eoSGA.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
00002 
00003 //-----------------------------------------------------------------------------
00004 // eoSGA.h
00005 // (c) GeNeura Team, 2000 - EEAAX 1999 - Maarten Keijzer 2000
00006 /*
00007     This library is free software; you can redistribute it and/or
00008     modify it under the terms of the GNU Lesser General Public
00009     License as published by the Free Software Foundation; either
00010     version 2 of the License, or (at your option) any later version.
00011 
00012     This library is distributed in the hope that it will be useful,
00013     but WITHOUT ANY WARRANTY; without even the implied warranty of
00014     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
00015     Lesser General Public License for more details.
00016 
00017     You should have received a copy of the GNU Lesser General Public
00018     License along with this library; if not, write to the Free Software
00019     Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
00020 
00021     Contact: todos@geneura.ugr.es, http://geneura.ugr.es
00022              Marc.Schoenauer@polytechnique.fr
00023              mak@dhi.dk
00024  */
00025 //-----------------------------------------------------------------------------
00026 
00027 #ifndef _eoSGA_h
00028 #define _eoSGA_h
00029 
00030 #include <eoInvalidateOps.h>
00031 #include <eoContinue.h>
00032 #include <eoPop.h>
00033 #include <eoSelectOne.h>
00034 #include <eoSelectPerc.h>
00035 #include <eoEvalFunc.h>
00036 #include <eoAlgo.h>
00037 #include <apply.h>
00038 
00048 template <class EOT>
00049 class eoSGA : public eoAlgo<EOT>
00050 {
00051 public :
00052 
00053   // added this second ctor as I didn't like the ordering of the parameters
00054   // in the one above. Any objection :-) MS
00055   eoSGA(
00056         eoSelectOne<EOT>& _select,
00057         eoQuadOp<EOT>& _cross, float _crate,
00058         eoMonOp<EOT>& _mutate, float _mrate,
00059         eoEvalFunc<EOT>& _eval,
00060         eoContinue<EOT>& _cont)
00061     : cont(_cont),
00062           mutate(_mutate),
00063           mutationRate(_mrate),
00064           cross(_cross),
00065           crossoverRate(_crate),
00066           select(_select),
00067           eval(_eval) {}
00068 
00069   void operator()(eoPop<EOT>& _pop)
00070   {
00071     eoPop<EOT> offspring;
00072 
00073     do
00074       {
00075         select(_pop, offspring);
00076 
00077         unsigned i;
00078 
00079         for (i=0; i<_pop.size()/2; i++)
00080           {
00081             if ( rng.flip(crossoverRate) )
00082             {
00083                     // this crossover generates 2 offspring from two parents
00084                     if (cross(offspring[2*i], offspring[2*i+1]))
00085         {
00086           offspring[2*i].invalidate();
00087           offspring[2*i+1].invalidate();
00088         }
00089       }
00090           }
00091 
00092         for (i=0; i < _pop.size(); i++)
00093           {
00094             if (rng.flip(mutationRate) )
00095             {
00096                      if (mutate(offspring[i]))
00097           offspring[i].invalidate();
00098             }
00099           }
00100 
00101         _pop.swap(offspring);
00102         apply<EOT>(eval, _pop);
00103 
00104       } while (cont(_pop));
00105   }
00106 
00107 private :
00108 
00109   eoContinue<EOT>& cont;
00111   eoInvalidateMonOp<EOT> mutate;
00112   float mutationRate;
00113   // eoInvalidateQuadOp invalidates the embedded operator
00114   eoInvalidateQuadOp<EOT> cross;
00115   float crossoverRate;
00116   eoSelectPerc<EOT> select;
00117   eoEvalFunc<EOT>& eval;
00118 };
00119 
00120 #endif

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