tutorial PEO modified
git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@903 331e1502-861f-0410-8da2-ba01fb791d7f
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37 changed files with 512 additions and 832 deletions
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@ -21,13 +21,6 @@ ADD_CUSTOM_COMMAND(
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ARGS -E copy_if_different
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${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson3/schema.xml
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${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson3)
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ADD_CUSTOM_COMMAND(
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TARGET install
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POST_BUILD
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COMMAND ${CMAKE_COMMAND}
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ARGS -E copy_if_different
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${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson3/Lesson3.pdf
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${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson3)
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######################################################################################
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@ -36,7 +29,7 @@ ADD_CUSTOM_COMMAND(
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### 1) Include the sources
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######################################################################################
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INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src ${MO_SRC_DIR}/src ${ParadisEO-PEO_SOURCE_DIR}/src)
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INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src ${MOEO_SRC_DIR}/src ${MO_SRC_DIR}/src ${ParadisEO-PEO_SOURCE_DIR}/src)
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######################################################################################
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Binary file not shown.
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@ -71,77 +71,72 @@ int main (int __argc, char *__argv[])
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// First algorithm
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/*****************************************************************************************/
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eoGenContinue < Indi > genContPara (MAX_GEN);
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eoCombinedContinue <Indi> continuatorPara (genContPara);
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eoCheckPoint<Indi> checkpoint(continuatorPara);
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peoEvalFunc<Indi> plainEval(f);
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peoSeqPopEval< Indi > eval(plainEval); // Here, the evaluation is sequential
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peoEvalFunc<Indi> mainEval( f );
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peoPopEval <Indi> eval(mainEval);
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eoUniformGenerator < double >uGen (INIT_POSITION_MIN, INIT_POSITION_MAX);
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eoInitFixedLength < Indi > random (VEC_SIZE, uGen);
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eoRankingSelect<Indi> selectionStrategy;
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eoSelectNumber<Indi> select(selectionStrategy,POP_SIZE);
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eoSegmentCrossover<Indi> crossover;
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eoUniformMutation<Indi> mutation(EPSILON);
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eoSGATransform<Indi> transform(crossover,CROSS_RATE,mutation,MUT_RATE);
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peoSeqTransform<Indi> eaTransform(transform); // Here, the transformation is sequential
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eoUniformMutation<Indi> mutation(EPSILON);
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peoTransform<Indi> transform(crossover,CROSS_RATE,mutation,MUT_RATE);
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peoPop < Indi > pop;
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pop.append (POP_SIZE, random);
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eoPlusReplacement<Indi> replace;
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eoPop < Indi > pop;
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pop.append (POP_SIZE, random);
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eoPeriodicContinue <Indi> mig_cont( MIG_FREQ ); // Migration occurs periodically
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eoRandomSelect<Indi> mig_select_one; // Emigrants are randomly selected
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eoSelectNumber<Indi> mig_select (mig_select_one,MIG_SIZE);
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eoPlusReplacement<Indi> mig_replace; // Immigrants replace the worse individuals
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eoRandomSelect<Indi> mig_select_one;
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eoSelector <Indi, peoPop<Indi> > mig_select (mig_select_one,MIG_SIZE,pop);
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eoReplace <Indi, peoPop<Indi> > mig_replace (replace,pop);
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peoSyncIslandMig<Indi, peoPop<Indi> > mig(MIG_FREQ,mig_select,mig_replace,topology,pop,pop);
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checkpoint.add(mig);
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eoEasyEA< Indi > eaAlg( checkpoint, eval, select, transform, replace );
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peoWrapper parallelEA( eaAlg, pop);
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eval.setOwner(parallelEA);
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transform.setOwner(parallelEA);
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mig.setOwner(parallelEA);
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/*****************************************************************************************/
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// Second algorithm (on the same model but with others names)
