#[cfg(feature = "serde1")]
use serde::{Deserialize, Serialize};
use crate::data::DataOrSuffStat;
use crate::dist::UnitPowerLaw;
use crate::traits::SuffStat;
#[derive(Debug, Clone, PartialEq)]
#[cfg_attr(feature = "serde1", derive(Serialize, Deserialize))]
#[cfg_attr(feature = "serde1", serde(rename_all = "snake_case"))]
pub struct UnitPowerLawSuffStat {
n: usize,
sum_ln_x: f64,
}
impl UnitPowerLawSuffStat {
#[inline]
#[must_use]
pub fn new() -> Self {
UnitPowerLawSuffStat {
n: 0,
sum_ln_x: 0.0,
}
}
#[inline]
#[must_use]
pub fn from_parts_unchecked(n: usize, sum_ln_x: f64) -> Self {
UnitPowerLawSuffStat { n, sum_ln_x }
}
#[inline]
#[must_use]
pub fn n(&self) -> usize {
self.n
}
#[inline]
#[must_use]
pub fn sum_ln_x(&self) -> f64 {
self.sum_ln_x
}
}
impl Default for UnitPowerLawSuffStat {
fn default() -> Self {
UnitPowerLawSuffStat::new()
}
}
macro_rules! impl_suffstat {
($kind:ty) => {
impl<'a> From<&'a UnitPowerLawSuffStat>
for DataOrSuffStat<'a, $kind, UnitPowerLaw>
{
fn from(stat: &'a UnitPowerLawSuffStat) -> Self {
DataOrSuffStat::SuffStat(stat)
}
}
impl<'a> From<&'a Vec<$kind>>
for DataOrSuffStat<'a, $kind, UnitPowerLaw>
{
fn from(xs: &'a Vec<$kind>) -> Self {
DataOrSuffStat::Data(xs.as_slice())
}
}
impl<'a> From<&'a [$kind]> for DataOrSuffStat<'a, $kind, UnitPowerLaw> {
fn from(xs: &'a [$kind]) -> Self {
DataOrSuffStat::Data(xs)
}
}
impl From<&Vec<$kind>> for UnitPowerLawSuffStat {
fn from(xs: &Vec<$kind>) -> Self {
let mut stat = UnitPowerLawSuffStat::new();
stat.observe_many(xs);
stat
}
}
impl From<&[$kind]> for UnitPowerLawSuffStat {
fn from(xs: &[$kind]) -> Self {
let mut stat = UnitPowerLawSuffStat::new();
stat.observe_many(xs);
stat
}
}
impl SuffStat<$kind> for UnitPowerLawSuffStat {
fn n(&self) -> usize {
self.n
}
fn observe(&mut self, x: &$kind) {
let xf = f64::from(*x);
self.n += 1;
self.sum_ln_x += xf.ln();
}
fn forget(&mut self, x: &$kind) {
if self.n > 1 {
let xf = f64::from(*x);
self.sum_ln_x -= xf.ln();
self.n -= 1;
} else {
self.n = 0;
self.sum_ln_x = 0.0;
}
}
fn observe_many(&mut self, xs: &[$kind]) {
self.n += xs.len();
self.sum_ln_x +=
xs.iter().map(|x| f64::from(*x)).product::<f64>().ln();
}
fn forget_many(&mut self, xs: &[$kind]) {
self.n -= xs.len();
self.sum_ln_x -=
xs.iter().map(|x| f64::from(*x)).product::<f64>().ln();
}
fn merge(&mut self, other: Self) {
self.n += other.n;
self.sum_ln_x += other.sum_ln_x;
}
}
};
}
impl_suffstat!(f32);
impl_suffstat!(f64);
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn observe_forget() {
let mut stat = UnitPowerLawSuffStat::new();
stat.observe(&0.1);
stat.observe(&0.2);
assert_eq!(stat.n(), 2);
assert::close(stat.sum_ln_x, (0.1_f64).ln() + (0.2_f64).ln(), 1e-10);
stat.forget(&0.1);
assert_eq!(stat.n(), 1);
assert::close(stat.sum_ln_x, (0.2_f64).ln(), 1e-10);
stat.forget(&0.2);
assert_eq!(stat.n(), 0);
assert_eq!(stat.sum_ln_x, 0.0);
}
#[test]
fn merge() {
let mut a = UnitPowerLawSuffStat::new();
let mut b = UnitPowerLawSuffStat::new();
let mut c = UnitPowerLawSuffStat::new();
a.observe_many(&[0.1_f64, 0.2, 0.3]);
b.observe_many(&[0.9_f64, 0.8, 0.7]);
c.observe_many(&[0.1_f64, 0.2, 0.3, 0.9, 0.8, 0.7]);
<UnitPowerLawSuffStat as SuffStat<f64>>::merge(&mut a, b);
assert_eq!(a, c);
}
}