/* COPYRIGHT The following is a notice of limited availability of the code, and disclaimer which must be included in the prologue of the code and in all source listings of the code. (C) COPYRIGHT 2008 University of Chicago Permission is hereby granted to use, reproduce, prepare derivative works, and to redistribute to others. This software was authored by: D. Levine Mathematics and Computer Science Division Argonne National Laboratory Group with programming assistance of participants in Argonne National Laboratory's SERS program. GOVERNMENT LICENSE Portions of this material resulted from work developed under a U.S. Government Contract and are subject to the following license: the Government is granted for itself and others acting on its behalf a paid-up, nonexclusive, irrevocable worldwide license in this computer software to reproduce, prepare derivative works, and perform publicly and display publicly. DISCLAIMER This computer code material was prepared, in part, as an account of work sponsored by an agency of the United States Government. Neither the United States, nor the University of Chicago, nor any of their employees, makes any warranty express or implied, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any information, apparatus, product, or process disclosed, or represents that its use would not infringe privately owned rights. */ /***************************************************************************** * FILE: pop.c: This file contains systme routines that act on entire * populations. * * Authors: David M. Levine, Philip L. Hallstrom, David M. Noelle, * Brian P. Walenz *****************************************************************************/ #include "pgapack.h" /*U**************************************************************************** PGASortPop - Creates an (internal) array of indices according to one of three criteria. If PGA_POPREPL_BEST is used (the default) the array is sorted from most fit to least fit. If PGA_POPREPL_RANDOM_REP is used the indices in the array are selected randomly with replacement. If PGA_POPREPL_RANDOM_NOREP is used the indices in the array are selected randomly without replacement. The function PGASetPopReplaceType() is used to specify which strategy is used. The indices of the sorted population members may then be accessed from the internal array via PGAGetSortedPopIndex(). This routine is typically used during population replacement. Category: Generation Inputs: ctx - context variable popindex - symbolic constant of the population from which to create the srted array. Output: An inteneral array of indices sorted according to one of three criteria is created. Example: Copy the five best strings from the old population into the new population. The rest of the new population will be created by recombination, and is not shown. PGAContext *ctx; int i,j; : PGASetPopReplaceType(ctx,PGA_POPREPL_BEST) : PGASortPop(ctx, PGA_OLDPOP); for ( i=0; i < 5; i++) { j = PGAGetSortedPopIndex(ctx, i); PGACopyIndividual (ctx, j, PGA_OLDPOP, i, PGA_NEWPOP); : ****************************************************************************U*/ void PGASortPop ( PGAContext *ctx, int pop ) { int i,j; PGADebugEntered("PGASortPop"); switch (ctx->ga.PopReplace) { case PGA_POPREPL_BEST: switch ( pop ) { case PGA_OLDPOP: for (i = 0 ; i < ctx->ga.PopSize ; i++ ) { ctx->ga.sorted[i] = i; ctx->scratch.dblscratch[i] = ctx->ga.oldpop[i].fitness; }; break; case PGA_NEWPOP: for (i = 0 ; i < ctx->ga.PopSize ; i++ ) { ctx->ga.sorted[i] = i; ctx->scratch.dblscratch[i] = ctx->ga.newpop[i].fitness; }; break; default: PGAError( ctx, "PGASort: Invalid value of pop:", PGA_FATAL, PGA_INT, (void *) &pop ); break; }; PGADblHeapSort ( ctx, ctx->scratch.dblscratch, ctx->ga.sorted, ctx->ga.PopSize ); break; case PGA_POPREPL_RANDOM_REP: if ((pop != PGA_OLDPOP) && (pop != PGA_NEWPOP)) PGAError( ctx, "PGASort: Invalid value of pop:", PGA_FATAL, PGA_INT, (void *) &pop ); for (i = 0; i < ctx->ga.PopSize; i++) { ctx->scratch.intscratch[i] = i; }; for (i = 0; i < ctx->ga.PopSize; i++) { j = PGARandomInterval ( ctx, 0, ctx->ga.PopSize-1 ); ctx->ga.sorted[i] = ctx->scratch.intscratch[j]; }; break; case PGA_POPREPL_RANDOM_NOREP: if ((pop != PGA_OLDPOP) && (pop != PGA_NEWPOP)) PGAError( ctx, "PGASort: Invalid value of pop:", PGA_FATAL, PGA_INT, (void *) &pop ); for (i = 0; i < ctx->ga.PopSize; i++) { ctx->scratch.intscratch[i] = i; }; for (i = 0; i < ctx->ga.PopSize; i++) { j = PGARandomInterval ( ctx, 0, ctx->ga.PopSize-i-1 ); ctx->ga.sorted[i] = ctx->scratch.intscratch[j]; ctx->scratch.intscratch[j] = ctx->scratch.intscratch[ctx->ga.PopSize-i-1]; }; break; } PGADebugExited("PGASortPop"); } /*U*************************************************************************** PGAGetPopSize - Returns the population size Category: Generation Inputs: ctx - context variable Outputs: The population size Example: PGAContext *ctx; int popsize; : popsize = PGAGetPopSize(ctx); ***************************************************************************U*/ int PGAGetPopSize (PGAContext *ctx) { PGADebugEntered("PGAGetPopSize"); PGAFailIfNotSetUp("PGAGetPopSize"); PGADebugExited("PGAGetPopSize"); return(ctx->ga.PopSize); } /*U*************************************************************************** PGAGetNumReplaceValue - Returns the maximum number of strings to replace each generation. Category: