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refactor: improving DisjointSetUnion
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Lines changed: 38 additions & 26 deletions
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package com.thealgorithms.datastructures.disjointsetunion;
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/**
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* Disjoint Set Union or DSU is useful for solving problems related to connected components,
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* cycle detection in graphs, and maintaining relationships in disjoint sets of data.
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* It is commonly employed in graph algorithms and problems.
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* Disjoint Set Union (DSU), also known as Union-Find, is a data structure that tracks a set of elements
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* partitioned into disjoint (non-overlapping) subsets. It supports two primary operations efficiently:
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*
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* @see <a href="https://en.wikipedia.org/wiki/Disjoint-set_data_structure">Disjoint Set Union</a>
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* <ul>
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* <li>Find: Determine which subset a particular element belongs to.</li>
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* <li>Union: Merge two subsets into a single subset.</li>
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* </ul>
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*
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* @see <a href="https://en.wikipedia.org/wiki/Disjoint-set_data_structure">Disjoint Set Union (Wikipedia)</a>
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*/
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public class DisjointSetUnion<T> {
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/**
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* Creates a new node of DSU with parent initialised as same node
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* Creates a new disjoint set containing the single specified element.
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*
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* @param value the element to be placed in a new singleton set
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* @return a node representing the new set
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*/
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public Node<T> makeSet(final T x) {
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return new Node<T>(x);
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public Node<T> makeSet(final T value) {
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return new Node<>(value);
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}
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/**
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* Finds and returns the representative (root) element of the set to which a given element belongs.
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* This operation uses path compression to optimize future findSet operations.
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* Finds and returns the representative (root) of the set containing the given node.
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* This method applies path compression to flatten the tree structure for future efficiency.
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*
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* @param node the node whose set representative is to be found
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* @return the representative (root) node of the set
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*/
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public Node<T> findSet(Node<T> node) {
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while (node != node.parent) {
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node = node.parent;
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if (node != node.parent) {
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node.parent = findSet(node.parent); // Path compression
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}
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return node;
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return node.parent;
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}
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/**
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* Unions two sets by merging their representative elements. The merge is performed based on the rank of each set
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* to ensure efficient merging and path compression to optimize future findSet operations.
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* Merges the sets containing the two given nodes. Union by rank is used to attach the smaller tree under the larger one.
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* If both sets have the same rank, one becomes the parent and its rank is incremented.
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*
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* @param x a node in the first set
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* @param y a node in the second set
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*/
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public void unionSets(final Node<T> x, final Node<T> y) {
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Node<T> nx = findSet(x);
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Node<T> ny = findSet(y);
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public void unionSets(Node<T> x, Node<T> y) {
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Node<T> rootX = findSet(x);
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Node<T> rootY = findSet(y);
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if (nx == ny) {
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return; // Both elements already belong to the same set.
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if (rootX == rootY) {
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return; // They are already in the same set
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}
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// Merging happens based on rank of node, this is done to avoid long chaining of nodes and reduce time
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// to find root of the component. Idea is to attach small components in big, instead of other way around.
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if (nx.rank > ny.rank) {
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ny.parent = nx;
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} else if (ny.rank > nx.rank) {
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nx.parent = ny;
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if (rootX.rank > rootY.rank) {
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rootY.parent = rootX;
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} else if (rootY.rank > rootX.rank) {
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rootX.parent = rootY;
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} else {
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// Both sets have the same rank; choose one as the parent and increment the rank.
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ny.parent = nx;
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nx.rank++;
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rootY.parent = rootX;
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rootX.rank++;
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}
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}
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}

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