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KdTree.java
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KdTree.java
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/***
* Author: Paul Rodriguez
* Created: 3/11/2014
* Last Updated: 3/14/2014
*/
import java.util.Comparator;
import java.util.ArrayList;
public class KdTree
{
private static class Node
{
private Point2D point;
private RectHV rect;
private boolean isVertical;
private Node left;
private Node right;
private Node(Point2D p, boolean vertical, Node left, Node right, RectHV rectangle)
{
this.point = p;
this.isVertical = vertical;
this.left = left;
this.right = right;
this.rect = rectangle;
}
public RectHV getRect()
{
return this.rect;
}
public Point2D getPoint()
{
return point;
}
public boolean vertical()
{
return isVertical;
}
public Node getLeft()
{
return left;
}
public Node getRight()
{
return right;
}
public void setLeftNode(Node leftNode)
{
this.left = leftNode;
}
public void setRightNode(Node rightNode)
{
this.right = rightNode;
}
}
private Node root;
private int size;
public KdTree()
{
root = null;
size = 0;
}
public boolean isEmpty()
{
return root == null;
}
public int size()
{
return size;
}
public void insert(Point2D p)
{
// base case: empty tree
if (size == 0)
{
RectHV rect = new RectHV(0.0, 0.0, 1.0, 1.0);
root = new Node(p, true, null, null, rect);
size++;
return;
}
//StdOut.println("root is not null");
// point at root initially
Node n = root;
Comparator<Point2D> comparator = Point2D.Y_ORDER;
while (n != null)
{
// return if point is already in the tree
if (n.getPoint().equals(p))
return;
// if we are at a vertical node
if (n.vertical())
{
comparator = Point2D.X_ORDER;
}
else
{
comparator = Point2D.Y_ORDER;
}
// go to the left if point left to vertical point or below a horizontal point
if (comparator.compare(p, n.getPoint()) < 0)
{
// if the left point is null then create new node and set it
if (n.getLeft() == null)
{
RectHV rect = null;
if (n.vertical())
{
// point to left of current point
rect = new RectHV(n.getRect().xmin(), n.getRect().ymin(), n.getPoint().x(), n.getRect().ymax());
}
else
{
// point at bottom of current point
rect = new RectHV(n.getRect().xmin(), n.getRect().ymin(), n.getRect().xmax(), n.getPoint().y());
}
// create new node to be inserted to
Node leftNode = new Node(p, !n.vertical(), null, null, rect);
n.setLeftNode(leftNode);
size++;
break;
}
n = n.getLeft();
}
else
{
// reached end so insert new node to right
if (n.getRight() == null)
{
RectHV rect = null;
if (n.vertical())
{
// right to vertical point
rect = new RectHV(n.getPoint().x(), n.getRect().ymin(), n.getRect().xmax(), n.getRect().ymax());
}
else
{
// top of horizontal point
rect = new RectHV(n.getRect().xmin(), n.getPoint().y(), n.getRect().xmax(), n.getRect().ymax());
}
Node rightNode = new Node(p, !n.vertical(), null, null, rect);
n.setRightNode(rightNode);
size++;
break;
}
n = n.getRight();
}
}
}
public boolean contains(Point2D p)
{
return containsRecursive(root, p);
}
private boolean containsRecursive(Node node, Point2D point) {
if (node == null)
{
return false;
}
Point2D nPoint = node.getPoint();
if (nPoint.equals(point))
{
return true;
}
Comparator<Point2D> comparator = null;
if (node.vertical()) {
comparator = Point2D.X_ORDER;
}
else
{
comparator = Point2D.Y_ORDER;
}
if (comparator.compare(point, nPoint) < 0)
{
return containsRecursive(node.getLeft(), point);
}
else
{
return containsRecursive(node.getRight(), point);
}
}
public void draw() {
// draw the black box points are supposed to be in
StdDraw.setPenColor(StdDraw.BLACK);
Point2D b0 = new Point2D(0.0, 0.0);
Point2D b1 = new Point2D(1.0, 0.0);
b0.drawTo(b1);
Point2D l0 = new Point2D(0.0, 0.0);
Point2D l1 = new Point2D(0.0, 1.0);
l0.drawTo(l1);
Point2D t0 = new Point2D(0.0, 1.0);
Point2D t1 = new Point2D(1.0, 1.0);
t0.drawTo(t1);
Point2D r0 = new Point2D(1.0, 0.0);
Point2D r1 = new Point2D(1.0, 1.0);
r0.drawTo(r1);
drawRecursive(root);
}
private void drawRecursive(Node node) {
if (node == null) {
return;
}
RectHV rect = node.getRect();
Point2D point = node.getPoint();
StdDraw.setPenColor(StdDraw.BLACK);
StdDraw.setPenRadius(0.01);
point.draw();
if (node.vertical()) {
StdDraw.setPenColor(StdDraw.RED);
StdDraw.setPenRadius();
Point2D bottom = new Point2D(point.x(), rect.ymin());
Point2D top = new Point2D(point.x(), rect.ymax());
bottom.drawTo(top);
drawRecursive(node.getLeft());
drawRecursive(node.getRight());
}
else
{
StdDraw.setPenColor(StdDraw.BLUE);
StdDraw.setPenRadius();
Point2D left = new Point2D(rect.xmin(), point.y());
Point2D right = new Point2D(rect.xmax(), point.y());
left.drawTo(right);
drawRecursive(node.getLeft());
drawRecursive(node.getRight());
}
}
// TODO
public Iterable<Point2D> range(RectHV rect) {
ArrayList<Point2D> pointsInRange = new ArrayList<Point2D>();
rangeRecursive(pointsInRange, rect, root);
return pointsInRange;
}
private void rangeRecursive(ArrayList<Point2D> rangeList, RectHV rect, Node n)
{
if (n == null)
return;
Point2D p = n.getPoint();
if (rect.contains(p))
rangeList.add(p);
double pointCoord = p.y();
double rectMin = rect.ymin();
double rectMax = rect.ymax();
if (n.vertical())
{
pointCoord = p.x();
rectMin = rect.xmin();
rectMax = rect.xmax();
}
if (pointCoord > rectMin)
rangeRecursive(rangeList, rect, n.getLeft());
if (pointCoord <= rectMax)
rangeRecursive(rangeList, rect, n.getRight());
}
private Comparator<Point2D> distanceOrder(final Point2D queryPoint) {
return new Comparator<Point2D>() {
public int compare(Point2D p1, Point2D p2) {
double dist1 = queryPoint.distanceSquaredTo(p1);
double dist2 = queryPoint.distanceSquaredTo(p2);
if (dist1 < dist2) return -1;
else if (dist1 > dist2) return +1;
else return 0;
}
};
}
public Point2D nearest(Point2D p)
{
if (size == 0)
return null;
MinPQ<Point2D> minpt = new MinPQ<Point2D>(distanceOrder(p));
nearestRecursive(minpt, root, p, new RectHV(0.0, 0.0, 1.0, 1.0));
return minpt.min();
}
private void nearestRecursive(MinPQ<Point2D> m, Node n, Point2D p, RectHV rect)
{
if (n == null)
return;
Point2D nPoint = n.getPoint();
m.insert(nPoint);
// this is so that it doesnt make too much calls to methods of Point2D and RectHV
double rectXmin = rect.xmin();
double rectXmax = rect.xmax();
double rectYmin = rect.ymin();
double rectYmax = rect.ymax();
double pointx = nPoint.x();
double pointy = nPoint.y();
if (n.vertical())
{
RectHV leftRect = new RectHV(rectXmin, rectYmin,
pointx, rectYmax);
RectHV rightRect = new RectHV(pointx, rectYmin,
rectXmax, rectYmax);
if (p.x() < pointx)
{
nearestRecursive(m, n.getLeft(), p, leftRect);
double distanceToNearest = m.min().distanceSquaredTo(p);
double distanceToRect = rightRect.distanceSquaredTo(p);
if (distanceToRect < distanceToNearest)
{
nearestRecursive(m, n.getRight(), p, rightRect);
}
/*Node nRight = n.getRight();
if (nRight != null)
{
// if distance to other rectangle is less than current min ditance point
if (nRight.getRect().distanceSquaredTo(p) < m.min().distanceSquaredTo(p))
nearestRecursive(m, n.getRight(), p);
}*/
}
else
{
nearestRecursive(m, n.getRight(), p, rightRect);
double distanceToNearest = m.min().distanceSquaredTo(p);
double distanceToRect = leftRect.distanceSquaredTo(p);
if (distanceToRect < distanceToNearest)
{
nearestRecursive(m, n.getLeft(), p, leftRect);
}
/*Node nLeft = n.getLeft();
if(nLeft != null)
{
// if distance to other rectangle is less than current min ditance point
if (nLeft.getRect().distanceSquaredTo(p) < m.min().distanceSquaredTo(p))
nearestRecursive(m, n.getLeft(), p);
}*/
}
}
else
{
// for horizontal lines
RectHV bottomRect = new RectHV(rectXmin, rectYmin, rectXmax, pointy);
RectHV topRect = new RectHV(rectXmin, pointy, rectXmax, rectYmax);
// if point lies below the horizonal line of current search point
if (p.y() < pointy)
{
nearestRecursive(m, n.getLeft(), p, bottomRect);
double distanceToNearest = m.min().distanceSquaredTo(p);
double distanceToRect = topRect.distanceSquaredTo(p);
if (distanceToRect < distanceToNearest)
{
nearestRecursive(m, n.getRight(), p, topRect);
}
/*
Node nBottom = n.getLeft();
if (nBottom != null)
{
if (nBottom.getRect().distanceSquaredTo(p) < m.min().distanceSquaredTo(p))
nearestRecursive(m, n.getRight(), p);
}*/
}
else
{
nearestRecursive(m, n.getRight(), p, topRect);
double distanceToNearest = m.min().distanceSquaredTo(p);
double distanceToRect = bottomRect.distanceSquaredTo(p);
if (distanceToRect < distanceToNearest)
{
nearestRecursive(m, n.getLeft(), p, bottomRect);
}
/*
Node nTop = n.getRight();
if (nTop != null)
{
if (nTop.getRect().distanceSquaredTo(p) < m.min().distanceSquaredTo(p))
nearestRecursive(m, n.getLeft(), p);
}*/
}
}
}
}