// "main.cpp" // (c) OPAC Team, LIFL, January 2006 /* Contact: paradiseo-help@lists.gforge.inria.fr */ #include "route.h" #include "route_init.h" #include "route_eval.h" #include "order_xover.h" #include "city_swap.h" #include "param.h" #include "merge_route_eval.h" #include "part_route_eval.h" #include #define POP_SIZE 10 #define NUM_GEN 100 #define CROSS_RATE 1.0 #define MUT_RATE 0.01 #define NUM_PART_EVALS 2 // by default, parallel evaluation of the population is performed; // for parallel fitness evaluation, uncomment the following line // #define PARALLEL_FIT_EVALUATION int main( int __argc, char** __argv ) { // initializing the ParadisEO-PEO environment peo :: init( __argc, __argv ); // processing the command line specified parameters loadParameters( __argc, __argv ); // init, eval operators, EA operators ------------------------------------------------------------------------------------------------------------- RouteInit route_init; // random init object - creates random Route objects RouteEval full_eval; // evaluator object - offers a fitness value for a specified Route object OrderXover crossover; // crossover operator - creates two offsprings out of two specified parents CitySwap mutation; // mutation operator - randomly mutates one gene for a specified individual // ------------------------------------------------------------------------------------------------------------------------------------------------ // evolutionary algorithm components -------------------------------------------------------------------------------------------------------------- eoPop< Route > population( POP_SIZE, route_init ); // initial population for the algorithm having POP_SIZE individuals #ifdef PARALLEL_FIT_EVALUATION MergeRouteEval merge_eval; std :: vector< eoEvalFunc< Route >* > part_eval; for ( unsigned index = 1; index <= NUM_PART_EVALS; index++ ) part_eval.push_back( new PartRouteEval( ( float )( index - 1 ) / NUM_PART_EVALS, ( float )index / NUM_PART_EVALS ) ); peoParaPopEval< Route > ox_pop_eval( part_eval, merge_eval ); #else peoParaPopEval< Route > ox_pop_eval( full_eval ); #endif peoParaPopEval< Route > eaPopEval( full_eval ); // evaluator object - to be applied at each iteration on the entire population eoGenContinue< Route > eaCont( NUM_GEN ); // continuation criterion - the algorithm will iterate for NUM_GEN generations eoCheckPoint< Route > eaCheckpointContinue( eaCont ); // checkpoint object - verify at each iteration if the continuation criterion is met eoRankingSelect< Route > selectionStrategy; // selection strategy - applied at each iteration for selecting parent individuals eoSelectNumber< Route > eaSelect( selectionStrategy, POP_SIZE ); // selection object - POP_SIZE individuals are selected at each iteration // transform operator - includes the crossover and the mutation operators with a specified associated rate eoSGATransform< Route > transform( crossover, CROSS_RATE, mutation, MUT_RATE ); peoSeqTransform< Route > eaTransform( transform ); // ParadisEO transform operator (please remark the peo prefix) - wraps an e EO transform object eoPlusReplacement< Route > eaReplace; // replacement strategy - for replacing the initial population with offspring individuals // ------------------------------------------------------------------------------------------------------------------------------------------------ // ParadisEO-PEO evolutionary algorithm ----------------------------------------------------------------------------------------------------------- peoEA< Route > eaAlg( eaCheckpointContinue, eaPopEval, eaSelect, eaTransform, eaReplace ); eaAlg( population ); // specifying the initial population for the algorithm, to be iteratively evolved // ------------------------------------------------------------------------------------------------------------------------------------------------ peo :: run( ); peo :: finalize( ); // shutting down the ParadisEO-PEO environment return 0; }