Files
C-Plus-Plus/greedy_algorithms/gale_shapley.cpp
realstealthninja c6af943508 fix: add cstdint header to all files using fixed width integers (#2717)
* fix: add <cstdint> to subset_sum.cpp

* fix: add <cstdint> to subarray_sum.cpp

* fix: add <cstdint> to wildcard_matching.cpp

* fix: add <cstdint> to count_bit_flips.cpp

* fix: add <cstdint> to count_of_set_bits.cpp

* fix: add <cstdint> to trailing_ciphers.cpp

* fix: add <cstdint> to hamming_distance.cpp

* doc: include doc for hamming_distance

* fix: add <cstdint> to next_higher_numebr_with_same_number_of_set_bits.cpp

* fix: add <cstdint> to power_of_2.cpp

* fix: add <cstdint> to set_kth_bit.cpp

* fix: add <cstdint> to bit_manipulation/set_kth_bit.cpp

* fix: add <cstdint> to bit_manipulation/travelling_salesman_using_bit_manipulation.cpp

* fix: add <cstdint> to ciphers/base64_encoding.cpp

* fix: add <cstdint> to ciphers/hill_cipher.cpp

* fix: add <cstdint> to ciphers/uint128_t.hpp

* fix: add <cstdint> to data_structures/dsu_path_compression.cpp

* fix: add <cstdint> to data_structures/dsu_path_compression.cpp

* fix add <cstdint> to datastructures/list_array>cpp

* fix add <cstdint> to datastructures/queue_using_array.cpp

* fix: add <cstdint> to sparse_table.cpp

* fix: add <cstdint> to stack_using_list_queue.cpp

* fix: add <cstdint> to treap.cpp

* fix: add <cstdint> to graham_scan_functions.hpp

* fix: add <cstdint> to graph/**

* fix: add integral typdefs to hashing/**

* fix: add <cstdint> to math/**

* fix: add <cstdint> to numerical_methods/**

* fix: add <cstdint> to other/**

* fix: add <cstdint> to search/**

* fix: add <cstdint> to sorting/**

* fix: add <cstdint> to string/**

* doc: remove include statement from comment

* fix: make tests static

Co-authored-by: David Leal <halfpacho@gmail.com>

* fix: make tests static

Co-authored-by: David Leal <halfpacho@gmail.com>

* chore: use iwyu on backtracking/**.cpp

* chore: use iwyu on bit_manip/**.cpp

* chore: use iwyu on ciphers/**.cpp

* chore: use iwyu on cpu_scheduling_algorithms/**.cpp

* chore: use iwyu on data_structures/**.cpp

* chore: use iwyu on divide_and_conquer/**.cpp

* chore: use iwyu on geometry/**.cpp

* chore: use iwyu on graph/**.cpp

* chore: use iwyu on hashing/**.cpp

* chore: use iwyu on machine_learning/**.cpp

* chore: use iwyu on math/**.cpp

* chore: use iwyu on numerical_methods/**.cpp

* chore: use iwyu on others/**.cpp

* chore: use iwyu on probablity/**.cpp

* chore: use iwyu on search/**.cpp

* chore: use iwyu on sorting/**.cpp

* chore: use iwyu on strings/**.cpp

* Revert "chore: use iwyu on strings/**.cpp"

This reverts commit f2127456a8.

* Revert "chore: use iwyu on sorting/**.cpp"

This reverts commit a290ae7ee2.

* Revert "chore: use iwyu on search/**.cpp"

This reverts commit 19d136ae0f.

* Revert "chore: use iwyu on probablity/**.cpp"

This reverts commit 5dd7f82a34.

* Revert "chore: use iwyu on others/**.cpp"

This reverts commit 8a8fd42383.

* Revert "chore: use iwyu on numerical_methods/**.cpp"

This reverts commit eff2f44a50.

* Revert "chore: use iwyu on math/**.cpp"

This reverts commit c47117ca3f.

* Revert "chore: use iwyu on machine_learning/**.cpp"

This reverts commit c3897d3763.

* Revert "chore: use iwyu on hashing/**.cpp"

This reverts commit 0c6611a835.

* Revert "chore: use iwyu on graph/**.cpp"

This reverts commit dabd6d2591.

* Revert "chore: use iwyu on geometry/**.cpp"

This reverts commit 740bd65932.

