Struct Cloud 

pub struct Cloud<const N: usize, F: Field> { /* private fields */ }

Defines the Cloud struct, representing a collection of points (vectors) in an N-dimensional space.

This module provides the Cloud type, which can be used to store and manage a set of points. It implements traits for basic collection operations, as well as for metric and normed space concepts, allowing for calculations like distance and norm.

A Cloud is essentially a set of vectors, providing basic Collection operations as well as metric and normed space functionalities.

Implementations

impl<F: Field, const N: usize> Cloud<N, F>

pub const fn new(points: Vec<FixedVector<N, F>>) -> Self

Creates a new Cloud from a given set of points.

Arguments

• points: A HashSet of Vector<N, F> representing the points in the cloud.

pub const fn points_ref(&self) -> &Vec<FixedVector<N, F>>

Returns a reference to the points in the cloud.

Trait Implementations

impl<const N: usize, F: Clone + Field> Clone for Cloud<N, F>

fn clone(&self) -> Cloud<N, F>

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl<const N: usize, F: Field + Copy + Sum<F>> Collection for Cloud<N, F>

type Item = FixedVector<N, F>

The type of elements stored in the collection.

fn contains(&self, point: &Self::Item) -> bool

Checks if an item is present in the collection.

fn is_empty(&self) -> bool

Determines if the collection is empty.

impl<const N: usize, F: Debug + Field> Debug for Cloud<N, F>

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<const N: usize, F: Field + Copy + Sum<F>> MetricSpace for Cloud<N, F>

fn distance(point_a: Self::Item, point_b: Self::Item) -> Self::Distance

Calculates the distance between two points in the cloud.

The distance is defined as the norm of the difference between the two points.

type Distance = F

The type used to represent distances between points

impl<const N: usize, F: Field + Copy + Sum<F>> NormedSpace for Cloud<N, F>

fn norm(point: Self::Item) -> Self::Norm

Calculates the norm of a point.

The norm is defined as the sum of the squares of its components (Euclidean norm).

type Norm = F

The type used to represent the norm of a vector