation3(EPSILON); 
    peoParaSGATransform <Indi> eaTransform3(crossover3,CROSS_RATE,mutation3,MUT_RATE);
	eoPlusReplacement<Indi> replace3;  
    eoPop < Indi > pop3;
    pop3.append (POP_SIZE, random3);    
    eoPeriodicContinue <Indi> mig_cont3( MIG_FREQ ); 
	eoRandomSelect<Indi> mig_select_one3; 		
	eoSelectNumber<Indi> mig_select3 (mig_select_one3,MIG_SIZE);
	eoPlusReplacement<Indi> mig_replace3; 		
	peoAsyncIslandMig<Indi> mig(mig_cont,mig_select,mig_replace,topology,pop,pop2);
	checkpoint.add(mig);
	peoAsyncIslandMig<Indi> mig2(mig_cont2,mig_select2,mig_replace2,topology,pop2,pop);
	checkpoint2.add(mig2);
	peoAsyncIslandMig<Indi> mig3(mig_cont3,mig_select3,mig_replace3,topology,pop3,pop);
	checkpoint3.add(mig3);
 	peoEA<Indi> Algo(checkpoint,eval,select,eaTransform,replace);
	mig.setOwner(Algo);
	Algo(pop);	
	peoEA<Indi> Algo2(checkpoint2,eval2,select2,eaTransform2,replace2);
	mig2.setOwner(Algo2);
	Algo2(pop2);
	peoEA<Indi> Algo3(checkpoint3,eval3,select3,eaTransform3,replace3);
	mig3.setOwner(Algo3);
	Algo3(pop3);
	
    peo :: run(); 
    peo :: finalize();
    if(getNodeRank()==1)
    {
		std::cout << "Final population 1 :\n" << pop << std::endl;
		std::cout << "Final population 2 :\n" << pop2 << std::endl;
		std::cout << "Final population 3 :\n" << pop3 << std::endl;
    }
}