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* Add files via upload # Class Based DSU -Using Path Compression to get the best time complexity O(1) -Using Union Rank to keep track of changes using parent(p) O(logN) * Class based DSU : Path Compression O(1) and Union Rank O(logN) * made changes to satisfy the meets of the PR changes made to satisfy the needs of the PR - used base lib instead of <bits/stdc++.h> - changed all stdin's and included pre-declared test cases * removed stdin for testing * changed file name from upper case to lower case * made necessary changes * Delete DSU_union_rank.cpp * Delete DSU_path_compresssion.cpp * added explicit to contructors, return 0, n=dec * Delete dsu_path_compresssion.cpp * added documentations, to match the typical structure Added @brief @details @author @param @returns * Update data_structures/dsu_union_rank.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_union_rank.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * added self-implementation test cases, changed int to uint64_t * std::cout after assert * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_union_rank.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * updating DIRECTORY.md * clang-format and clang-tidy fixes forb8c37d09
* Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * documentation changes * Update dsu_union_rank.cpp * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_union_rank.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_union_rank.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_union_rank.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * clang-format and clang-tidy fixes for18843179
* Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_path_compression.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update data_structures/dsu_union_rank.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * clang-format and clang-tidy fixes for5c24d9a9
* Update data_structures/dsu_union_rank.cpp Co-authored-by: David Leal <halfpacho@gmail.com> Co-authored-by: David Leal <halfpacho@gmail.com> Co-authored-by: github-actions <${GITHUB_ACTOR}@users.noreply.github.com> Co-authored-by: Abhinn Mishra <49574460+mishraabhinn@users.noreply.github.com> Co-authored-by: Ayaan Khan <ayaankhan98@gmail.com>
188 lines
5.7 KiB
C++
188 lines
5.7 KiB
C++
/**
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* @file
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* @brief [DSU (Disjoint
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* sets)](https://en.wikipedia.org/wiki/Disjoint-set-data_structure)
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* @details
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* dsu : It is a very powerful data structure which keeps track of different
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* clusters(sets) of elements, these sets are disjoint(doesnot have a common
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* element). Disjoint sets uses cases : for finding connected components in a
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* graph, used in Kruskal's algorithm for finding Minimum Spanning tree.
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* Operations that can be performed:
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* 1) UnionSet(i,j): add(element i and j to the set)
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* 2) findSet(i): returns the representative of the set to which i belogngs to.
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* 3) getParents(i): prints the parent of i and so on and so forth.
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* Below is the class-based approach which uses the heuristic of union-ranks.
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* Using union-rank in findSet(i),we are able to get to the representative of i
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* in slightly delayed O(logN) time but it allows us to keep tracks of the
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* parent of i.
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* @author [AayushVyasKIIT](https://github.com/AayushVyasKIIT)
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* @see dsu_path_compression.cpp
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*/
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#include <cassert> /// for assert
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#include <iostream> /// for IO operations
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#include <vector> /// for std::vector
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using std::cout;
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using std::endl;
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using std::vector;
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/**
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* @brief Disjoint sets union data structure, class based representation.
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* @param n number of elements
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*/
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class dsu {
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private:
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vector<uint64_t> p; ///< keeps track of the parent of ith element
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vector<uint64_t> depth; ///< tracks the depth(rank) of i in the tree
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vector<uint64_t> setSize; ///< size of each chunk(set)
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public:
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/**
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* @brief constructor for initialising all data members
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* @param n number of elements
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*/
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explicit dsu(uint64_t n) {
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p.assign(n, 0);
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/// initially all of them are their own parents
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depth.assign(n, 0);
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setSize.assign(n, 0);
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for (uint64_t i = 0; i < n; i++) {
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p[i] = i;
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depth[i] = 0;
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setSize[i] = 1;
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}
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}
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/**
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* @brief Method to find the representative of the set to which i belongs
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* to, T(n) = O(logN)
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* @param i element of some set
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* @returns representative of the set to which i belongs to
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*/
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uint64_t findSet(uint64_t i) {
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/// using union-rank
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while (i != p[i]) {
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i = p[i];
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}
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return i;
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}
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/**
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* @brief Method that combines two disjoint sets to which i and j belongs to
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* and make a single set having a common representative.
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* @param i element of some set
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* @param j element of some set
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* @returns void
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*/
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void unionSet(uint64_t i, uint64_t j) {
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/// checks if both belongs to same set or not
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if (isSame(i, j)) {
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return;
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}
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/// we find representative of the i and j
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uint64_t x = findSet(i);
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uint64_t y = findSet(j);
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/// always keeping the min as x
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/// in order to create a shallow tree
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if (depth[x] > depth[y]) {
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std::swap(x, y);
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}
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/// making the shallower tree, root parent of the deeper root
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p[x] = y;
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/// if same depth, then increase one's depth
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if (depth[x] == depth[y]) {
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depth[y]++;
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}
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/// total size of the resultant set
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setSize[y] += setSize[x];
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}
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/**
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* @brief A utility function which check whether i and j belongs to same set
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* or not
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* @param i element of some set
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* @param j element of some set
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* @returns `true` if element i and j are in same set
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* @returns `false` if element i and j are not in same set
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*/
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bool isSame(uint64_t i, uint64_t j) {
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if (findSet(i) == findSet(j)) {
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return true;
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}
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return false;
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}
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/**
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* @brief Method to print all the parents of i, or the path from i to
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* representative.
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* @param i element of some set
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* @returns void
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*/
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vector<uint64_t> getParents(uint64_t i) {
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vector<uint64_t> ans;
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while (p[i] != i) {
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ans.push_back(i);
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i = p[i];
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}
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ans.push_back(i);
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return ans;
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}
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};
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/**
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* @brief Self-implementations, 1st test
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* @returns void
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*/
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static void test1() {
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/* checks the parents in the resultant structures */
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uint64_t n = 10; ///< number of elements
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dsu d(n + 1); ///< object of class disjoint sets
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d.unionSet(2, 1); ///< performs union operation on 1 and 2
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d.unionSet(1, 4);
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d.unionSet(8, 1);
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d.unionSet(3, 5);
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d.unionSet(5, 6);
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d.unionSet(5, 7);
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d.unionSet(9, 10);
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d.unionSet(2, 10);
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// keeping track of the changes using parent pointers
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vector<uint64_t> ans = {7, 5};
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for (uint64_t i = 0; i < ans.size(); i++) {
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assert(d.getParents(7).at(i) ==
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ans[i]); // makes sure algorithm works fine
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}
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cout << "1st test passed!" << endl;
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}
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/**
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* @brief Self-implementations, 2nd test
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* @returns void
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*/
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static void test2() {
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// checks the parents in the resultant structures
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uint64_t n = 10; ///< number of elements
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dsu d(n + 1); ///< object of class disjoint sets
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d.unionSet(2, 1); /// performs union operation on 1 and 2
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d.unionSet(1, 4);
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d.unionSet(8, 1);
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d.unionSet(3, 5);
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d.unionSet(5, 6);
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d.unionSet(5, 7);
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d.unionSet(9, 10);
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d.unionSet(2, 10);
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/// keeping track of the changes using parent pointers
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vector<uint64_t> ans = {2, 1, 10};
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for (uint64_t i = 0; i < ans.size(); i++) {
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assert(d.getParents(2).at(i) ==
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ans[i]); /// makes sure algorithm works fine
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}
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cout << "2nd test passed!" << endl;
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}
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/**
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* @brief Main function
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* @returns 0 on exit
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*/
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int main() {
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test1(); // run 1st test case
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test2(); // run 2nd test case
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return 0;
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}
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