Cleaner
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@ -4,7 +4,6 @@ version = "0.1.0"
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authors = ["Thomas Forgione <thomas@tforgione.fr>"]
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[dependencies]
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num = "*"
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[[bin]]
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name = "kdtree-example"
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@ -1,45 +1,26 @@
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extern crate num;
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extern crate kdtree;
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use std::fmt;
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use std::ops::Index;
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use kdtree::Zero;
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use kdtree::KdTree;
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#[derive(Copy, Clone)]
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#[derive(Clone)]
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struct Vector2 {
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data: [f64; 2],
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}
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impl Vector2 {
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pub fn new(x: f64, y: f64) -> Vector2 {
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Vector2 {
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data: [x, y],
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}
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}
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}
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impl Index<usize> for Vector2 {
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type Output = f64;
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fn index(&self, index: usize) -> &f64 {
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&self.data[index]
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}
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}
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impl Zero for Vector2 {
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fn zero() -> Vector2 {
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Vector2::new(0.0, 0.0)
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Vector2 { data: [x, y] }
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}
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}
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impl fmt::Display for Vector2 {
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fn fmt(&self, formatter: &mut fmt::Formatter) -> fmt::Result {
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write!(formatter, "({}, {})", self[0], self[1])
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write!(formatter, "({}, {})", self.data[0], self.data[1])
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}
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}
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fn main() {
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let mut points = vec![
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Vector2::new(2.0, 3.0),
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@ -50,8 +31,12 @@ fn main() {
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Vector2::new(7.0, 2.0),
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];
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let kdtree = KdTree::new(&mut points, 2, 1);
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let kdtree = KdTree::new(
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&mut points,
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2,
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|coord, ref a, ref b| a.data[coord].partial_cmp(&b.data[coord]).unwrap(),
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1,
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);
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println!("{}", kdtree);
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}
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91
src/lib.rs
91
src/lib.rs
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@ -1,76 +1,96 @@
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extern crate num;
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use std::fmt;
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use std::ops::Index;
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use std::cmp::PartialOrd;
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pub trait Zero {
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fn zero() -> Self;
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}
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impl<T: num::Zero> Zero for T {
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fn zero() -> Self {
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num::Zero::zero()
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}
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}
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use std::cmp::Ordering;
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/// A k-dimension kd tree
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pub enum KdTree<T> {
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Node { location: T, left: Box<KdTree<T>>, right: Box<KdTree<T>> },
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Node {
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location: T,
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left: Box<KdTree<T>>,
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right: Box<KdTree<T>>,
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},
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Leaf(Vec<T>),
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}
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impl<T, U> KdTree<T> where T: Copy + Clone + Index<usize, Output = U> + Zero, U: PartialOrd {
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pub fn new(points: &mut [T], dimension: usize, leaf_size: usize) -> KdTree<T> {
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KdTree::new_with_depth(points, dimension, leaf_size, 0)
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impl<T: Clone> KdTree<T> where {
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pub fn new<F: Fn(usize, &T, &T) -> Ordering>(
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points: &mut [T],
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dimension: usize,
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comparator: F,
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leaf_size: usize,
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) -> KdTree<T> {
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KdTree::new_with_depth(points, dimension, &comparator, leaf_size, 0)
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}
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fn new_with_depth(points: &mut [T], dimension: usize, leaf_size: usize, depth: usize) -> KdTree<T> {
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fn new_with_depth<F: Fn(usize, &T, &T) -> Ordering>(
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points: &mut [T],
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dimension: usize,
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comparator: &F,
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leaf_size: usize,
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depth: usize,
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) -> KdTree<T> {
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// Select axis to work on
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let axis = depth % dimension;
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// Sort the points by axis
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points.sort_by(|p1, p2| p1[axis].partial_cmp(&p2[axis]).unwrap());
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points.sort_by(|a, b| comparator(axis, a, b));
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// Find the median
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let len = points.len();
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// If there are not enough elements for a leaf, make a leaf
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if len <= leaf_size {
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let mut contained = vec![Zero::zero(); len];
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contained.copy_from_slice(points);
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let mut contained = vec![];
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for p in points {
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contained.push(p.clone());
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}
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return KdTree::Leaf(contained);
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}
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// Else split what's remaining
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let delimiter = points.len() / 2;
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let median = points[delimiter];
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let median = points[delimiter].clone();
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// Build the left and right branches
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let zero = Zero::zero();
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let mut left = vec![zero; delimiter];
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left.copy_from_slice(&points[0..delimiter]);
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let mut left = vec![];
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for i in &points[0..delimiter] {
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left.push(i.clone());
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}
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let right = &mut points[delimiter + 1 .. len];
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let right = &mut points[delimiter + 1..len];
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// Recursive call
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KdTree::Node {
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location: median,
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left: Box::new(KdTree::new_with_depth(&mut left, dimension, leaf_size, depth + 1)),
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right: Box::new(KdTree::new_with_depth(right, dimension, leaf_size, depth + 1)),
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left: Box::new(KdTree::new_with_depth(
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&mut left,
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dimension,
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comparator,
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leaf_size,
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depth + 1,
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)),
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right: Box::new(KdTree::new_with_depth(
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right,
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dimension,
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comparator,
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leaf_size,
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depth + 1,
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)),
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}
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}
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}
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impl<T: Zero + Copy + Clone + fmt::Display + Index<usize>> KdTree<T> {
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impl<T: fmt::Display> KdTree<T> {
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fn print(&self, formatter: &mut fmt::Formatter, indent: &str) -> fmt::Result {
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match self {
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&KdTree::Node { location, ref left, ref right } => {
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&KdTree::Node {
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ref location,
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ref left,
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ref right,
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} => {
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writeln!(formatter, "{}{}", indent, location)?;
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left.print(formatter, &format!("{} ", indent))?;
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right.print(formatter, &format!("{} ", indent))?;
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},
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}
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&KdTree::Leaf(ref elements) => {
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write!(formatter, "{}[", indent)?;
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@ -78,16 +98,15 @@ impl<T: Zero + Copy + Clone + fmt::Display + Index<usize>> KdTree<T> {
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write!(formatter, "{}, ", element)?;
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}
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writeln!(formatter, "]")?;
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},
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}
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}
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Ok(())
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}
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}
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impl<T: Zero + Copy + Clone + fmt::Display + Index<usize>> fmt::Display for KdTree<T> {
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impl<T: fmt::Display> fmt::Display for KdTree<T> {
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fn fmt(&self, formatter: &mut fmt::Formatter) -> fmt::Result {
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self.print(formatter, "")
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}
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}
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