2023-06-08 12:19:06 +02:00
|
|
|
use serde::{Deserialize, Serialize};
|
|
|
|
use space::Metric;
|
|
|
|
|
|
|
|
#[derive(Debug, Default, Clone, Copy, Serialize, Deserialize)]
|
|
|
|
pub struct DotProduct;
|
|
|
|
|
|
|
|
impl Metric<Vec<f32>> for DotProduct {
|
|
|
|
type Unit = u32;
|
|
|
|
|
2023-06-08 18:47:06 +02:00
|
|
|
// TODO explain me this function, I don't understand why f32.to_bits is ordered.
|
|
|
|
// I tried to do this and it wasn't OK <https://stackoverflow.com/a/43305015/1941280>
|
|
|
|
//
|
2023-06-08 12:19:06 +02:00
|
|
|
// Following <https://docs.rs/space/0.17.0/space/trait.Metric.html>.
|
|
|
|
fn distance(&self, a: &Vec<f32>, b: &Vec<f32>) -> Self::Unit {
|
|
|
|
let dist: f32 = a.iter().zip(b).map(|(a, b)| a * b).sum();
|
2023-06-08 18:47:06 +02:00
|
|
|
let dist = 1.0 - dist;
|
2023-06-08 12:19:06 +02:00
|
|
|
debug_assert!(!dist.is_nan());
|
|
|
|
dist.to_bits()
|
|
|
|
}
|
|
|
|
}
|