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156 lines
5.6 KiB
C++
156 lines
5.6 KiB
C++
/**
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* @file
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* @brief [Gale Shapley
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* 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
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* matches.
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*
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* **Gale Shapley Algorithm** aims to find a stable matching between two equally
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* sized sets of elements given an ordinal preference for each element. The
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* algorithm was 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 <algorithm> /// for std::find
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#include <cassert> /// for assert
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#include <cstdint> /// for std::uint32_t
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#include <vector> /// for std::vector
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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
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* elements using the Gale-Shapley Algorithm.
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* @note This doesn't work on negative preferences. the preferences should be
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* continuous integers starting from 0 to number of preferences - 1.
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* @param primary_preferences the preferences of the primary set should be a 2D
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* vector
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* @param secondary_preferences the preferences of the secondary set should be a
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* 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(
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const std::vector<std::vector<std::uint32_t>>& secondary_preferences,
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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(
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num_elements,
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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)
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break;
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// Get the next secondary to propose
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std::uint32_t secondary_to_propose =
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primary_preferences[free_primary_index]
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[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 =
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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 =
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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] =
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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 = {
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{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 = {
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{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(
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secondary_preferences, primary_preferences) ==
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std::vector<std::uint32_t>({0, 2, 1, 3}));
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// Test Case 2
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primary_preferences = {
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{0, 2, 1, 3}, {2, 3, 0, 1}, {3, 1, 2, 0}, {2, 1, 0, 3}};
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secondary_preferences = {
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{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(
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secondary_preferences, primary_preferences) ==
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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(
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secondary_preferences, primary_preferences) ==
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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(
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secondary_preferences, primary_preferences) ==
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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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