[orx-kdtree] add k-nearest neighbor search to kd-tree (#199)

This commit is contained in:
Yann Le Gall
2021-10-10 12:09:29 -07:00
committed by GitHub
parent a3bb1b296a
commit b8ee4d87eb
2 changed files with 83 additions and 1 deletions

View File

@@ -165,7 +165,6 @@ private fun <T> sqrDistance(left: T, right: T, dimensions: Int, mapper: (T, Int)
fun <T> findAllNodes(root: KDTreeNode<T>): List<KDTreeNode<T>> {
val stack = Stack<KDTreeNode<T>>()
val all = ArrayList<KDTreeNode<T>>()
stack.empty()
stack.push(root)
while (!stack.isEmpty()) {
val node = stack.pop()
@@ -184,6 +183,54 @@ fun <T> findAllNodes(root: KDTreeNode<T>): List<KDTreeNode<T>> {
}
fun <T> findKNearest(
root: KDTreeNode<T>,
item: T,
k: Int,
dimensions: Int,
mapper: (T, Int) -> Double
): List<T> {
// max-heap with size k
val queue = PriorityQueue<Pair<KDTreeNode<T>, Double>>(k + 1) {
nodeA, nodeB -> compareValues(nodeB.second, nodeA.second)
}
fun nearest(node: KDTreeNode<T>?, item: T) {
if (node != null) {
val dimensionValue = mapper(item, node.dimension)
val route: Int = if (dimensionValue < node.median) {
nearest(node.children[0], item)
0
} else {
nearest(node.children[1], item)
1
}
val distance = sqrDistance(item, node.item
?: throw IllegalStateException("item is null"), dimensions, mapper)
if (queue.size < k || distance < queue.peek().second) {
queue.add(Pair(node, distance))
if (queue.size > k) {
queue.poll()
}
}
val d = abs(node.median - dimensionValue)
if (d * d < queue.peek().second || queue.size < k) {
nearest(node.children[1 - route], item)
}
}
}
nearest(root, item)
return generateSequence { queue.poll() }
.map { it.first.item }
.filterNotNull()
.toList().reversed()
}
fun <T> findNearest(root: KDTreeNode<T>, item: T, dimensions: Int, mapper: (T, Int) -> Double): T? {
var nearest = java.lang.Double.POSITIVE_INFINITY
var nearestArg: KDTreeNode<T>? = null