/**
* @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 <algorithm> /// for std::min
#include <cassert> /// for assert
#include <iostream> /// for IO operations
#include <limits> /// for limits of integral types
#include <vector> /// 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<std::vector<uint32_t>>
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<std::vector<uint32_t>>
&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<std::vector<uint32_t>> dist = {
{0, 20, 42, 35}, {20, 0, 30, 34}, {42, 30, 0, 12}, {35, 34, 12, 0}};
uint32_t V = dist.size();
std::vector<std::vector<uint32_t>> dp(1 << V, std::vector<uint32_t>(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<std::vector<uint32_t>> dp1(1 << V,
std::vector<uint32_t>(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<std::vector<uint32_t>> dp2(1 << V,
std::vector<uint32_t>(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;
}