* Revert "chore: use iwyu on divide_and_conquer/**.cpp"

This reverts commit 16ee49e086.

* Revert "chore: use iwyu on data_structures/**.cpp"

This reverts commit a3b719e368.

* Revert "chore: use iwyu on cpu_scheduling_algorithms/**.cpp"

This reverts commit 24e597f7e2.

* Revert "chore: use iwyu on ciphers/**.cpp"

This reverts commit 3d80295883.

* Revert "chore: use iwyu on bit_manip/**.cpp"

This reverts commit 7edcb6e458.

* Revert "chore: use iwyu on backtracking/**.cpp"

This reverts commit f0a30d7cdb.

* Update search/binary_search.cpp

* Update backtracking/subarray_sum.cpp

* Update backtracking/subset_sum.cpp

* Update backtracking/wildcard_matching.cpp

* Update bit_manipulation/count_bits_flip.cpp

* Update bit_manipulation/count_of_set_bits.cpp

* Update bit_manipulation/count_of_trailing_ciphers_in_factorial_n.cpp

* Update bit_manipulation/hamming_distance.cpp

* Update bit_manipulation/next_higher_number_with_same_number_of_set_bits.cpp

* Update bit_manipulation/power_of_2.cpp

* Update others/lru_cache.cpp

* Update bit_manipulation/set_kth_bit.cpp

* Update bit_manipulation/travelling_salesman_using_bit_manipulation.cpp

* Update ciphers/base64_encoding.cpp

* Update ciphers/hill_cipher.cpp

* Update ciphers/uint128_t.hpp

* Update cpu_scheduling_algorithms/fcfs_scheduling.cpp

* Update data_structures/dsu_path_compression.cpp

* Update data_structures/dsu_union_rank.cpp

* Update data_structures/list_array.cpp

* Update data_structures/queue_using_array.cpp

* Update data_structures/sparse_table.cpp

* Update data_structures/stack_using_queue.cpp

* Update data_structures/treap.cpp

* Update geometry/graham_scan_functions.hpp

* Update graph/bidirectional_dijkstra.cpp

* Update graph/connected_components_with_dsu.cpp

* Update graph/cycle_check_directed_graph.cpp

* Update graph/is_graph_bipartite2.cpp

* Update graph/travelling_salesman_problem.cpp

* Update hashing/md5.cpp

* Update hashing/sha1.cpp

* Update math/n_choose_r.cpp

* Update strings/z_function.cpp

* Update strings/manacher_algorithm.cpp

* Update sorting/wiggle_sort.cpp

* Update sorting/selection_sort_recursive.cpp

* Update sorting/selection_sort_iterative.cpp

* Update sorting/recursive_bubble_sort.cpp

* Update sorting/radix_sort2.cpp

* Update sorting/dnf_sort.cpp

* Update sorting/cycle_sort.cpp

* Update search/sublist_search.cpp

* Update search/saddleback_search.cpp

* Update search/interpolation_search.cpp

* Update search/floyd_cycle_detection_algo.cpp

* Update search/exponential_search.cpp

* Update search/exponential_search.cpp

* Update math/n_bonacci.cpp

* Update math/aliquot_sum.cpp

* Update math/check_factorial.cpp

* Update math/double_factorial.cpp

* Update math/eulers_totient_function.cpp

* Update math/factorial.cpp

* Update math/fibonacci.cpp

* Update math/fibonacci_matrix_exponentiation.cpp

* Update math/fibonacci_sum.cpp

* Update math/finding_number_of_digits_in_a_number.cpp

* chore: remove "/// for integral typedefs"

