pub struct CompositeDistance<A: DistanceMetric, B: DistanceMetric> { /* private fields */ }Expand description
Weighted combination of two distance metrics.
Computes weight_a * A::distance(a, b) + weight_b * B::distance(a, b).
This lets callers express composite similarity notions such as “0.6 * string_similarity + 0.4 * embedding_distance” as a single metric that plugs into any clustering algorithm.
use clump::cluster::distance::{CompositeDistance, SquaredEuclidean, Euclidean, DistanceMetric};
let metric = CompositeDistance::new(SquaredEuclidean, Euclidean, 0.5, 0.5);
let d = metric.distance(&[0.0, 0.0], &[3.0, 4.0]);
// 0.5 * 25.0 + 0.5 * 5.0 = 15.0
assert!((d - 15.0).abs() < 1e-6);Implementations§
Source§impl<A: DistanceMetric, B: DistanceMetric> CompositeDistance<A, B>
impl<A: DistanceMetric, B: DistanceMetric> CompositeDistance<A, B>
Trait Implementations§
Source§impl<A: Clone + DistanceMetric, B: Clone + DistanceMetric> Clone for CompositeDistance<A, B>
impl<A: Clone + DistanceMetric, B: Clone + DistanceMetric> Clone for CompositeDistance<A, B>
Source§fn clone(&self) -> CompositeDistance<A, B>
fn clone(&self) -> CompositeDistance<A, B>
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl<A: Debug + DistanceMetric, B: Debug + DistanceMetric> Debug for CompositeDistance<A, B>
impl<A: Debug + DistanceMetric, B: Debug + DistanceMetric> Debug for CompositeDistance<A, B>
Source§impl<A: DistanceMetric, B: DistanceMetric> DistanceMetric for CompositeDistance<A, B>
impl<A: DistanceMetric, B: DistanceMetric> DistanceMetric for CompositeDistance<A, B>
Auto Trait Implementations§
impl<A, B> Freeze for CompositeDistance<A, B>
impl<A, B> RefUnwindSafe for CompositeDistance<A, B>where
A: RefUnwindSafe,
B: RefUnwindSafe,
impl<A, B> Send for CompositeDistance<A, B>
impl<A, B> Sync for CompositeDistance<A, B>
impl<A, B> Unpin for CompositeDistance<A, B>
impl<A, B> UnsafeUnpin for CompositeDistance<A, B>where
A: UnsafeUnpin,
B: UnsafeUnpin,
impl<A, B> UnwindSafe for CompositeDistance<A, B>where
A: UnwindSafe,
B: UnwindSafe,
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read more