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/*****************************************************************************************/
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eoGenContinue < Indi > genContPara2 (MAX_GEN);
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eoCombinedContinue <Indi> continuatorPara2 (genContPara2);
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eoCheckPoint<Indi> checkpoint2(continuatorPara2);
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peoEvalFunc<Indi> plainEval2(f);
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peoSeqPopEval< Indi > eval2(plainEval2);
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peoEvalFunc<Indi> mainEval2( f );
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peoPopEval <Indi> eval2(mainEval2);
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eoUniformGenerator < double >uGen2 (INIT_POSITION_MIN, INIT_POSITION_MAX);
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eoInitFixedLength < Indi > random2 (VEC_SIZE, uGen2);
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eoRankingSelect<Indi> selectionStrategy2;
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eoSelectNumber<Indi> select2(selectionStrategy2,POP_SIZE);
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eoSegmentCrossover<Indi> crossover2;
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eoUniformMutation<Indi> mutation2(EPSILON);
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eoSGATransform<Indi> transform2(crossover2,CROSS_RATE,mutation2,MUT_RATE);
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peoSeqTransform<Indi> eaTransform2(transform2);
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eoUniformMutation<Indi> mutation2(EPSILON);
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peoTransform<Indi> transform2(crossover2,CROSS_RATE,mutation2,MUT_RATE);
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peoPop < Indi > pop2;
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pop2.append (POP_SIZE, random2);
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eoPlusReplacement<Indi> replace2;
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eoPop < Indi > pop2;
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pop2.append (POP_SIZE, random2);
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eoPeriodicContinue <Indi> mig_cont2( MIG_FREQ );
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eoRandomSelect<Indi> mig_select_one2;
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eoSelectNumber<Indi> mig_select2 (mig_select_one2,MIG_SIZE);
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eoPlusReplacement<Indi> mig_replace2;
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eoSelector <Indi, peoPop<Indi> > mig_select2 (mig_select_one2,MIG_SIZE,pop2);
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eoReplace <Indi, peoPop<Indi> > mig_replace2 (replace2,pop2);
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peoSyncIslandMig<Indi, peoPop<Indi> > mig2(MIG_FREQ,mig_select2,mig_replace2,topology,pop2,pop2);
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checkpoint2.add(mig2);
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eoEasyEA< Indi > eaAlg2( checkpoint2, eval2, select2, transform2, replace2 );
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peoWrapper parallelEA2( eaAlg2, pop2);
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eval2.setOwner(parallelEA2);
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transform2.setOwner(parallelEA2);
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mig2.setOwner(parallelEA2);
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/*****************************************************************************************/
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// You can choose between :
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//
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// - Synchronous communication : peoSyncIslandMig<Indi> mig(MIG_FREQ,mig_select,mig_replace,topology,pop,pop);
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// - Asynchronous communication : peoAsyncIslandMig<Indi> mig(mig_cont,mig_select,mig_replace,topology,pop,pop);
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// With a grid, you should use an asynchronous communication
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peoAsyncIslandMig<Indi> mig(mig_cont,mig_select,mig_replace,topology,pop,pop2);
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checkpoint.add(mig);
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peoAsyncIslandMig<Indi> mig2(mig_cont2,mig_select2,mig_replace2,topology,pop2,pop);
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checkpoint2.add(mig2);
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// Initialization of the algorithms
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peoEA<Indi> Algo(checkpoint,eval,select,eaTransform,replace);
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mig.setOwner(Algo);
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Algo(pop);
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peoEA<Indi> Algo2(checkpoint2,eval2,select2,eaTransform2,replace2);
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mig2.setOwner(Algo2);
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Algo2(pop2);
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peo :: run();
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peo :: finalize();
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if (getNodeRank()==1)
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{
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pop.sort();
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pop2.sort();
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std::cout << "Final population 1 :\n" << pop << std::endl;
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std::cout << "Final population 2 :\n" << pop2 << std::endl;
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}
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@ -49,37 +49,31 @@ double f (const Indi & _indi)
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int main (int __argc, char *__argv[])
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{
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// In this lesson, we define two algorithms of the PSO witch represents two islands.
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// Obviously, you can define more algorithms.
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// The parameters are common between the two algorithms.
