/** * @file * @brief Implementation to * [Travelling Salesman problem using bit-masking] * (https://www.geeksforgeeks.org/travelling-salesman-problem-set-1/) * * @details * Given the distance/cost(as and adjacency matrix) between each city/node to * the other city/node , the problem is to find the shortest possible route that * visits every city exactly once and returns to the starting point or we can * say the minimum cost of whole tour. * * Explanation: * INPUT -> You are given with a adjacency matrix A = {} which contains the * distance between two cities/node. * * OUTPUT -> Minimum cost of whole tour from starting point * * Worst Case Time Complexity: O(n^2 * 2^n) * Space complexity: O(n) * @author [Utkarsh Yadav](https://github.com/Rytnix) */ #include /// for std::min #include /// for assert #include /// for IO operations #include /// for limits of integral types #include /// for std::vector /** * @namespace bit_manipulation * @brief Bit manipulation algorithms */ namespace bit_manipulation { /** * @namespace travellingSalesman_bitmanipulation * @brief Functions for the [Travelling Salesman * Bitmask](https://www.geeksforgeeks.org/travelling-salesman-problem-set-1/) * implementation */ namespace travelling_salesman_using_bit_manipulation { /** * @brief The function implements travellingSalesman using bitmanipulation * @param dist is the cost to reach between two cities/nodes * @param setOfCitites represents the city in bit form.\ * @param city is taken to track the current city movement. * @param n is the no of citys . * @param dp vector is used to keep a record of state to avoid the * recomputation. * @returns minimum cost of traversing whole nodes/cities from starting point * back to starting point */ std::uint64_t travelling_salesman_using_bit_manipulation( std::vector> dist, // dist is the adjacency matrix containing the distance. // setOfCities as a bit represent the cities/nodes. Ex: if // setOfCities = 2 => 0010(in binary) means representing the // city/node B if city/nodes are represented as D->C->B->A. std::uint64_t setOfCities, std::uint64_t city, // city is taken to track our current city/node // movement,where we are currently. std::uint64_t n, // n is the no of cities we have. std::vector> &dp) // dp is taken to memorize the state to avoid recomputition { // base case; if (setOfCities == (1 << n) - 1) { // we have covered all the cities return dist[city][0]; // return the cost from the current city to the // original city. } if (dp[setOfCities][city] != -1) { return dp[setOfCities][city]; } // otherwise try all possible options uint64_t ans = 2147483647; for (int choice = 0; choice < n; choice++) { // check if the city is visited or not. if ((setOfCities & (1 << choice)) == 0) { // this means that this perticular city is not visited. std::uint64_t subProb = dist[city][choice] + travelling_salesman_using_bit_manipulation( dist, setOfCities | (1 << choice), choice, n, dp); // Here we are doing a recursive call to tsp with the updated set of // city/node and choice which tells that where we are currently. ans = std::min(ans, subProb); } } dp[setOfCities][city] = ans; return ans; } } // namespace travelling_salesman_using_bit_manipulation } // namespace bit_manipulation /** * @brief Self-test implementations * @returns void */ static void test() { // 1st test-case std::vector> dist = { {0, 20, 42, 35}, {20, 0, 30, 34}, {42, 30, 0, 12}, {35, 34, 12, 0}}; uint32_t V = dist.size(); std::vector> dp(1 << V, std::vector(V, -1)); assert(bit_manipulation::travelling_salesman_using_bit_manipulation:: travelling_salesman_using_bit_manipulation(dist, 1, 0, V, dp) == 97); std::cout << "1st test-case: passed!" << "\n"; // 2nd test-case dist = {{0, 5, 10, 15}, {5, 0, 20, 30}, {10, 20, 0, 35}, {15, 30, 35, 0}}; V = dist.size(); std::vector> dp1(1 << V, std::vector(V, -1)); assert(bit_manipulation::travelling_salesman_using_bit_manipulation:: travelling_salesman_using_bit_manipulation(dist, 1, 0, V, dp1) == 75); std::cout << "2nd test-case: passed!" << "\n"; // 3rd test-case dist = {{0, 10, 15, 20}, {10, 0, 35, 25}, {15, 35, 0, 30}, {20, 25, 30, 0}}; V = dist.size(); std::vector> dp2(1 << V, std::vector(V, -1)); assert(bit_manipulation::travelling_salesman_using_bit_manipulation:: travelling_salesman_using_bit_manipulation(dist, 1, 0, V, dp2) == 80); std::cout << "3rd test-case: passed!" << "\n"; } /** * @brief Main function * @returns 0 on exit */ int main() { test(); // run self-test implementations return 0; }