|
|
/**
|
|
|
* File: min_path_sum.swift
|
|
|
* Created Time: 2023-07-15
|
|
|
* Author: nuomi1 (nuomi1@qq.com)
|
|
|
*/
|
|
|
|
|
|
/* 最小路徑和:暴力搜尋 */
|
|
|
func minPathSumDFS(grid: [[Int]], i: Int, j: Int) -> Int {
|
|
|
// 若為左上角單元格,則終止搜尋
|
|
|
if i == 0, j == 0 {
|
|
|
return grid[0][0]
|
|
|
}
|
|
|
// 若行列索引越界,則返回 +∞ 代價
|
|
|
if i < 0 || j < 0 {
|
|
|
return .max
|
|
|
}
|
|
|
// 計算從左上角到 (i-1, j) 和 (i, j-1) 的最小路徑代價
|
|
|
let up = minPathSumDFS(grid: grid, i: i - 1, j: j)
|
|
|
let left = minPathSumDFS(grid: grid, i: i, j: j - 1)
|
|
|
// 返回從左上角到 (i, j) 的最小路徑代價
|
|
|
return min(left, up) + grid[i][j]
|
|
|
}
|
|
|
|
|
|
/* 最小路徑和:記憶化搜尋 */
|
|
|
func minPathSumDFSMem(grid: [[Int]], mem: inout [[Int]], i: Int, j: Int) -> Int {
|
|
|
// 若為左上角單元格,則終止搜尋
|
|
|
if i == 0, j == 0 {
|
|
|
return grid[0][0]
|
|
|
}
|
|
|
// 若行列索引越界,則返回 +∞ 代價
|
|
|
if i < 0 || j < 0 {
|
|
|
return .max
|
|
|
}
|
|
|
// 若已有記錄,則直接返回
|
|
|
if mem[i][j] != -1 {
|
|
|
return mem[i][j]
|
|
|
}
|
|
|
// 左邊和上邊單元格的最小路徑代價
|
|
|
let up = minPathSumDFSMem(grid: grid, mem: &mem, i: i - 1, j: j)
|
|
|
let left = minPathSumDFSMem(grid: grid, mem: &mem, i: i, j: j - 1)
|
|
|
// 記錄並返回左上角到 (i, j) 的最小路徑代價
|
|
|
mem[i][j] = min(left, up) + grid[i][j]
|
|
|
return mem[i][j]
|
|
|
}
|
|
|
|
|
|
/* 最小路徑和:動態規劃 */
|
|
|
func minPathSumDP(grid: [[Int]]) -> Int {
|
|
|
let n = grid.count
|
|
|
let m = grid[0].count
|
|
|
// 初始化 dp 表
|
|
|
var dp = Array(repeating: Array(repeating: 0, count: m), count: n)
|
|
|
dp[0][0] = grid[0][0]
|
|
|
// 狀態轉移:首行
|
|
|
for j in 1 ..< m {
|
|
|
dp[0][j] = dp[0][j - 1] + grid[0][j]
|
|
|
}
|
|
|
// 狀態轉移:首列
|
|
|
for i in 1 ..< n {
|
|
|
dp[i][0] = dp[i - 1][0] + grid[i][0]
|
|
|
}
|
|
|
// 狀態轉移:其餘行和列
|
|
|
for i in 1 ..< n {
|
|
|
for j in 1 ..< m {
|
|
|
dp[i][j] = min(dp[i][j - 1], dp[i - 1][j]) + grid[i][j]
|
|
|
}
|
|
|
}
|
|
|
return dp[n - 1][m - 1]
|
|
|
}
|
|
|
|
|
|
/* 最小路徑和:空間最佳化後的動態規劃 */
|
|
|
func minPathSumDPComp(grid: [[Int]]) -> Int {
|
|
|
let n = grid.count
|
|
|
let m = grid[0].count
|
|
|
// 初始化 dp 表
|
|
|
var dp = Array(repeating: 0, count: m)
|
|
|
// 狀態轉移:首行
|
|
|
dp[0] = grid[0][0]
|
|
|
for j in 1 ..< m {
|
|
|
dp[j] = dp[j - 1] + grid[0][j]
|
|
|
}
|
|
|
// 狀態轉移:其餘行
|
|
|
for i in 1 ..< n {
|
|
|
// 狀態轉移:首列
|
|
|
dp[0] = dp[0] + grid[i][0]
|
|
|
// 狀態轉移:其餘列
|
|
|
for j in 1 ..< m {
|
|
|
dp[j] = min(dp[j - 1], dp[j]) + grid[i][j]
|
|
|
}
|
|
|
}
|
|
|
return dp[m - 1]
|
|
|
}
|
|
|
|
|
|
@main
|
|
|
enum MinPathSum {
|
|
|
/* Driver Code */
|
|
|
static func main() {
|
|
|
let grid = [
|
|
|
[1, 3, 1, 5],
|
|
|
[2, 2, 4, 2],
|
|
|
[5, 3, 2, 1],
|
|
|
[4, 3, 5, 2],
|
|
|
]
|
|
|
let n = grid.count
|
|
|
let m = grid[0].count
|
|
|
|
|
|
// 暴力搜尋
|
|
|
var res = minPathSumDFS(grid: grid, i: n - 1, j: m - 1)
|
|
|
print("從左上角到右下角的做小路徑和為 \(res)")
|
|
|
|
|
|
// 記憶化搜尋
|
|
|
var mem = Array(repeating: Array(repeating: -1, count: m), count: n)
|
|
|
res = minPathSumDFSMem(grid: grid, mem: &mem, i: n - 1, j: m - 1)
|
|
|
print("從左上角到右下角的做小路徑和為 \(res)")
|
|
|
|
|
|
// 動態規劃
|
|
|
res = minPathSumDP(grid: grid)
|
|
|
print("從左上角到右下角的做小路徑和為 \(res)")
|
|
|
|
|
|
// 空間最佳化後的動態規劃
|
|
|
res = minPathSumDPComp(grid: grid)
|
|
|
print("從左上角到右下角的做小路徑和為 \(res)")
|
|
|
}
|
|
|
}
|