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/*****************************************************************************************/
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peo :: init( __argc, __argv );
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const unsigned int VEC_SIZE = 2;
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const unsigned int POP_SIZE = 20;
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const unsigned int VEC_SIZE = 2;
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const unsigned int POP_SIZE = 20;
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const unsigned int NEIGHBORHOOD_SIZE= 6;
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const unsigned int MAX_GEN = 150;
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const unsigned int MAX_GEN = 100;
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const double INIT_POSITION_MIN = -2.0;
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const double INIT_POSITION_MAX = 2.0;
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const double INIT_POSITION_MAX = 2.0;
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const double INIT_VELOCITY_MIN = -1.;
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const double INIT_VELOCITY_MAX = 1.;
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const unsigned int MIG_FREQ = 10;
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const double omega = 1;
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const double C1 = 0.5;
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const double C2 = 2.;
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// C3 is used for the calculation of one of the strategies of the island model.
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const double C3 = 2.;
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// MIG_FREQ define the frequency of the migration.
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const unsigned int MIG_FREQ = 10; // The optimal value is 1 or 2 for the component peoPSOVelocity.
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const double C2 = 2.;
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rng.reseed (time(0));
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/*****************************************************************************************/
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// Define the topology of your island model
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// Island model
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RingTopology topologyMig;
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// First algorithm
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/*****************************************************************************************/
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// First
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eoGenContinue < Indi > genContPara (MAX_GEN);
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eoCombinedContinue <Indi> continuatorPara (genContPara);
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eoCheckPoint<Indi> checkpoint(continuatorPara);
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peoEvalFunc<Indi, double, const Indi& > plainEval(f);
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peoSeqPopEval< Indi > eval(plainEval); // Here, the evaluation is sequential !
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peoPopEval< Indi > eval(plainEval);
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eoUniformGenerator < double >uGen (INIT_POSITION_MIN, INIT_POSITION_MAX);
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eoInitFixedLength < Indi > random (VEC_SIZE, uGen);
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eoUniformGenerator < double >sGen (INIT_VELOCITY_MIN, INIT_VELOCITY_MAX);
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@ -87,27 +81,33 @@ int main (int __argc, char *__argv[])
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eoFirstIsBestInit < Indi > localInit;
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eoRealVectorBounds bndsFlight(VEC_SIZE,INIT_POSITION_MIN,INIT_POSITION_MAX);
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eoStandardFlight < Indi > flight(bndsFlight);
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eoPop < Indi > pop;
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peoPop < Indi > pop;
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pop.append (POP_SIZE, random);
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peoInitializer <Indi> init(eval,veloRandom,localInit,pop);
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eoLinearTopology<Indi> topology(NEIGHBORHOOD_SIZE);
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eoRealVectorBounds bnds(VEC_SIZE,INIT_VELOCITY_MIN,INIT_VELOCITY_MAX);
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eoStandardVelocity < Indi > velocity (topology,C1,C2,bnds);
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eoGenContinue < Indi > genContPara (MAX_GEN);
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eoCheckPoint<Indi> checkpoint(genContPara);
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// Specific implementation for the island model
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eoStandardVelocity < Indi > velocity (topology,omega,C1,C2,bnds);
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eoInitializer <Indi> init(eval,veloRandom,localInit,topology,pop);
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// Island model
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eoPeriodicContinue< Indi > mig_cont( MIG_FREQ );
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peoPSOSelect<Indi> mig_selec(topology);
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eoSelectNumber< Indi > mig_select(mig_selec);
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// If you want to use a replacement stategy : peoPSOReplacement<Indi> mig_replace;
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// If you want to use a consideration of the migration in the calculation of the velocity : peoPSOVelocity<Indi> mig_replace(C3,velocity);
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peoPSOReplacement<Indi> mig_replace;
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/*****************************************************************************************/
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peoWorstPositionReplacement<Indi> mig_replac;
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// Specific implementation (peoData.h)
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eoContinuator<Indi> cont(mig_cont, pop);
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eoSelector <Indi, peoPop<Indi> > mig_select (mig_selec,1,pop);
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eoReplace <Indi, peoPop<Indi> > mig_replace (mig_replac,pop);
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// Second algorithm (on the same model but with others names)
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/*****************************************************************************************/