Generation Inputs: ctx - context variable Outputs: The maximum number number of strings to replace each generation Example: PGAContext *ctx; int numreplace; : numreplace = PGAGetNumReplaceValue(ctx); ***************************************************************************U*/ int PGAGetNumReplaceValue (PGAContext *ctx) { PGADebugEntered("PGAGetNumReplaceValue"); PGAFailIfNotSetUp("PGAGetNumReplaceValue"); PGADebugExited("PGAGetNumReplaceValue"); return(ctx->ga.NumReplace); } /*U*************************************************************************** PGAGetPopReplaceType - returns the symbolic constant used to determine which strings to copy from the old population to the new population. Category: Generation Inputs: ctx - context variable Outputs: The symbolic constant of the replacement strategy. Example: PGAContext *ctx; int popreplace; : popreplace = PGAGetPopReplaceType(ctx); switch (popreplace) { case PGA_POPREPL_BEST: printf("Replacement Strategy = PGA_POPREPL_BEST\n"); break; case PGA_POPREPL_RANDOM_REP: printf("Replacement Strategy = PGA_POPREPL_RANDOM_REP\n"); break; case PGA_POPREPL_RANDOM_NOREP: printf("Replacement Strategy = PGA_POPREPL_RANDOM_NOREP\n"); break; } ****************************************************************************U*/ int PGAGetPopReplaceType (PGAContext *ctx) { PGADebugEntered("PGAGetPopReplaceType"); PGAFailIfNotSetUp("PGAGetPopRelaceType"); PGADebugExited("PGAGetPopReplaceType"); return(ctx->ga.PopReplace); } /*U**************************************************************************** PGAGetSortedPopIndex - returns a population string index from the array created by PGASortPop(). Category: Generation Inputs: ctx - context variable n - specified which index element is to be returned. Output: A population string index from the array created by PGASortPop Example: Copy the five best strings from the old population into the new population. The rest of the new population will be created by recombination, and is not shown. PGAContext *ctx; int i,j; : PGASetPopReplaceType(ctx,PGA_POPREPL_BEST) PGASortPop(ctx, PGA_OLDPOP); for ( i=0; i < 5; i++) { j = PGAGetSortedPopIndex(ctx, i); PGACopyIndividual (ctx, j, PGA_OLDPOP, i, PGA_NEWPOP); : ****************************************************************************U*/ int PGAGetSortedPopIndex ( PGAContext *ctx, int n ) { int temp; PGADebugEntered("PGAGetSortedPopIndex"); if (n >= 0 && n < ctx->ga.PopSize ) temp = ctx->ga.sorted[n]; else PGAError( ctx, "PGAGetSorted: Invalid value of n:", PGA_FATAL, PGA_INT, (void *) &n ); PGADebugExited("PGAGetSortedPopIndex"); return (temp); } /*U**************************************************************************** PGASetPopSize - Specifies the size of the genetic algorithm population. The default population size is 100. Category: Generation Inputs: ctx - context variable popsize - the genetic algorithm population size to use Outputs: None Example: PGAContext *ctx; : PGASetPopSize(ctx, 200); ****************************************************************************U*/ void PGASetPopSize (PGAContext *ctx, int popsize) { PGADebugEntered("PGASetPopSize"); PGAFailIfSetUp("PGASetPopSize"); if (popsize < 1 || popsize % 2) PGAError( ctx, "PGASetPopSize: Invalid value of popsize:", PGA_FATAL, PGA_INT, (void *) &popsize ); else ctx->ga.PopSize = popsize; PGADebugExited("PGASetPopSize"); } /*U**************************************************************************** PGASetNumReplaceValue - specifies the number of new strings to create each generation. The default is ten percent of the population size Category: Generation Inputs: ctx - context variable pop_replace - the genetic algorithm population size to use Outputs: None Example: PGAContext *ctx; : PGASetNumReplaceValue(ctx, 35); ****************************************************************************U*/ void PGASetNumReplaceValue( PGAContext *ctx, int pop_replace) { PGADebugEntered("PGASetNumReplaceValue"); if (pop_replace < 0) PGAError( ctx, "PGASetNumReplaceValue: Invalid value of pop_replace:", PGA_FATAL, PGA_INT, (void *) &pop_replace ); else ctx->ga.NumReplace = pop_replace; PGADebugExited("PGASetNumReplaceValue"); } /*U**************************************************************************** PGASetPopReplaceType - Choose method of sorting strings to copy from old population to new population. Valid choices are PGA_POPREPL_BEST, PGA_POPREPL_RANDOM_NOREP, or PGA_POPREPL_RANDOM_REP for copying the best strings, or random string, with or without replacement, respectively, from the old population into the new population. The default is PGA_POPREPL_BEST. Category: Generation Inputs: ctx - context variable pop_replace - symbolic constant to specify the population replacement strategy Outputs: None Example: PGAContext *ctx; : PGASetPopReplaceType(ctx, PGA_POPREPL_RANDOM_NOREP); ****************************************************************************U*/ void PGASetPopReplaceType( PGAContext *ctx, int pop_replace) { PGADebugEntered("PGASetPopReplaceType"); switch (pop_replace) { case PGA_POPREPL_BEST: case PGA_POPREPL_RANDOM_NOREP: case PGA_POPREPL_RANDOM_REP: ctx->ga.PopReplace = pop_replace; break; default: PGAError ( ctx, "PGASetPopReplaceType: Invalid value of pop_replace:", PGA_FATAL, PGA_INT, (void *) &pop_replace); break; } PGADebugExited("PGASetPopReplaceType"); }