git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@728 331e1502-861f-0410-8da2-ba01fb791d7f
90 lines
2.8 KiB
C++
90 lines
2.8 KiB
C++
//For define a parallel PSO or a sequential PSO
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#define PARA
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#include <peo>
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typedef eoRealParticle < double >Indi;
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//Evaluation function
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double f (const Indi & _indi)
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{
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//Levy function f* = -21.502356 x=(1,1,1,-9.752356 ) for size = 4
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const double PI = 4.0 * atan(1.0);
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double sum=0.;
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for (unsigned i = 0; i < _indi.size()-1; i++)
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sum+=pow((_indi[i]-1),2)*(1+pow(sin(3*PI*_indi[i+1]),2));
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sum+=pow(sin(3*PI*_indi[0]),2);
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sum+=(_indi[_indi.size()-1]-1)*(1+pow(sin(2*PI*_indi[_indi.size()-1]),2));
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return (-sum);
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}
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int main (int __argc, char *__argv[])
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{
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#ifdef PARA
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//Initialization
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peo :: init( __argc, __argv );
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#endif
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//Parameters
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const unsigned int VEC_SIZE = 4;
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const unsigned int POP_SIZE = 20;
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const unsigned int NEIGHBORHOOD_SIZE= 5;
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const unsigned int MAX_GEN = 500;
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const double INIT_POSITION_MIN = -10.0;
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const double INIT_POSITION_MAX = 1.0;
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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 double C1 = 0.5;
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const double C2 = 2;
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rng.reseed (time(0));
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#ifndef PARA
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eoEvalFuncPtr<Indi, double, const Indi& > plainEval(f);
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eoEvalFuncCounter < Indi > eval (plainEval);
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#else
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peoEvalFuncPSO<Indi, double, const Indi& > plainEval(f);
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eoEvalFuncCounter < Indi > evalSeq (plainEval);
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peoParaPopEval< Indi > eval(plainEval);
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#endif
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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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//Velocity
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eoUniformGenerator < double >sGen (INIT_VELOCITY_MIN, INIT_VELOCITY_MAX);
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eoVelocityInitFixedLength < Indi > veloRandom (VEC_SIZE, sGen);
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//Initializing the best
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eoFirstIsBestInit < Indi > localInit;
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//Flight
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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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pop.append (POP_SIZE, random);
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#ifndef PARA
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apply(eval, pop);
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#else
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//The first evaluation must be sequential
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apply(evalSeq, pop);
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#endif
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apply < Indi > (veloRandom, pop);
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apply < Indi > (localInit, pop);
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//Topology
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eoLinearTopology<Indi> topology(NEIGHBORHOOD_SIZE);
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topology.setup(pop);
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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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eoCombinedContinue <Indi> continuatorPara (genContPara);
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eoCheckPoint<Indi> checkpoint(continuatorPara);
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#ifndef PARA
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//Sequential algorithm
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eoSyncEasyPSO < Indi > psa(checkpoint, eval, velocity, flight);
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psa (pop);
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pop.sort ();
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#else
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//Parallel algorithm
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peoPSO < Indi > psa(checkpoint, eval, velocity, flight);
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psa(pop);
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peo :: run();
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peo :: finalize();
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#endif
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std::cout << "Population finale :\n" << pop << std::endl;
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}
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