/** * File: knapsack.c * Created Time: 2023-10-02 * Author: Zuoxun (845242523@qq.com) */ #include "../utils/common.h" /* Find maximum value */ int myMax(int a, int b) { return a > b ? a : b; } /* 0-1 Knapsack: Brute force search */ int knapsackDFS(int wgt[], int val[], int i, int c) { // If all items have been chosen or the knapsack has no remaining capacity, return value 0 if (i == 0 || c == 0) { return 0; } // If exceeding the knapsack capacity, can only choose not to put it in the knapsack if (wgt[i - 1] > c) { return knapsackDFS(wgt, val, i - 1, c); } // Calculate the maximum value of not putting in and putting in item i int no = knapsackDFS(wgt, val, i - 1, c); int yes = knapsackDFS(wgt, val, i - 1, c - wgt[i - 1]) + val[i - 1]; // Return the greater value of the two options return myMax(no, yes); } /* 0-1 Knapsack: Memoized search */ int knapsackDFSMem(int wgt[], int val[], int memCols, int **mem, int i, int c) { // If all items have been chosen or the knapsack has no remaining capacity, return value 0 if (i == 0 || c == 0) { return 0; } // If there is a record, return it if (mem[i][c] != -1) { return mem[i][c]; } // If exceeding the knapsack capacity, can only choose not to put it in the knapsack if (wgt[i - 1] > c) { return knapsackDFSMem(wgt, val, memCols, mem, i - 1, c); } // Calculate the maximum value of not putting in and putting in item i int no = knapsackDFSMem(wgt, val, memCols, mem, i - 1, c); int yes = knapsackDFSMem(wgt, val, memCols, mem, i - 1, c - wgt[i - 1]) + val[i - 1]; // Record and return the greater value of the two options mem[i][c] = myMax(no, yes); return mem[i][c]; } /* 0-1 Knapsack: Dynamic programming */ int knapsackDP(int wgt[], int val[], int cap, int wgtSize) { int n = wgtSize; // Initialize dp table int **dp = malloc((n + 1) * sizeof(int *)); for (int i = 0; i <= n; i++) { dp[i] = calloc(cap + 1, sizeof(int)); } // State transition for (int i = 1; i <= n; i++) { for (int c = 1; c <= cap; c++) { if (wgt[i - 1] > c) { // If exceeding the knapsack capacity, do not choose item i dp[i][c] = dp[i - 1][c]; } else { // The greater value between not choosing and choosing item i dp[i][c] = myMax(dp[i - 1][c], dp[i - 1][c - wgt[i - 1]] + val[i - 1]); } } } int res = dp[n][cap]; // Free memory for (int i = 0; i <= n; i++) { free(dp[i]); } return res; } /* 0-1 Knapsack: Space-optimized dynamic programming */ int knapsackDPComp(int wgt[], int val[], int cap, int wgtSize) { int n = wgtSize; // Initialize dp table int *dp = calloc(cap + 1, sizeof(int)); // State transition for (int i = 1; i <= n; i++) { // Traverse in reverse order for (int c = cap; c >= 1; c--) { if (wgt[i - 1] <= c) { // The greater value between not choosing and choosing item i dp[c] = myMax(dp[c], dp[c - wgt[i - 1]] + val[i - 1]); } } } int res = dp[cap]; // Free memory free(dp); return res; } /* Driver Code */ int main() { int wgt[] = {10, 20, 30, 40, 50}; int val[] = {50, 120, 150, 210, 240}; int cap = 50; int n = sizeof(wgt) / sizeof(wgt[0]); int wgtSize = n; // Brute force search int res = knapsackDFS(wgt, val, n, cap); printf("Maximum value of items without exceeding bag capacity = %d\n", res); // Memoized search int **mem = malloc((n + 1) * sizeof(int *)); for (int i = 0; i <= n; i++) { mem[i] = malloc((cap + 1) * sizeof(int)); memset(mem[i], -1, (cap + 1) * sizeof(int)); } res = knapsackDFSMem(wgt, val, cap + 1, mem, n, cap); printf("Maximum value of items without exceeding bag capacity = %d\n", res); // Free memory for (int i = 0; i <= n; i++) { free(mem[i]); } free(mem); // Dynamic programming res = knapsackDP(wgt, val, cap, wgtSize); printf("Maximum value of items without exceeding bag capacity = %d\n", res); // Space-optimized dynamic programming res = knapsackDPComp(wgt, val, cap, wgtSize); printf("Maximum value of items without exceeding bag capacity = %d\n", res); return 0; }