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

93 lines
2.6 KiB
C

/**
* File: coin_change.c
* Created Time: 2023-10-02
* Author: Zuoxun (845242523@qq.com)
*/
#include "../utils/common.h"
/* Find minimum value */
int myMin(int a, int b) {
return a < b ? a : b;
}
/* Coin change: Dynamic programming */
int coinChangeDP(int coins[], int amt, int coinsSize) {
int n = coinsSize;
int MAX = amt + 1;
// Initialize dp table
int **dp = malloc((n + 1) * sizeof(int *));
for (int i = 0; i <= n; i++) {
dp[i] = calloc(amt + 1, sizeof(int));
}
// 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] = myMin(dp[i - 1][a], dp[i][a - coins[i - 1]] + 1);
}
}
}
int res = dp[n][amt] != MAX ? dp[n][amt] : -1;
// Free memory
for (int i = 0; i <= n; i++) {
free(dp[i]);
}
free(dp);
return res;
}
/* Coin change: Space-optimized dynamic programming */
int coinChangeDPComp(int coins[], int amt, int coinsSize) {
int n = coinsSize;
int MAX = amt + 1;
// Initialize dp table
int *dp = malloc((amt + 1) * sizeof(int));
for (int j = 1; j <= amt; j++) {
dp[j] = 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] = myMin(dp[a], dp[a - coins[i - 1]] + 1);
}
}
}
int res = dp[amt] != MAX ? dp[amt] : -1;
// Free memory
free(dp);
return res;
}
/* Driver code */
int main() {
int coins[] = {1, 2, 5};
int coinsSize = sizeof(coins) / sizeof(coins[0]);
int amt = 4;
// Dynamic programming
int res = coinChangeDP(coins, amt, coinsSize);
printf("Minimum number of coins required to reach the target amount = %d\n", res);
// Space-optimized dynamic programming
res = coinChangeDPComp(coins, amt, coinsSize);
printf("Minimum number of coins required to reach the target amount = %d\n", res);
return 0;
}