Blame doc/examples/monte.c

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