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* algorithm: LCA by binary lifting * removed trailing spaces * reduced code duplication by importing code from other file * made requested changes
83 lines
2.8 KiB
JavaScript
83 lines
2.8 KiB
JavaScript
/**
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* Author: Adrito Mukherjee
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* Binary Lifting implementation in Javascript
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* Binary Lifting is a technique that is used to find the kth ancestor of a node in a rooted tree with N nodes
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* The technique requires preprocessing the tree in O(N log N) using dynamic programming
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* The techniqe can answer Q queries about kth ancestor of any node in O(Q log N)
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* It is faster than the naive algorithm that answers Q queries with complexity O(Q K)
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* It can be used to find Lowest Common Ancestor of two nodes in O(log N)
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* Tutorial on Binary Lifting: https://codeforces.com/blog/entry/100826
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*/
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export class BinaryLifting {
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constructor (root, tree) {
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this.root = root
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this.connections = new Map()
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this.up = new Map() // up[node][i] stores the 2^i-th parent of node
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for (const [i, j] of tree) {
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this.addEdge(i, j)
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}
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this.log = Math.ceil(Math.log2(this.connections.size))
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this.dfs(root, root)
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}
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addNode (node) {
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// Function to add a node to the tree (connection represented by set)
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this.connections.set(node, new Set())
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}
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addEdge (node1, node2) {
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// Function to add an edge (adds the node too if they are not present in the tree)
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if (!this.connections.has(node1)) {
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this.addNode(node1)
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}
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if (!this.connections.has(node2)) {
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this.addNode(node2)
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}
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this.connections.get(node1).add(node2)
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this.connections.get(node2).add(node1)
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}
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dfs (node, parent) {
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// The dfs function calculates 2^i-th ancestor of all nodes for i ranging from 0 to this.log
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// We make use of the fact the two consecutive jumps of length 2^(i-1) make the total jump length 2^i
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this.up.set(node, new Map())
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this.up.get(node).set(0, parent)
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for (let i = 1; i < this.log; i++) {
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this.up
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.get(node)
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.set(i, this.up.get(this.up.get(node).get(i - 1)).get(i - 1))
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}
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for (const child of this.connections.get(node)) {
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if (child !== parent) this.dfs(child, node)
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}
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}
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kthAncestor (node, k) {
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// if value of k is more than or equal to the number of total nodes, we return the root of the graph
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if (k >= this.connections.size) {
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return this.root
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}
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// if i-th bit is set in the binary representation of k, we jump from a node to its 2^i-th ancestor
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// so after checking all bits of k, we will have made jumps of total length k, in just log k steps
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for (let i = 0; i < this.log; i++) {
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if (k & (1 << i)) {
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node = this.up.get(node).get(i)
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}
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}
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return node
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}
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}
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function binaryLifting (root, tree, queries) {
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const graphObject = new BinaryLifting(root, tree)
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const ancestors = []
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for (const [node, k] of queries) {
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const ancestor = graphObject.kthAncestor(node, k)
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ancestors.push(ancestor)
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}
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return ancestors
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}
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export default binaryLifting
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