* chore: remove for integral typedefs from modular division

* fix: remove comment from include

* fix: add cstdint to gale shapely

---------

Co-authored-by: David Leal <halfpacho@gmail.com>
2024-11-04 17:38:54 +05:30

156 lines
5.6 KiB
C++

/**
* @file
* @brief [Gale Shapley
* Algorithm](https://en.wikipedia.org/wiki/Gale%E2%80%93Shapley_algorithm)
* @details
* This implementation utilizes the Gale-Shapley algorithm to find stable
* matches.
*
* **Gale Shapley Algorithm** aims to find a stable matching between two equally
* sized sets of elements given an ordinal preference for each element. The
* algorithm was introduced by David Gale and Lloyd Shapley in 1962.
*
* Reference:
* [Wikipedia](https://en.wikipedia.org/wiki/Gale%E2%80%93Shapley_algorithm)
* [Wikipedia](https://en.wikipedia.org/wiki/Stable_matching_problem)
*
* @author [B Karthik](https://github.com/BKarthik7)
*/
#include <algorithm> /// for std::find
#include <cassert> /// for assert
#include <cstdint> /// for std::uint32_t
#include <vector> /// for std::vector
/**
* @namespace
* @brief Greedy Algorithms
*/
namespace greedy_algorithms {
/**
* @namespace
* @brief Functions for the Gale-Shapley Algorithm
*/
namespace stable_matching {
/**
* @brief The main function that finds the stable matching between two sets of
* elements using the Gale-Shapley Algorithm.
* @note This doesn't work on negative preferences. the preferences should be
* continuous integers starting from 0 to number of preferences - 1.
* @param primary_preferences the preferences of the primary set should be a 2D
* vector
* @param secondary_preferences the preferences of the secondary set should be a
* 2D vector
* @returns matches the stable matching between the two sets
*/
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) {
std::uint32_t num_elements = secondary_preferences.size();
std::vector<std::uint32_t> matches(num_elements, -1);
std::vector<bool> is_free_primary(num_elements, true);
std::vector<std::uint32_t> proposal_index(
num_elements,
0); // Tracks the next secondary to propose for each primary
while (true) {
int free_primary_index = -1;
// Find the next free primary
for (std::uint32_t i = 0; i < num_elements; i++) {
if (is_free_primary[i]) {
free_primary_index = i;
break;
}
}
// If no free primary is found, break the loop
if (free_primary_index == -1)
break;
// Get the next secondary to propose
std::uint32_t secondary_to_propose =
primary_preferences[free_primary_index]
[proposal_index[free_primary_index]];
proposal_index[free_primary_index]++;
// Get the current match of the secondary
std::uint32_t current_match = matches[secondary_to_propose];
// If the secondary is free, match them
if (current_match == -1) {
matches[secondary_to_propose] = free_primary_index;
is_free_primary[free_primary_index] = false;
} else {
// Determine if the current match should be replaced
auto new_proposer_rank =
std::find(secondary_preferences[secondary_to_propose].begin(),
secondary_preferences[secondary_to_propose].end(),
free_primary_index);
auto current_match_rank =
std::find(secondary_preferences[secondary_to_propose].begin(),
secondary_preferences[secondary_to_propose].end(),
current_match);
// If the new proposer is preferred over the current match
if (new_proposer_rank < current_match_rank) {
matches[secondary_to_propose] = free_primary_index;
is_free_primary[free_primary_index] = false;
is_free_primary[current_match] =
true; // Current match is now free
}
}
}
return matches;
}
} // namespace stable_matching
} // namespace greedy_algorithms
/**
* @brief Self-test implementations
* @returns void
*/
static void tests() {
// Test Case 1
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}};
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}};
assert(greedy_algorithms::stable_matching::gale_shapley(
secondary_preferences, primary_preferences) ==
std::vector<std::uint32_t>({0, 2, 1, 3}));
// Test Case 2
primary_preferences = {
{0, 2, 1, 3}, {2, 3, 0, 1}, {3, 1, 2, 0}, {2, 1, 0, 3}};
secondary_preferences = {
{1, 0, 2, 3}, {3, 0, 1, 2}, {0, 2, 1, 3}, {1, 2, 0, 3}};
assert(greedy_algorithms::stable_matching::gale_shapley(
secondary_preferences, primary_preferences) ==
std::vector<std::uint32_t>({0, 3, 1, 2}));
// Test Case 3
primary_preferences = {{0, 1, 2}, {2, 1, 0}, {1, 2, 0}};
secondary_preferences = {{1, 0, 2}, {2, 0, 1}, {0, 2, 1}};
assert(greedy_algorithms::stable_matching::gale_shapley(
secondary_preferences, primary_preferences) ==
std::vector<std::uint32_t>({0, 2, 1}));
// Test Case 4
primary_preferences = {};
secondary_preferences = {};
assert(greedy_algorithms::stable_matching::gale_shapley(
secondary_preferences, primary_preferences) ==
std::vector<std::uint32_t>({}));
}
/**
* @brief Main function
* @returns 0 on exit
*/
int main() {
tests(); // Run self-test implementations
return 0;
}