/* lil-gp Genetic Programming System, version 1.0, 11 July 1995 * Copyright (C) 1995 Michigan State University * * This program is free software; you can redistribute it and/or modify * it under the terms of version 2 of the GNU General Public License as * published by the Free Software Foundation. * * This program is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with this program; if not, write to the Free Software * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. * * Douglas Zongker (zongker@isl.cps.msu.edu) * Dr. Bill Punch (punch@isl.cps.msu.edu) * * Computer Science Department * A-714 Wells Hall * Michigan State University * East Lansing, Michigan 48824 * USA * */ #include /* the table of operator names and initialization functions. extend this * table whenever you add a new operator. {NULL,NULL} marks the end of * the table. */ operator operator_table[] = { { "crossover", operator_crossover_init }, { "reproduction", operator_reproduce_init }, { "mutation", operator_mutate_init }, { NULL, NULL } }; /* change_population() * * breed the new population. */ population *change_population ( population *oldpop, breedphase *bp ) { population *newpop; int i, j; int numphases; double totalrate = 0.0; double r, r2; int prob_oper = atoi ( get_parameter ( "probabilistic_operators" ) ); /* allocate the new population. */ newpop = allocate_population ( oldpop->size ); /* the first element of the breedphase table is a dummy -- its operator field stores the number of phases. */ numphases = bp[0].operator; /* call the start method for each phase. */ for ( i = 1; i <= numphases; ++i ) { totalrate += bp[i].rate; if ( bp[i].operator_start ) bp[i].operator_start ( oldpop, bp[i].data ); } /* now fill the new population. */ while ( newpop->next < newpop->size ) { /** select an operator, either stochastically or not depending on the probabilistic_operators parameter. **/ if ( prob_oper ) r = totalrate * random_double(); else r = totalrate * ((double)newpop->next/(double)newpop->size); r2 = bp[1].rate; for ( i = 1; r2 < r; ) r2 += bp[++i].rate; #ifdef DEBUG fprintf ( stderr, "picked %10.3lf; operator %d\n", r, i ); #endif /* call the phase's method to do the operation. */ if ( bp[i].operator_operate ) bp[i].operator_operate ( oldpop, newpop, bp[i].data ); } /* call each phase's method to do cleanup. */ for ( i = 1; i <= numphases; ++i ) { if ( bp[i].operator_end ) bp[i].operator_end ( bp[i].data ); } /* mark all the ERCs referenced in the new population. */ for ( i = 0; i < newpop->size; ++i ) for ( j = 0; j < tree_count; ++j ) reference_ephem_constants ( newpop->ind[i].tr[j].data, 1 ); /* free the old population. */ free_population ( oldpop ); return ( newpop ); } /* free_breeding() * * this frees the breedphase table for each subpopulation. */ void free_breeding ( multipop *mpop ) { int i; for ( i = 0; i < mpop->size; ++i ) { free_one_breeding ( mpop->bpt[i] ); FREE ( mpop->bpt[i] ); } FREE ( mpop->bpt ); mpop->bpt = NULL; } /* free_one_breeding() * * this frees the breedphase table for a single subpopulation. */ void free_one_breeding ( breedphase *bp ) { int i; for ( i = 1; i <= bp[0].operator; ++i ) { if ( bp[i].operator_free ) bp[i].operator_free ( bp[i].data ); } } /* initialize_breeding() * * this builds the breedphase table for each subpopulation. */ void initialize_breeding ( multipop *mpop ) { char pnamebuf[100]; int i; mpop->bpt = (breedphase **)MALLOC ( mpop->size * sizeof ( breedphase * ) ); for ( i = 0; i < mpop->size; ++i ) { sprintf ( pnamebuf, "subpop[%d].", i+1 ); mpop->bpt[i] = initialize_one_breeding ( pnamebuf ); } } /* initialize_one_breeding() * * this builds the breedphase table for a single subpopulation. */ breedphase * initialize_one_breeding ( char *prefix ) { char pnamebuf[100]; char *param, *param2; int i, j; double rate; int errors = 0; breedphase *bp; operator *op; char *name, *namep; /* get the number of phases. */ param = get_breed_parameter ( prefix, "breed_phases" ); if ( param == NULL ) error ( E_FATAL_ERROR, "no value specified for \"%sbreed_phases\".", prefix ); j = atoi ( param ); if ( j <= 0 ) error ( E_FATAL_ERROR, "\"%sbreed_phases\" must be greater than zero.", prefix ); /* the first record of the table is a dummy -- its operator field contains the number of phases. */ bp = (breedphase *)MALLOC ( (j+1) * sizeof ( breedphase ) ); bp[0].operator = j; bp[0].rate = 0.0; bp[0].operator_start = NULL; bp[0].operator_end = NULL; bp[0].operator_free = NULL; bp[0].operator_operate = NULL; /* for each phase... */ for ( i = 0; i < j; ++i ) { bp[i+1].operator_start = NULL; bp[i+1].operator_end = NULL; bp[i+1].operator_free = NULL; bp[i+1].operator_operate = NULL; /* get the operator string (name and options) */ param = get_breed_parameter ( prefix, "breed[%d].operator", i+1 ); if ( param == NULL ) { ++errors; error ( E_ERROR, "no value specifed for \"%sbreed[%d].operator\".", prefix, i+1 ); continue; } /* isolate the name portion of the string. */ name = (char *)MALLOC ( ( strlen ( param ) + 1 ) * sizeof ( char ) ); namep = name; for ( param2 = param, namep = name; *param2 && *param2 != ',' && *param2 != '\n'; ++param2 ) if ( !isspace(*param2) ) *(namep++) = *param2; *namep = 0; if ( ! *param2 ) --param2; /* look up the name in the table of operators. */ op = operator_table; while ( op->name ) { if ( strcmp ( op->name, name ) == 0 ) break; ++op; } FREE ( name ); if ( op->name ) /* call the operator's initialization function to fill in the fields of the table for this phase. */ errors += op->func ( param2+1, bp+i+1 ); else /* the specified operator is not in the table. */ error ( E_FATAL_ERROR, "%s: \"%s\" is not a known operator.", pnamebuf, param ); /* get the rate for this phase. */ param = get_breed_parameter ( prefix, "breed[%d].rate", i+1 ); if ( param == NULL ) { ++errors; error ( E_ERROR, "no value specified for \"%sbreed[%d].rate\".", prefix, i+1 ); } else { rate = strtod ( param, NULL ); if ( rate < 0.0 ) { ++errors; error ( E_FATAL_ERROR, "\"%sbreed[%d].rate\" must be nonnegative.", prefix, i+1 ); } else if ( rate == 0.0 ) { error ( E_WARNING, "\"%sbreed[%d].rate\" is zero; is this correct?", prefix, i+1 ); } bp[i+1].rate = rate; } } /* if any errors occurred, stop now. */ if ( errors ) error ( E_FATAL_ERROR, "Errors have occurred, aborting." ); return bp; } /* rebuild_breeding() * * rebuilds the breeding table from the parameter database. called from * user code when the breeding parameters change mid-run. */ void rebuild_breeding ( multipop *mpop ) { free_breeding ( mpop ); initialize_breeding ( mpop ); } /* get_breed_parameter() * * format and following arguments are passed to sprintf to form a string. * looks for a parameter called "", and returns its value. * if it does not exist, returns the value of a parameter called "". */ char *get_breed_parameter ( char *prefix, char *format, ... ) { char *param; static char pnamebuf[200]; int len = strlen(prefix); va_list ap; strcpy ( pnamebuf, prefix ); va_start ( ap, format ); vsprintf ( pnamebuf+len, format, ap ); va_end ( ap ); param = get_parameter ( pnamebuf ); if ( param == NULL ) return get_parameter ( pnamebuf+len ); else return param; }