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Merge branch 'master' into cmake
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113
bit_manipulation/gray_code.cpp
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113
bit_manipulation/gray_code.cpp
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/**
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* @brief Program to generate n-bit [Gray
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* code](https://en.wikipedia.org/wiki/Gray_code)
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*
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* @details
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* Gray code is a binary numeral system
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* where consecutive values differ in exactly 1 bit.
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* The following code offers one of many possible Gray codes
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* given some pre-determined number of bits.
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*/
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#include <bitset> /// for gray code representation
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#include <cassert> /// for assert
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#include <iostream> /// for IO operations
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#include <vector> /// for vector data structure
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/**
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* @namespace bit_manipulation
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* @brief Bit manipulation algorithms
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*/
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namespace bit_manipulation {
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/**
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* @namespace gray_code
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* @brief Generate n-bit Gray code
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*/
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namespace gray_code {
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/**
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* @brief The main function to generate n-bit Gray code
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*
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* @param n Number of bits
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* @return A vector that stores the n-bit Gray code
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*/
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std::vector<std::bitset<32>> gray_code_generation(int n) {
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std::vector<std::bitset<32>> gray_code = {}; // Initialise empty vector
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// No Gray codes for non-positive values of n
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if (n <= 0) {
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return gray_code;
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}
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int total_codes = 1 << n; // Number of n-bit gray codes
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for (int i = 0; i < total_codes; i++) {
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int gray_num = i ^ (i >> 1); // Gray code formula
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gray_code.push_back(std::bitset<32>(gray_num)); // Store the value
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}
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return gray_code;
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}
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} // namespace gray_code
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} // namespace bit_manipulation
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/**
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* @brief Self-test implementation
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*
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* @returns void
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*/
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static void test() {
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std::vector<std::bitset<32>> gray_code_negative_1 = {};
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std::vector<std::bitset<32>> gray_code_0 = {};
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std::vector<std::bitset<32>> gray_code_1 = {
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std::bitset<32>(0), std::bitset<32>(1)
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};
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std::vector<std::bitset<32>> gray_code_2 = {
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std::bitset<32>(0), std::bitset<32>(1), std::bitset<32>(3), std::bitset<32>(2)
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};
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std::vector<std::bitset<32>> gray_code_3 = {
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std::bitset<32>(0), std::bitset<32>(1), std::bitset<32>(3), std::bitset<32>(2),
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std::bitset<32>(6), std::bitset<32>(7), std::bitset<32>(5), std::bitset<32>(4)
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};
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std::vector<std::bitset<32>> gray_code_4 = {
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std::bitset<32>(0), std::bitset<32>(1), std::bitset<32>(3), std::bitset<32>(2),
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std::bitset<32>(6), std::bitset<32>(7), std::bitset<32>(5), std::bitset<32>(4),
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std::bitset<32>(12), std::bitset<32>(13), std::bitset<32>(15), std::bitset<32>(14),
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std::bitset<32>(10), std::bitset<32>(11), std::bitset<32>(9), std::bitset<32>(8)
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};
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std::vector<std::bitset<32>> gray_code_5 = {
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std::bitset<32>(0), std::bitset<32>(1), std::bitset<32>(3), std::bitset<32>(2),
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std::bitset<32>(6), std::bitset<32>(7), std::bitset<32>(5), std::bitset<32>(4),
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std::bitset<32>(12), std::bitset<32>(13), std::bitset<32>(15), std::bitset<32>(14),
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std::bitset<32>(10), std::bitset<32>(11), std::bitset<32>(9), std::bitset<32>(8),
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std::bitset<32>(24), std::bitset<32>(25), std::bitset<32>(27), std::bitset<32>(26),
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std::bitset<32>(30), std::bitset<32>(31), std::bitset<32>(29), std::bitset<32>(28),
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std::bitset<32>(20), std::bitset<32>(21), std::bitset<32>(23), std::bitset<32>(22),
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std::bitset<32>(18), std::bitset<32>(19), std::bitset<32>(17), std::bitset<32>(16)
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};
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// invalid values for n
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assert(bit_manipulation::gray_code::gray_code_generation(-1) == gray_code_negative_1);
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assert(bit_manipulation::gray_code::gray_code_generation(0) == gray_code_0);
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// valid values for n
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assert(bit_manipulation::gray_code::gray_code_generation(1) == gray_code_1);
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assert(bit_manipulation::gray_code::gray_code_generation(2) == gray_code_2);
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assert(bit_manipulation::gray_code::gray_code_generation(3) == gray_code_3);
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assert(bit_manipulation::gray_code::gray_code_generation(4) == gray_code_4);
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assert(bit_manipulation::gray_code::gray_code_generation(5) == gray_code_5);
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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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test(); //Run self-test implementation
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return 0;
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}
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129
greedy_algorithms/gale_shapley.cpp
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129
greedy_algorithms/gale_shapley.cpp
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/**
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* @file
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* @brief [Gale Shapley Algorithm](https://en.wikipedia.org/wiki/Gale%E2%80%93Shapley_algorithm)
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* @details
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* This implementation utilizes the Gale-Shapley algorithm to find stable matches.
