tor/src/lib/math/prob_distr.h
George Kadianakis 2ccf326837 Implement and test probability distributions used by WTF-PAD.
This project introduces the prob_distr.c subsystem which implements all the
probability distributions that WTF-PAD needs. It also adds unittests for all of
them.

Code and tests courtesy of Riastradh.

Co-authored-by: Taylor R Campbell <campbell+tor@mumble.net>
Co-authored-by: Mike Perry <mikeperry-git@torproject.org>
2019-01-02 15:25:55 +02:00

157 lines
4.4 KiB
C

/**
* \file prob_distr.h
*
* \brief Header for prob_distr.c
**/
#ifndef TOR_PROB_DISTR_H
#define TOR_PROB_DISTR_H
#include "lib/cc/compat_compiler.h"
#include "lib/cc/torint.h"
#include "lib/testsupport/testsupport.h"
/**
* Container for distribution parameters for sampling, CDF, &c.
*/
struct dist {
const struct dist_ops *ops;
};
#define DIST_BASE(OPS) { .ops = (OPS) }
struct dist_ops {
const char *name;
double (*sample)(const struct dist *);
double (*cdf)(const struct dist *, double x);
double (*sf)(const struct dist *, double x);
double (*icdf)(const struct dist *, double p);
double (*isf)(const struct dist *, double p);
};
/* Geometric distribution */
double geometric_sample(double p);
/* Pareto distribution */
struct genpareto {
struct dist base;
double mu;
double sigma;
double xi;
};
double genpareto_sample(const struct dist *dist);
double genpareto_cdf(const struct dist *dist, double x);
double genpareto_sf(const struct dist *dist, double x);
double genpareto_icdf(const struct dist *dist, double p);
double genpareto_isf(const struct dist *dist, double p);
extern const struct dist_ops genpareto_ops;
/* Weibull distribution */
struct weibull {
struct dist base;
double lambda;
double k;
};
double weibull_sample(const struct dist *dist);
double weibull_cdf(const struct dist *dist, double x);
double weibull_sf(const struct dist *dist, double x);
double weibull_icdf(const struct dist *dist, double p);
double weibull_isf(const struct dist *dist, double p);
extern const struct dist_ops weibull_ops;
/* Log-logistic distribution */
struct log_logistic {
struct dist base;
double alpha;
double beta;
};
double log_logistic_sample(const struct dist *dist);
double log_logistic_cdf(const struct dist *dist, double x);
double log_logistic_sf(const struct dist *dist, double x);
double log_logistic_icdf(const struct dist *dist, double p);
double log_logistic_isf(const struct dist *dist, double p);
extern const struct dist_ops log_logistic_ops;
/* Logistic distribution */
struct logistic {
struct dist base;
double mu;
double sigma;
};
double logistic_sample(const struct dist *dist);
double logistic_cdf(const struct dist *dist, double x);
double logistic_sf(const struct dist *dist, double x);
double logistic_icdf(const struct dist *dist, double p);
double logistic_isf(const struct dist *dist, double p);
extern const struct dist_ops logistic_ops;
/* Uniform distribution */
struct uniform {
struct dist base;
double a;
double b;
};
double uniform_sample(const struct dist *dist);
double uniform_cdf(const struct dist *dist, double x);
double uniform_sf(const struct dist *dist, double x);
double uniform_icdf(const struct dist *dist, double p);
double uniform_isf(const struct dist *dist, double p);
extern const struct dist_ops uniform_ops;
/** Only by unittests */
#ifdef PROB_DISTR_PRIVATE
STATIC double logithalf(double p0);
STATIC double logit(double p);
STATIC double random_uniform_01(void);
STATIC double logistic(double x);
STATIC double cdf_logistic(double x, double mu, double sigma);
STATIC double sf_logistic(double x, double mu, double sigma);
STATIC double icdf_logistic(double p, double mu, double sigma);
STATIC double isf_logistic(double p, double mu, double sigma);
STATIC double sample_logistic(uint32_t s, double t, double p0);
STATIC double cdf_log_logistic(double x, double alpha, double beta);
STATIC double sf_log_logistic(double x, double alpha, double beta);
STATIC double icdf_log_logistic(double p, double alpha, double beta);
STATIC double isf_log_logistic(double p, double alpha, double beta);
STATIC double sample_log_logistic(uint32_t s, double p0);
STATIC double cdf_weibull(double x, double lambda, double k);
STATIC double sf_weibull(double x, double lambda, double k);
STATIC double icdf_weibull(double p, double lambda, double k);
STATIC double isf_weibull(double p, double lambda, double k);
STATIC double sample_weibull(uint32_t s, double p0, double lambda, double k);
STATIC double sample_uniform_interval(double p0, double a, double b);
STATIC double cdf_genpareto(double x, double mu, double sigma, double xi);
STATIC double sf_genpareto(double x, double mu, double sigma, double xi);
STATIC double icdf_genpareto(double p, double mu, double sigma, double xi);
STATIC double isf_genpareto(double p, double mu, double sigma, double xi);
STATIC double sample_genpareto(uint32_t s, double p0, double xi);
#endif
#endif