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author | Tavian Barnes <tavianator@tavianator.com> | 2020-05-29 10:24:44 -0400 |
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committer | Tavian Barnes <tavianator@tavianator.com> | 2020-06-24 10:03:44 -0400 |
commit | 4876b9799c6dc62ab34500559d4584f4671ddb0f (patch) | |
tree | a96529807e68dc14bf760caf28db1b6e365ce419 | |
parent | 5deaaf8e584fbb8634ca3aa88852bc75b470e9a6 (diff) | |
download | acap-4876b9799c6dc62ab34500559d4584f4671ddb0f.tar.xz |
chebyshev: Implement Chebyshev distance
-rw-r--r-- | src/chebyshev.rs | 120 | ||||
-rw-r--r-- | src/lib.rs | 1 |
2 files changed, 121 insertions, 0 deletions
diff --git a/src/chebyshev.rs b/src/chebyshev.rs new file mode 100644 index 0000000..9391c69 --- /dev/null +++ b/src/chebyshev.rs @@ -0,0 +1,120 @@ +//! Chebyshev distance. + +use crate::coords::{Coordinates, CoordinateMetric, CoordinateProximity}; +use crate::distance::{Metric, Proximity}; + +use num_traits::{zero, Signed}; + +/// A point in Chebyshev space. +/// +/// This wrapper equips any [coordinate space] with the [Chebyshev distance] metric. +/// +/// [coordinate space]: [Coordinates] +/// [Chebyshev distance]: https://en.wikipedia.org/wiki/Chebyshev_distance +#[derive(Clone, Copy, Debug, Eq, PartialEq)] +pub struct Chebyshev<T>(pub T); + +impl<T> Chebyshev<T> { + /// Wrap a point. + pub fn new(point: T) -> Self { + Self(point) + } + + /// Unwrap a point. + pub fn inner(&self) -> &T { + &self.0 + } + + /// Unwrap a point. + pub fn into_inner(self) -> T { + self.0 + } +} + +impl<T: Coordinates> Coordinates for Chebyshev<T> { + type Value = T::Value; + + fn dims(&self) -> usize { + self.0.dims() + } + + fn coord(&self, i: usize) -> Self::Value { + self.0.coord(i) + } +} + +/// Compute the Chebyshev distance between two points. +pub fn chebyshev_distance<T, U>(x: T, y: U) -> T::Value +where + T: Coordinates, + U: Coordinates<Value = T::Value>, +{ + debug_assert!(x.dims() == y.dims()); + + let mut max = zero(); + + for i in 0..x.dims() { + let diff = (x.coord(i) - y.coord(i)).abs(); + if diff > max { + max = diff; + } + } + + max +} + +/// The Chebyshev distance function. +impl<T: Coordinates> Proximity for Chebyshev<T> { + type Distance = T::Value; + + fn distance(&self, other: &Self) -> Self::Distance { + chebyshev_distance(self, other) + } +} + +impl<T: Coordinates> Proximity<T> for Chebyshev<T> { + type Distance = T::Value; + + fn distance(&self, other: &T) -> Self::Distance { + chebyshev_distance(self, other) + } +} + +impl<T: Coordinates> Proximity<Chebyshev<T>> for T { + type Distance = T::Value; + + fn distance(&self, other: &Chebyshev<T>) -> Self::Distance { + chebyshev_distance(self, other) + } +} + +/// Chebyshev distance is a metric. +impl<T: Coordinates> Metric for Chebyshev<T> {} + +impl<T: Coordinates> Metric<T> for Chebyshev<T> {} + +impl<T: Coordinates> Metric<Chebyshev<T>> for T {} + +impl<T: Coordinates> CoordinateProximity<T::Value> for Chebyshev<T> { + type Distance = T::Value; + + fn distance_to_coords(&self, coords: &[T::Value]) -> Self::Distance { + chebyshev_distance(self, coords) + } +} + +impl<T: Coordinates> CoordinateMetric<T::Value> for Chebyshev<T> {} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn test_distance() { + assert_eq!(chebyshev_distance(&[-3, 4], &[4, -3]), 7); + + assert_eq!(Chebyshev([-3, 4]).distance(&Chebyshev([4, -3])), 7); + assert_eq!(Chebyshev([-3, 4]).distance(&[4, -3]), 7); + assert_eq!([-3, 4].distance(&Chebyshev([4, -3])), 7); + } +} @@ -90,6 +90,7 @@ //! [`nearest_within()`]: NearestNeighbors#method.nearest_within //! [`k_nearest_within()`]: NearestNeighbors#method.k_nearest_within +pub mod chebyshev; pub mod coords; pub mod distance; pub mod euclid; |