/* * File: min_path_sum.rs * Created Time: 2023-07-09 * Author: codingonion (coderonion@gmail.com) */ /* Minimum path sum: Brute force search */ fn min_path_sum_dfs(grid: &Vec>, i: i32, j: i32) -> i32 { // If it's the top-left cell, terminate the search if i == 0 && j == 0 { return grid[0][0]; } // If the row or column index is out of bounds, return a +∞ cost if i < 0 || j < 0 { return i32::MAX; } // Calculate the minimum path cost from the top-left to (i-1, j) and (i, j-1) let up = min_path_sum_dfs(grid, i - 1, j); let left = min_path_sum_dfs(grid, i, j - 1); // Return the minimum path cost from the top-left to (i, j) std::cmp::min(left, up) + grid[i as usize][j as usize] } /* Minimum path sum: Memoized search */ fn min_path_sum_dfs_mem(grid: &Vec>, mem: &mut Vec>, i: i32, j: i32) -> i32 { // If it's the top-left cell, terminate the search if i == 0 && j == 0 { return grid[0][0]; } // If the row or column index is out of bounds, return a +∞ cost if i < 0 || j < 0 { return i32::MAX; } // If there is a record, return it if mem[i as usize][j as usize] != -1 { return mem[i as usize][j as usize]; } // The minimum path cost from the left and top cells let up = min_path_sum_dfs_mem(grid, mem, i - 1, j); let left = min_path_sum_dfs_mem(grid, mem, i, j - 1); // Record and return the minimum path cost from the top-left to (i, j) mem[i as usize][j as usize] = std::cmp::min(left, up) + grid[i as usize][j as usize]; mem[i as usize][j as usize] } /* Minimum path sum: Dynamic programming */ fn min_path_sum_dp(grid: &Vec>) -> i32 { let (n, m) = (grid.len(), grid[0].len()); // Initialize dp table let mut dp = vec![vec![0; m]; n]; dp[0][0] = grid[0][0]; // State transition: first row for j in 1..m { dp[0][j] = dp[0][j - 1] + grid[0][j]; } // State transition: first column for i in 1..n { dp[i][0] = dp[i - 1][0] + grid[i][0]; } // State transition: the rest of the rows and columns for i in 1..n { for j in 1..m { dp[i][j] = std::cmp::min(dp[i][j - 1], dp[i - 1][j]) + grid[i][j]; } } dp[n - 1][m - 1] } /* Minimum path sum: Space-optimized dynamic programming */ fn min_path_sum_dp_comp(grid: &Vec>) -> i32 { let (n, m) = (grid.len(), grid[0].len()); // Initialize dp table let mut dp = vec![0; m]; // State transition: first row dp[0] = grid[0][0]; for j in 1..m { dp[j] = dp[j - 1] + grid[0][j]; } // State transition: the rest of the rows for i in 1..n { // State transition: first column dp[0] = dp[0] + grid[i][0]; // State transition: the rest of the columns for j in 1..m { dp[j] = std::cmp::min(dp[j - 1], dp[j]) + grid[i][j]; } } dp[m - 1] } /* Driver Code */ pub fn main() { let grid = vec![ vec![1, 3, 1, 5], vec![2, 2, 4, 2], vec![5, 3, 2, 1], vec![4, 3, 5, 2], ]; let (n, m) = (grid.len(), grid[0].len()); // Brute force search let res = min_path_sum_dfs(&grid, n as i32 - 1, m as i32 - 1); println!("The minimum path sum from the top left corner to the bottom right corner is {res}"); // Memoized search let mut mem = vec![vec![0; m]; n]; for row in mem.iter_mut() { row.fill(-1); } let res = min_path_sum_dfs_mem(&grid, &mut mem, n as i32 - 1, m as i32 - 1); println!("The minimum path sum from the top left corner to the bottom right corner is {res}"); // Dynamic programming let res = min_path_sum_dp(&grid); println!("The minimum path sum from the top left corner to the bottom right corner is {res}"); // Space-optimized dynamic programming let res = min_path_sum_dp_comp(&grid); println!("The minimum path sum from the top left corner to the bottom right corner is {res}"); }