hello-algo/en/codes/cpp/chapter_dynamic_programming/coin_change.cpp

70 lines
2.1 KiB
C++

/**
* File: coin_change.cpp
* Created Time: 2023-07-11
* Author: krahets (krahets@163.com)
*/
#include "../utils/common.hpp"
/* Coin change: Dynamic programming */
int coinChangeDP(vector<int> &coins, int amt) {
int n = coins.size();
int MAX = amt + 1;
// Initialize dp table
vector<vector<int>> dp(n + 1, vector<int>(amt + 1, 0));
// State transition: first row and first column
for (int a = 1; a <= amt; a++) {
dp[0][a] = MAX;
}
// State transition: the rest of the rows and columns
for (int i = 1; i <= n; i++) {
for (int a = 1; a <= amt; a++) {
if (coins[i - 1] > a) {
// If exceeding the target amount, do not choose coin i
dp[i][a] = dp[i - 1][a];
} else {
// The smaller value between not choosing and choosing coin i
dp[i][a] = min(dp[i - 1][a], dp[i][a - coins[i - 1]] + 1);
}
}
}
return dp[n][amt] != MAX ? dp[n][amt] : -1;
}
/* Coin change: Space-optimized dynamic programming */
int coinChangeDPComp(vector<int> &coins, int amt) {
int n = coins.size();
int MAX = amt + 1;
// Initialize dp table
vector<int> dp(amt + 1, MAX);
dp[0] = 0;
// State transition
for (int i = 1; i <= n; i++) {
for (int a = 1; a <= amt; a++) {
if (coins[i - 1] > a) {
// If exceeding the target amount, do not choose coin i
dp[a] = dp[a];
} else {
// The smaller value between not choosing and choosing coin i
dp[a] = min(dp[a], dp[a - coins[i - 1]] + 1);
}
}
}
return dp[amt] != MAX ? dp[amt] : -1;
}
/* Driver code */
int main() {
vector<int> coins = {1, 2, 5};
int amt = 4;
// Dynamic programming
int res = coinChangeDP(coins, amt);
cout << "The minimum number of coins required to make up the target amount is " << res << endl;
// Space-optimized dynamic programming
res = coinChangeDPComp(coins, amt);
cout << "The minimum number of coins required to make up the target amount is " << res << endl;
return 0;
}