#include <stdlib.h> #include <gsl/gsl_math.h> #include <gsl/gsl_monte.h> #include <gsl/gsl_monte_plain.h> #include <gsl/gsl_monte_miser.h> #include <gsl/gsl_monte_vegas.h> #include <gsl/gsl_sf_gamma.h> /* * Computation of the integral, * * I = int (dx dy dz)/(2pi)^3 1/(1-cos(x)cos(y)cos(z)) * * over (-pi,-pi,-pi) to (+pi, +pi, +pi). The exact answer * is Gamma(1/4)^4/(4 pi^3). This example is taken from * C.Itzykson, J.M.Drouffe, "Statistical Field Theory - * Volume 1", Section 1.1, p21, which cites the original * paper M.L.Glasser, I.J.Zucker, Proc.Natl.Acad.Sci.USA 74 * 1800 (1977) */ /* * For simplicity we compute the integral over the region * (0,0,0) -> (pi,pi,pi) and multiply by 8 */ //double exact = 1.3932039296856768591842462603255; double g (double *k, size_t dim, void *params) { double A = 1.0 / (M_PI * M_PI * M_PI); return A / (1.0 - cos (k[0]) * cos (k[1]) * cos (k[2])); } void display_results (char *title, double result, double error, double exact) { printf ("==== %s ==============\n\n", title); printf (" result = % .6f\n", result); printf (" err.est. = % .6f\n", error); printf (" exact = % .6f\n", exact); printf (" error = % .6f = %.2g err.est.\n", result - exact, fabs (result - exact) / error); printf ("\n"); } int main (void) { double res, err; double xl[3] = { 0, 0, 0 }; double xu[3] = { M_PI, M_PI, M_PI }; double exact = 0.25*pow(gsl_sf_gamma (.25), 4)/pow(M_PI, 3); /* Gamma(1/4)^4/(4 pi^3) */ gsl_rng *r; unsigned long seed = 1UL; gsl_monte_function G = { &g, 3, NULL }; size_t calls = 500000; /* allocate random number generator */ r = gsl_rng_alloc(gsl_rng_taus2); /* seed the random number generator */ gsl_rng_set(r, seed); /* monte plain */ gsl_monte_plain_state *sp = gsl_monte_plain_alloc (3); gsl_monte_plain_integrate (&G, xl, xu, 3, calls, r, sp, &res, &err); gsl_monte_plain_free (sp); display_results ("plain", res, err, exact); /* monte miser */ gsl_monte_miser_state *sm = gsl_monte_miser_alloc (3); gsl_monte_miser_integrate (&G, xl, xu, 3, calls, r, sm, &res, &err); gsl_monte_miser_free (sm); display_results ("miser", res, err, exact); /* monte vegas */ gsl_monte_vegas_state *sv = gsl_monte_vegas_alloc (3); gsl_monte_vegas_integrate (&G, xl, xu, 3, 10000, r, sv, &res, &err); display_results ("vegas warm-up", res, err, exact); printf (" converging...\n\n"); do { gsl_monte_vegas_integrate (&G, xl, xu, 3, calls/5, r, sv, &res, &err); printf (" result = % .6f err.est. = % .6f chisq/dof = %.1f\n", res, err, gsl_monte_vegas_chisq (sv)); } while (fabs (gsl_monte_vegas_chisq (sv) - 1.0) > 0.5); printf ("\n"); display_results ("vegas final", res, err, exact); gsl_monte_vegas_free (sv); gsl_rng_free (r); return 0; }