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| 1 | +//! Hamming space. |
| 2 | +
|
| 3 | +use crate::distance::{Metric, Proximity}; |
| 4 | + |
| 5 | +use num_traits::PrimInt; |
| 6 | + |
| 7 | +/// A point in Hamming space. |
| 8 | +/// |
| 9 | +/// This wrapper equips any integer with the [Hamming distance] metric. |
| 10 | +/// |
| 11 | +/// [Hamming distance]: https://en.wikipedia.org/wiki/Hamming_distance |
| 12 | +#[derive(Clone, Copy, Debug, Eq, PartialEq)] |
| 13 | +pub struct Hamming<T>(pub T); |
| 14 | + |
| 15 | +impl<T> Hamming<T> { |
| 16 | + /// Wrap a point. |
| 17 | + pub fn new(point: T) -> Self { |
| 18 | + Self(point) |
| 19 | + } |
| 20 | + |
| 21 | + /// Unwrap a point. |
| 22 | + pub fn into_inner(self) -> T { |
| 23 | + self.0 |
| 24 | + } |
| 25 | +} |
| 26 | + |
| 27 | +/// Compute the Hamming distance between two integers. |
| 28 | +pub fn hamming_distance<T: PrimInt>(x: T, y: T) -> i32 { |
| 29 | + (x ^ y).count_ones() as i32 |
| 30 | +} |
| 31 | + |
| 32 | +/// The hamming distance function. |
| 33 | +impl<T: PrimInt> Proximity for Hamming<T> { |
| 34 | + type Distance = i32; |
| 35 | + |
| 36 | + fn distance(&self, other: &Self) -> Self::Distance { |
| 37 | + hamming_distance(self.0, other.0) |
| 38 | + } |
| 39 | +} |
| 40 | + |
| 41 | +impl<T: PrimInt> Proximity<T> for Hamming<T> { |
| 42 | + type Distance = i32; |
| 43 | + |
| 44 | + fn distance(&self, other: &T) -> Self::Distance { |
| 45 | + hamming_distance(self.0, *other) |
| 46 | + } |
| 47 | +} |
| 48 | + |
| 49 | +impl<T: PrimInt> Proximity<Hamming<T>> for T { |
| 50 | + type Distance = i32; |
| 51 | + |
| 52 | + fn distance(&self, other: &Hamming<T>) -> Self::Distance { |
| 53 | + hamming_distance(*self, other.0) |
| 54 | + } |
| 55 | +} |
| 56 | + |
| 57 | +/// Hamming distance is a metric. |
| 58 | +impl<T: PrimInt> Metric for Hamming<T> {} |
| 59 | + |
| 60 | +impl<T: PrimInt> Metric<T> for Hamming<T> {} |
| 61 | + |
| 62 | +impl<T: PrimInt> Metric<Hamming<T>> for T {} |
| 63 | + |
| 64 | +#[cfg(test)] |
| 65 | +mod tests { |
| 66 | + use super::*; |
| 67 | + |
| 68 | + #[test] |
| 69 | + fn test_distance() { |
| 70 | + assert_eq!(hamming_distance(0, 0xFFFFFFFFu32), 32); |
| 71 | + |
| 72 | + assert_eq!(Hamming(0xFFFFFFFFu32).distance(&Hamming(0xAAAAAAAAu32)), 16); |
| 73 | + assert_eq!(Hamming(0x55555555u32).distance(&0xAAAAAAAAu32), 32); |
| 74 | + assert_eq!(0xDEADBEEFu32.distance(&Hamming(0xACABACABu32)), 10); |
| 75 | + } |
| 76 | +} |
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