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/** Mathlib : A C Library of Special Functions* Copyright (C) 1998 Ross Ihaka* Copyright (C) 2000-2014 The R Core Team* Copyright (C) 2007 The R Foundation** 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, a copy is available at* https://www.R-project.org/Licenses/** SYNOPSIS** #include <Rmath.h>* double rbinom(double nin, double pp)** DESCRIPTION** Random variates from the binomial distribution.** REFERENCE** Kachitvichyanukul, V. and Schmeiser, B. W. (1988).* Binomial random variate generation.* Communications of the ACM 31, 216-222.* (Algorithm BTPEC).*/#include "nmath.h"#include "dpq.h"#include <stdlib.h>#include <limits.h>#define repeat for(;;)double rbinom(double nin, double pp){/* FIXME: These should become THREAD_specific globals : */static double c, fm, npq, p1, p2, p3, p4, qn;static double xl, xll, xlr, xm, xr;static double psave = -1.0;static int nsave = -1;static int m;double f, f1, f2, u, v, w, w2, x, x1, x2, z, z2;double p, q, np, g, r, al, alv, amaxp, ffm, ynorm;int i, ix, k, n;if (!R_FINITE(nin)) ML_WARN_return_NAN;r = R_forceint(nin);if (r != nin) ML_WARN_return_NAN;if (!R_FINITE(pp) ||/* n=0, p=0, p=1 are not errors <TSL>*/r < 0 || pp < 0. || pp > 1.) ML_WARN_return_NAN;if (r == 0 || pp == 0.) return 0;if (pp == 1.) return r;if (r >= INT_MAX)/* evade integer overflow,and r == INT_MAX gave only even values */return qbinom(unif_rand(), r, pp, /*lower_tail*/ 0, /*log_p*/ 0);/* else */n = (int) r;p = fmin2(pp, 1. - pp);q = 1. - p;np = n * p;r = p / q;g = r * (n + 1);/* Setup, perform only when parameters change [using static (globals): *//* FIXING: Want this thread safe-- use as little (thread globals) as possible*/if (pp != psave || n != nsave) {psave = pp;nsave = n;if (np < 30.0) {/* inverse cdf logic for mean less than 30 */qn = R_pow_di(q, n);goto L_np_small;} else {ffm = np + p;m = (int) ffm;fm = m;npq = np * q;p1 = (int)(2.195 * sqrt(npq) - 4.6 * q) + 0.5;xm = fm + 0.5;xl = xm - p1;xr = xm + p1;c = 0.134 + 20.5 / (15.3 + fm);al = (ffm - xl) / (ffm - xl * p);xll = al * (1.0 + 0.5 * al);al = (xr - ffm) / (xr * q);xlr = al * (1.0 + 0.5 * al);p2 = p1 * (1.0 + c + c);p3 = p2 + c / xll;p4 = p3 + c / xlr;}} else if (n == nsave) {if (np < 30.0)goto L_np_small;}/*-------------------------- np = n*p >= 30 : ------------------- */repeat {u = unif_rand() * p4;v = unif_rand();/* triangular region */if (u <= p1) {ix = (int)(xm - p1 * v + u);goto finis;}/* parallelogram region */if (u <= p2) {x = xl + (u - p1) / c;v = v * c + 1.0 - fabs(xm - x) / p1;if (v > 1.0 || v <= 0.)continue;ix = (int) x;} else {if (u > p3) { /* right tail */ix = (int)(xr - log(v) / xlr);if (ix > n)continue;v = v * (u - p3) * xlr;} else {/* left tail */ix = (int)(xl + log(v) / xll);if (ix < 0)continue;v = v * (u - p2) * xll;}}/* determine appropriate way to perform accept/reject test */k = abs(ix - m);if (k <= 20 || k >= npq / 2 - 1) {/* explicit evaluation */f = 1.0;if (m < ix) {for (i = m + 1; i <= ix; i++)f *= (g / i - r);} else if (m != ix) {for (i = ix + 1; i <= m; i++)f /= (g / i - r);}if (v <= f)goto finis;} else {/* squeezing using upper and lower bounds on log(f(x)) */amaxp = (k / npq) * ((k * (k / 3. + 0.625) + 0.1666666666666) / npq + 0.5);ynorm = -k * k / (2.0 * npq);alv = log(v);if (alv < ynorm - amaxp)goto finis;if (alv <= ynorm + amaxp) {/* stirling's formula to machine accuracy *//* for the final acceptance/rejection test */x1 = ix + 1;f1 = fm + 1.0;z = n + 1 - fm;w = n - ix + 1.0;z2 = z * z;x2 = x1 * x1;f2 = f1 * f1;w2 = w * w;if (alv <= xm * log(f1 / x1) + (n - m + 0.5) * log(z / w) + (ix - m) * log(w * p / (x1 * q)) + (13860.0 - (462.0 - (132.0 - (99.0 - 140.0 / f2) / f2) / f2) / f2) / f1 / 166320.0 + (13860.0 - (462.0 - (132.0 - (99.0 - 140.0 / z2) / z2) / z2) / z2) / z / 166320.0 + (13860.0 - (462.0 - (132.0 - (99.0 - 140.0 / x2) / x2) / x2) / x2) / x1 / 166320.0 + (13860.0 - (462.0 - (132.0 - (99.0 - 140.0 / w2) / w2) / w2) / w2) / w / 166320.)goto finis;}}}L_np_small:/*---------------------- np = n*p < 30 : ------------------------- */repeat {ix = 0;f = qn;u = unif_rand();repeat {if (u < f)goto finis;if (ix > 110)break;u -= f;ix++;f *= (g / ix - r);}}finis:if (psave > 0.5)ix = n - ix;return (double)ix;}