/*
* <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
* 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 <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;
    }
}