Last active
November 19, 2022 16:24
-
-
Save skeeto/2c4f3935f645ac647ec9d5d48ed49f41 to your computer and use it in GitHub Desktop.
Approximate Random Gaussian Generator
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
// Approximate Random Gaussian Generator | |
// $ cc -O3 -fopenmp -o randn randn.c -lm | |
// $ ./randn | |
// Ref: https://old.reddit.com/r/algorithms/comments/yyz59u | |
// This is free and unencumbered software released into the public domain. | |
#include <math.h> | |
#include <stdint.h> | |
#include <stdio.h> | |
struct kahan { double sum, err; }; | |
static struct kahan kahan(struct kahan k, double x) | |
{ | |
double y = x - k.err; | |
double t = k.sum + y; | |
k.err = t - k.sum - y; | |
k.sum = t; | |
return k; | |
} | |
static uint64_t sfc64(uint64_t s[4]) | |
{ | |
uint64_t r = s[0] + s[1] + s[3]++; | |
s[0] = (s[1] >> 11) ^ s[1]; | |
s[1] = (s[2] << 3) + s[2]; | |
s[2] = r + (s[2]<<24 | s[2] >>40); | |
return r; | |
} | |
static double randn(uint64_t s[4]) | |
{ | |
uint64_t u = sfc64(s); | |
double x = __builtin_popcount(u>>32); | |
x += (uint32_t)u * (1 / 4294967296.); | |
x -= 16.5; | |
x *= 0.3517262290563295; | |
return x; | |
} | |
int main(void) | |
{ | |
#pragma omp parallel for | |
for (int i = 0; i < 20; i++) { | |
long n = 100000000; | |
struct kahan sum1={0}, sum2={0}; | |
uint64_t s[4] = {i+1, i+2, i+3, i+4}; | |
sfc64(s); sfc64(s); sfc64(s); sfc64(s); // mix | |
for (long i = 0; i < n; i++) { | |
double x = randn(s); | |
sum1 = kahan(sum1, x); | |
sum2 = kahan(sum2, x*x); | |
} | |
double mean = sum1.sum/n; | |
double stddev = sqrt(sum2.sum/n - mean*mean); | |
printf("%-+23.17g %-+.17g\n", mean, stddev); | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment