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kdtree.js
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class KDNode{
// axis : 0 - x, 1 - y bitmask
constructor(axis, mid,left,right, array,sz,aabb){
this.size = sz;
this.axis = axis;
this.val = mid;
this.left = left;
this.right = right;
this.array = array.map(a=>a);
this.bb = aabb;
}
}
function Median(l,pivot_fn = PickPivot){
if(l.length % 2 == 1)
return QuickSelect(l,l.length/2,pivot_fn);
else return 0.5*(QuickSelect(l,l.length/2,pivot_fn)+QuickSelect(l,l.length/2-1,pivot_fn));
}
function QuickSelect(l,k,pivot_fn){
k = Math.floor(k);
if(l.length == 1){
if(k != 0) throw new Error("k is out of range");
return l[0];
}
let pivot = pivot_fn(l);
let lows = [],highs = [],pivots = [];
for(let i = 0; i < l.length; ++i){
if(l[i] < pivot) lows.push(l[i]);
else if(l[i] > pivot) highs.push(l[i]);
else pivots.push(l[i]);
}
if(k < lows.length){
return QuickSelect(lows,k,pivot_fn);
}else if(k < lows.length + pivots.length){
return pivots[0];
}else{
return QuickSelect(highs,k - lows.length - pivots.length,pivot_fn);
}
}
function PickPivot(l){
if(l.length == 0){
throw new Error("Empty array");
}
if(l.length < 5){
l.sort((a,b)=>{
if(a < b) return -1;
else if(a > b) return 1;
else return 0;
});
if(l.length % 2 == 1) return l[l.length/2];
else return 0.5*(l[l.length/2] + l[l.length/2-1]);
}
let chunks = Chunked(l,5);
let full_chunks = [];
for(let i of chunks){
if(i.length == 5){
i.sort((a,b)=>{
if(a < b) return -1;
else if(a > b) return 1;
else return 0;
});
full_chunks.push(i);
}
}
let medians = [];
for(let i = 0; i < full_chunks.length; ++i){
medians.push(full_chunks[i][2]);
}
let median_of_medians = Median(medians,PickPivot);
return median_of_medians;
}
function Chunked(l,chunk_size){
let chunks = [[]];
let j = 0,cur = 0;
for(let i = 0; i < l.length; ++i){
if(cur < chunk_size){
chunks[j].push(l[i]);
++cur;
}else
{
cur = 1;
++j;
chunks.push([]);
chunks[j].push(l[i]);
}
}
return chunks;
}
function DevideX(points){
let l = points.map(a=>a.x);
let m = Median(l);
let left = points.filter(a=>a.x < m),
right = points.filter(a=>a.x > m),
mid = points.filter(a=>a.x==m);
return {pivot: m,low: left, high: right, center: mid};
}
function DevideY(points){
let l = points.map(a=>a.y);
let m = Median(l);
let left = points.filter(a=>a.y < m),
right = points.filter(a=>a.y > m),
mid = points.filter(a=> (a.y === m));
//console.log(mid,m);
return {pivot: m,low: left, high: right, center: mid};
}
function BuildKDTree(set,bb){
if(set.length == 0){
return null;
}
if(set.length <= 1){
return new KDNode(0,0,null,null,set,1,bb);
}
let divisionX = DevideX(set), divisionY = DevideY(set);
if(divisionX.center.length <= divisionY.center.length){
return new KDNode(0,divisionX.pivot,BuildKDTree(divisionX.low,{x:bb.x,y: bb.y,width:divisionX.pivot - bb.x,height:bb.height}),
BuildKDTree(divisionX.high,{x:divisionX.pivot,y:bb.y,width: bb.x + bb.width - divisionX.pivot,height:bb.height}),divisionX.center,set.length,bb);
}else{
return new KDNode(1,divisionY.pivot,BuildKDTree(divisionY.low,{x:bb.x,y:divisionY.pivot,width:bb.width,height:divisionY.pivot - bb.y + bb.height}),
BuildKDTree(divisionY.high,{x:bb.x,y:bb.y,width:bb.width,height:bb.y - divisionY.pivot}),divisionY.center,set.length,bb);
}
}
function Dist(p, point){
return Math.sqrt((p.x - point.x)*(p.x - point.x) + (p.y - point.y)*(p.y - point.y));
}
function CheckRadius(p,r,bb){
let dx,dy;
dx = p.x - Math.max(bb.x,Math.min(p.x,bb.x + bb.width));
dy = Math.max(bb.y - bb.height,Math.min(p.y,bb.y)) - p.y;
return ((dx*dx + dy*dy) <= r*r);
}
function InRadius(point,radius,node){
if(node == null){
return [];
}
if(!node.left && !node.right){
return node.array.filter(a => Dist(point,a) <= radius);
}
if(node.axis == 0){
if(point.x < node.val){
let r = InRadius(point,radius,node.left).concat(node.array.filter(a => Dist(point,a) <= radius));
if(node.right && CheckRadius(point,radius,node.right.bb)){
r = r.concat(InRadius(point,radius,node.right));
}
return r;
}else{
let r = InRadius(point,radius,node.right).concat(node.array.filter(a => Dist(point,a) <= radius));
if(node.left && CheckRadius(point,radius,node.left.bb)){
r = r.concat(InRadius(point,radius,node.left));
}
return r;
}
}else{
if(point.y < node.val){
let r = InRadius(point,radius,node.left).concat(node.array.filter(a => Dist(point,a) <= radius));
if(node.right && CheckRadius(point,radius,node.right.bb)){
r = r.concat(InRadius(point,radius,node.right));
}
return r;
}else{
let r = InRadius(point,radius,node.right).concat(node.array.filter(a => Dist(point,a) <= radius));
if(node.left && CheckRadius(point,radius,node.left.bb)){
r = r.concat(InRadius(point,radius,node.left));
}
return r;
}
}
}