use crate::metrics::SessionMetric;
use std::cmp;
use std::collections::HashSet;
pub struct Recall {
sum_of_scores: f64,
qty: usize,
length: usize,
}
impl Recall {}
impl Recall {
pub fn new(length: usize) -> Recall {
Recall {
sum_of_scores: 0_f64,
qty: 0,
length,
}
}
}
impl SessionMetric for Recall {
fn add(&mut self, recommendations: &[u64], next_items: &[u64]) {
self.qty += 1;
let top_recos: HashSet<&u64> = recommendations
.iter()
.take(cmp::min(recommendations.len(), self.length))
.collect();
let unique_next_items: HashSet<&u64> = next_items.iter().collect();
let intersection = top_recos.intersection(&unique_next_items);
self.sum_of_scores += intersection.count() as f64 / next_items.len() as f64
}
fn result(&self) -> f64 {
if self.qty > 0 {
self.sum_of_scores / self.qty as f64
} else {
0.0
}
}
fn get_name(&self) -> String {
format!("Recall@{}", self.length)
}
}
#[cfg(test)]
mod recall_test {
use super::*;
#[test]
fn should_calculate_recall() {
let length = 20;
let mut under_test = Recall::new(length);
let recommendations: Vec<u64> = vec![
1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24,
];
let actual_next_items: Vec<u64> = vec![3, 55, 3, 4];
under_test.add(&recommendations, &actual_next_items);
assert!((0.5 - under_test.result()).abs() < f64::EPSILON);
assert_eq!("Recall@20", under_test.get_name());
}
}