kmeans/src/cluster.rs

39 lines
969 B
Rust

pub type Cluster<T> = Vec<T>;
pub trait Clusterable where Self: Sized + Clone + PartialEq {
fn distance(&self, rhs: &Self) -> f64;
fn get_centroid(elements: &Vec<Self>) -> Option<Self>;
}
macro_rules! impl_clusterable {
( $type: ty) => {
impl Clusterable for $type {
fn distance(&self, rhs: &Self) -> f64 {
if self > rhs {
*self as f64 - *rhs as f64
} else {
*rhs as f64 - *self as f64
}
}
fn get_centroid(elements: &Vec<Self>) -> Option<Self> {
if elements.len() == 0 {
return None;
}
let mut tmp = 0.0 as Self;
for element in elements {
tmp += *element as Self;
}
Some(tmp / elements.len() as Self)
}
}
}
}
impl_clusterable!(f32);
impl_clusterable!(f64);