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/* siman/siman.c
*
* Copyright (C) 1996, 1997, 1998, 1999, 2000 Mark Galassi
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 of the License, or (at
* your option) any later version.
*
* 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., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
*/
#include <config.h>
#include <stdio.h>
#include <math.h>
#include <stdlib.h>
#include <string.h>
#include <assert.h>
#include <gsl/gsl_machine.h>
#include <gsl/gsl_rng.h>
#include <gsl/gsl_siman.h>
static inline
double safe_exp (double x) /* avoid underflow errors for large uphill steps */
{
return (x < GSL_LOG_DBL_MIN) ? 0.0 : exp(x);
}
/* implementation of a basic simulated annealing algorithm */
void
gsl_siman_solve (const gsl_rng * r, void *x0_p, gsl_siman_Efunc_t Ef,
gsl_siman_step_t take_step,
gsl_siman_metric_t distance,
gsl_siman_print_t print_position,
gsl_siman_copy_t copyfunc,
gsl_siman_copy_construct_t copy_constructor,
gsl_siman_destroy_t destructor,
size_t element_size,
gsl_siman_params_t params)
{
void *x, *new_x, *best_x;
double E, new_E, best_E;
int i, done;
double T;
int n_evals = 1, n_iter = 0, n_accepts, n_rejects, n_eless;
/* this function requires that either the dynamic functions (copy,
copy_constructor and destrcutor) are passed, or that an element
size is given */
assert((copyfunc != NULL && copy_constructor != NULL && destructor != NULL)
|| (element_size != 0));
distance = 0 ; /* This parameter is not currently used */
E = Ef(x0_p);
if (copyfunc) {
x = copy_constructor(x0_p);
new_x = copy_constructor(x0_p);
best_x = copy_constructor(x0_p);
} else {
x = (void *) malloc (element_size);
memcpy (x, x0_p, element_size);
new_x = (void *) malloc (element_size);
best_x = (void *) malloc (element_size);
memcpy (best_x, x0_p, element_size);
}
best_E = E;
T = params.t_initial;
done = 0;
if (print_position) {
printf ("#-iter #-evals temperature position energy\n");
}
while (!done) {
n_accepts = 0;
n_rejects = 0;
n_eless = 0;
for (i = 0; i < params.iters_fixed_T; ++i) {
if (copyfunc) {
copyfunc(x, new_x);
} else {
memcpy (new_x, x, element_size);
}
take_step (r, new_x, params.step_size);
new_E = Ef (new_x);
if(new_E <= best_E){
if (copyfunc) {
copyfunc(new_x,best_x);
} else {
memcpy (best_x, new_x, element_size);
}
best_E=new_E;
}
++n_evals; /* keep track of Ef() evaluations */
/* now take the crucial step: see if the new point is accepted
or not, as determined by the boltzman probability */
if (new_E < E) {
/* yay! take a step */
if (copyfunc) {
copyfunc(new_x, x);
} else {
memcpy (x, new_x, element_size);
}
E = new_E;
++n_eless;
} else if (gsl_rng_uniform(r) < safe_exp (-(new_E - E)/(params.k * T)) ) {
/* yay! take a step */
if (copyfunc) {
copyfunc(new_x, x);
} else {
memcpy(x, new_x, element_size);
}
E = new_E;
++n_accepts;
} else {
++n_rejects;
}
}
if (print_position) {
/* see if we need to print stuff as we go */
/* printf("%5d %12g %5d %3d %3d %3d", n_iter, T, n_evals, */
/* 100*n_eless/n_steps, 100*n_accepts/n_steps, */
/* 100*n_rejects/n_steps); */
printf ("%5d %7d %12g", n_iter, n_evals, T);
print_position (x);
printf (" %12g\n", E);
}
/* apply the cooling schedule to the temperature */
/* FIXME: I should also introduce a cooling schedule for the iters */
T /= params.mu_t;
++n_iter;
if (T < params.t_min) {
done = 1;
}
}
/* at the end, copy the result onto the initial point, so we pass it
back to the caller */
if (copyfunc) {
copyfunc(best_x, x0_p);
} else {
memcpy (x0_p, best_x, element_size);
}
if (copyfunc) {
destructor(x);
destructor(new_x);
destructor(best_x);
} else {
free (x);
free (new_x);
free (best_x);
}
}
/* implementation of a simulated annealing algorithm with many tries */
void
gsl_siman_solve_many (const gsl_rng * r, void *x0_p, gsl_siman_Efunc_t Ef,
gsl_siman_step_t take_step,
gsl_siman_metric_t distance,
gsl_siman_print_t print_position,
size_t element_size,
gsl_siman_params_t params)
{
/* the new set of trial points, and their energies and probabilities */
void *x, *new_x;
double *energies, *probs, *sum_probs;
double Ex; /* energy of the chosen point */
double T; /* the temperature */
int i, done;
double u; /* throw the die to choose a new "x" */
int n_iter;
if (print_position) {
printf ("#-iter temperature position");
printf (" delta_pos energy\n");
}
x = (void *) malloc (params.n_tries * element_size);
new_x = (void *) malloc (params.n_tries * element_size);
energies = (double *) malloc (params.n_tries * sizeof (double));
probs = (double *) malloc (params.n_tries * sizeof (double));
sum_probs = (double *) malloc (params.n_tries * sizeof (double));
T = params.t_initial;
/* memcpy (x, x0_p, element_size); */
memcpy (x, x0_p, element_size);
done = 0;
n_iter = 0;
while (!done)
{
Ex = Ef (x);
for (i = 0; i < params.n_tries - 1; ++i)
{ /* only go to N_TRIES-2 */
/* center the new_x[] around x, then pass it to take_step() */
sum_probs[i] = 0;
memcpy ((char *)new_x + i * element_size, x, element_size);
take_step (r, (char *)new_x + i * element_size, params.step_size);
energies[i] = Ef ((char *)new_x + i * element_size);
probs[i] = safe_exp (-(energies[i] - Ex) / (params.k * T));
}
/* now add in the old value of "x", so it is a contendor */
memcpy ((char *)new_x + (params.n_tries - 1) * element_size, x, element_size);
energies[params.n_tries - 1] = Ex;
probs[params.n_tries - 1] = safe_exp (-(energies[i] - Ex) / (params.k * T));
/* now throw biased die to see which new_x[i] we choose */
sum_probs[0] = probs[0];
for (i = 1; i < params.n_tries; ++i)
{
sum_probs[i] = sum_probs[i - 1] + probs[i];
}
u = gsl_rng_uniform (r) * sum_probs[params.n_tries - 1];
for (i = 0; i < params.n_tries; ++i)
{
if (u < sum_probs[i])
{
memcpy (x, (char *)new_x + i * element_size, element_size);
break;
}
}
if (print_position)
{
printf ("%5d\t%12g\t", n_iter, T);
print_position (x);
printf ("\t%12g\t%12g\n", distance (x, x0_p), Ex);
}
T /= params.mu_t;
++n_iter;
if (T < params.t_min)
{
done = 1;
}
}
/* now return the value via x0_p */
memcpy (x0_p, x, element_size);
/* printf("the result is: %g (E=%g)\n", x, Ex); */
free (x);
free (new_x);
free (energies);
free (probs);
free (sum_probs);
}