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*
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* **Gale Shapley Algorithm** aims to find a stable matching between two equally sized
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* sets of elements given an ordinal preference for each element. The algorithm was
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* introduced by David Gale and Lloyd Shapley in 1962.
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*
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* Reference:
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* [Wikipedia](https://en.wikipedia.org/wiki/Gale%E2%80%93Shapley_algorithm)
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* [Wikipedia](https://en.wikipedia.org/wiki/Stable_matching_problem)
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*
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* @author [B Karthik](https://github.com/BKarthik7)
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*/
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#include <iostream> /// for std::u32int_t
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#include <vector> /// for std::vector
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#include <algorithm> /// for std::find
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#include <cassert> /// for assert
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/**
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* @namespace
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* @brief Greedy Algorithms
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*/
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namespace greedy_algorithms {
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/**
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* @namespace
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* @brief Functions for the Gale-Shapley Algorithm
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*/
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namespace stable_matching {
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/**
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* @brief The main function that finds the stable matching between two sets of elements
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* using the Gale-Shapley Algorithm.
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* @note This doesn't work on negative preferences. the preferences should be continuous integers starting from
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* 0 to number of preferences - 1.
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* @param primary_preferences the preferences of the primary set should be a 2D vector
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* @param secondary_preferences the preferences of the secondary set should be a 2D vector
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* @returns matches the stable matching between the two sets
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*/
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std::vector<std::uint32_t> gale_shapley(const std::vector<std::vector<std::uint32_t>>& secondary_preferences, const std::vector<std::vector<std::uint32_t>>& primary_preferences) {
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std::uint32_t num_elements = secondary_preferences.size();
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std::vector<std::uint32_t> matches(num_elements, -1);
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std::vector<bool> is_free_primary(num_elements, true);
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std::vector<std::uint32_t> proposal_index(num_elements, 0); // Tracks the next secondary to propose for each primary
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while (true) {
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int free_primary_index = -1;
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// Find the next free primary
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for (std::uint32_t i = 0; i < num_elements; i++) {
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if (is_free_primary[i]) {
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free_primary_index = i;
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break;
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}
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}
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// If no free primary is found, break the loop
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if (free_primary_index == -1) break;
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// Get the next secondary to propose
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std::uint32_t secondary_to_propose = primary_preferences[free_primary_index][proposal_index[free_primary_index]];
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proposal_index[free_primary_index]++;
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// Get the current match of the secondary
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std::uint32_t current_match = matches[secondary_to_propose];
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// If the secondary is free, match them
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if (current_match == -1) {
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matches[secondary_to_propose] = free_primary_index;
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is_free_primary[free_primary_index] = false;
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} else {
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// Determine if the current match should be replaced
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auto new_proposer_rank = std::find(secondary_preferences[secondary_to_propose].begin(),
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secondary_preferences[secondary_to_propose].end(),
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free_primary_index);
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auto current_match_rank = std::find(secondary_preferences[secondary_to_propose].begin(),
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secondary_preferences[secondary_to_propose].end(),
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current_match);
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// If the new proposer is preferred over the current match
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if (new_proposer_rank < current_match_rank) {
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matches[secondary_to_propose] = free_primary_index;
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is_free_primary[free_primary_index] = false;
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is_free_primary[current_match] = true; // Current match is now free
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}
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}
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}
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return matches;
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}
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} // namespace stable_matching
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} // namespace greedy_algorithms
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/**
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* @brief Self-test implementations
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* @returns void
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*/
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static void tests() {
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// Test Case 1
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std::vector<std::vector<std::uint32_t>> primary_preferences = {{0, 1, 2, 3}, {2, 1, 3, 0}, {1, 2, 0, 3}, {3, 0, 1, 2}};
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std::vector<std::vector<std::uint32_t>> secondary_preferences = {{1, 0, 2, 3}, {3, 0, 1, 2}, {0, 2, 1, 3}, {1, 2, 0, 3}};
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assert(greedy_algorithms::stable_matching::gale_shapley(secondary_preferences, primary_preferences) == std::vector<std::uint32_t>({0, 2, 1, 3}));
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// Test Case 2
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primary_preferences = {{0, 2, 1, 3}, {2, 3, 0, 1}, {3, 1, 2, 0}, {2, 1, 0, 3}};
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secondary_preferences = {{1, 0, 2, 3}, {3, 0, 1, 2}, {0, 2, 1, 3}, {1, 2, 0, 3}};
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assert(greedy_algorithms::stable_matching::gale_shapley(secondary_preferences, primary_preferences) == std::vector<std::uint32_t>({0, 3, 1, 2}));
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// Test Case 3
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primary_preferences = {{0, 1, 2}, {2, 1, 0}, {1, 2, 0}};
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secondary_preferences = {{1, 0, 2}, {2, 0, 1}, {0, 2, 1}};
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assert(greedy_algorithms::stable_matching::gale_shapley(secondary_preferences, primary_preferences) == std::vector<std::uint32_t>({0, 2, 1}));
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// Test Case 4
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primary_preferences = {};
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secondary_preferences = {};
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assert(greedy_algorithms::stable_matching::gale_shapley(secondary_preferences, primary_preferences) == std::vector<std::uint32_t>({}));
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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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tests(); // Run self-test implementations
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return 0;
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}
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