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// Second
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eoGenContinue < Indi > genContPara2 (MAX_GEN);
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eoCombinedContinue <Indi> continuatorPara2 (genContPara2);
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eoCheckPoint<Indi> checkpoint2(continuatorPara2);
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peoEvalFunc<Indi, double, const Indi& > plainEval2(f);
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peoSeqPopEval< Indi > eval2(plainEval2);
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peoPopEval< Indi > eval2(plainEval2);
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eoUniformGenerator < double >uGen2 (INIT_POSITION_MIN, INIT_POSITION_MAX);
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eoInitFixedLength < Indi > random2 (VEC_SIZE, uGen2);
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eoUniformGenerator < double >sGen2 (INIT_VELOCITY_MIN, INIT_VELOCITY_MAX);
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@ -115,38 +115,51 @@ int main (int __argc, char *__argv[])
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eoFirstIsBestInit < Indi > localInit2;
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eoRealVectorBounds bndsFlight2(VEC_SIZE,INIT_POSITION_MIN,INIT_POSITION_MAX);
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eoStandardFlight < Indi > flight2(bndsFlight2);
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eoPop < Indi > pop2;
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peoPop < Indi > pop2;
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pop2.append (POP_SIZE, random2);
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peoInitializer <Indi> init2(eval2,veloRandom2,localInit2,pop2);
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eoLinearTopology<Indi> topology2(NEIGHBORHOOD_SIZE);
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eoRealVectorBounds bnds2(VEC_SIZE,INIT_VELOCITY_MIN,INIT_VELOCITY_MAX);
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eoStandardVelocity < Indi > velocity2 (topology2,C1,C2,bnds2);
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eoGenContinue < Indi > genContPara2 (MAX_GEN);
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eoCheckPoint<Indi> checkpoint2(genContPara2);
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eoStandardVelocity < Indi > velocity2 (topology2,omega,C1,C2,bnds2);
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eoInitializer <Indi> init2(eval2,veloRandom2,localInit2,topology2,pop2);
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// Island model
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eoPeriodicContinue< Indi > mig_cont2( MIG_FREQ );
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peoPSOSelect<Indi> mig_selec2(topology2);
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eoSelectNumber< Indi > mig_select2(mig_selec2);
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peoPSOReplacement<Indi> mig_replace2;
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/*****************************************************************************************/
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peoWorstPositionReplacement<Indi> mig_replac2;
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// Define the communication between the islands
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peoAsyncIslandMig< Indi > mig( mig_cont, mig_select, mig_replace, topologyMig, pop, pop);
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// Specific implementation (peoData.h)
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eoContinuator<Indi> cont2(mig_cont2,pop2);
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eoSelector <Indi, peoPop<Indi> > mig_select2 (mig_selec2,1,pop2);
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eoReplace <Indi, peoPop<Indi> > mig_replace2 (mig_replac2,pop2);
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// Island model
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peoAsyncIslandMig< Indi, peoPop<Indi> > mig(cont,mig_select, mig_replace, topologyMig, pop, pop);
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checkpoint.add( mig );
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peoAsyncIslandMig< Indi > mig2( mig_cont2, mig_select2, mig_replace2, topologyMig, pop2, pop2);
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peoAsyncIslandMig< Indi, peoPop<Indi> > mig2(cont2,mig_select2, mig_replace2, topologyMig, pop2, pop2);
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checkpoint2.add( mig2 );
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// Initialization of the algorithms
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peoPSO < Indi > psa(init,checkpoint, eval, velocity, flight);
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mig.setOwner( psa );
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psa(pop);
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peoPSO < Indi > psa2(init2,checkpoint2, eval2, velocity2, flight2);
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mig2.setOwner( psa2 );
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psa2(pop2);
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// Parallel algorithm
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eoSyncEasyPSO <Indi> psa(init,checkpoint,eval, velocity, flight);
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peoWrapper parallelPSO( psa, pop);
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eval.setOwner(parallelPSO);
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mig.setOwner(parallelPSO);
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eoSyncEasyPSO <Indi> psa2(init2,checkpoint2,eval2, velocity2, flight2);
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peoWrapper parallelPSO2( psa2, pop2);
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eval2.setOwner(parallelPSO2);
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mig2.setOwner(parallelPSO2);
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peo :: run();
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peo :: finalize();
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if (getNodeRank()==1)
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{
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std::cout << "Population 1 :\n" << pop << std::endl;
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std::cout << "Population 2 :\n" << pop2 << std::endl;
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}
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{
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pop.sort();
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pop2.sort();
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std::cout << "Final population :\n" << pop << std::endl;
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std::cout << "Final population :\n" << pop2 << std::endl;
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}
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}
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