COSC-4P82-Final-Project/lib/lilgp/kernel/boltzman.c

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2024-04-01 00:01:49 -04:00
#include <lilgp.h>
#include <math.h>
#define _E_ 2.718281828459
/* This version of the boltzman distribution will not work with
checkpoint files--we'll have to add the globals below into the global
section of the checkpoint file later... -- Sean */
int boltzman_initialized = 0; /* This SHOULD start out 0!!! */
double boltzman_hi;
double boltzman_low;
double boltzman_step;
double boltzman_t; /* Current Temperature */
sel_context *select_boltzman_context (int op,
sel_context *sc,
population *p,
char *string )
{
interval_data *id;
int i, j = 0;
double n; /* Our New Boltzman Value */
switch ( op )
{
case SELECT_INIT:
sc = (sel_context *)MALLOC ( sizeof ( sel_context ) );
sc->p = p;
sc->select_method = select_interval;
sc->context_method = select_boltzman_context;
/* the interval_data structure (used with select_interval()) is
essentially a list of interval widths and indices for each
individual. */
id = (interval_data *)MALLOC ( sizeof ( interval_data ) );
id->ri = (reverse_index *)MALLOC ( (p->size+1) *
sizeof ( reverse_index ) );
id->total = 0.0;
id->count = p->size;
id->ri[j].fitness = 0.0;
id->ri[j].index = -1;
++j;
if (!boltzman_initialized)
{
char* param;
boltzman_initialized=1;
param=get_parameter("boltzman_hi");
if (param==NULL)
{
param=get_parameter("max_generations");
if (param==NULL) param="51.0"; /* Default */
}
boltzman_hi=atof(param);
param=get_parameter("boltzman_low");
if (param==NULL) param="0.0"; /* Default */
boltzman_low=atof(param);
param=get_parameter("boltzman_step");
if (param==NULL) param="1.0"; /* Default */
boltzman_step=atof(param);
boltzman_t=boltzman_hi;
}
for ( i = 0; i < p->size; ++i )
{
n = pow(_E_,(p->ind[i].a_fitness / boltzman_t));
/* Boltzman distribution modification */
boltzman_t -= boltzman_step;
if (boltzman_t < boltzman_low) boltzman_t=boltzman_low;
id->total += n;
id->ri[j].fitness = id->total;
id->ri[j].index = i;
++j;
}
/* We don't need to divide everything by the total to
normalize the boltzman results--we're done as it is. */
sc->data = (void *)id;
return sc;
break;
case SELECT_CLEAN:
id = (interval_data *)(sc->data);
FREE ( id->ri );
FREE ( sc->data );
FREE ( sc );
return NULL;
break;
}
return NULL;
}