2023-05-11:给你一个 m x n 的二进制矩阵 grid,
每个格子要么为 0 (空)要么为 1 (被占据),
给你邮票的尺寸为 stampHeight x stampWidth。
我们想将邮票贴进二进制矩阵中,且满足以下 限制 和 要求 :
覆盖所有空格子,不覆盖任何被占据的格子,
可以放入任意数目的邮票,邮票可以相互有重叠部分,
邮票不允许旋转,邮票必须完全在矩阵内,
如果在满足上述要求的前提下,可以放入邮票,请返回 true ,否则返回 false。
输入:grid = [[1,0,0,0],[1,0,0,0],[1,0,0,0],[1,0,0,0],[1,0,0,0]], stampHeight = 4, stampWidth = 3。
输出:true。
答案 2023-05-11:
大体过程如下:
1.首先对矩阵 grid
进行二维前缀和计算,得到一个新的矩阵 sum
。该矩阵中每个位置表示从左上角出发,到该位置形成的子矩阵中所有元素的和。
2.对 grid
中的每个为 0 的位置 (i, j)
,检查以该位置为左上角的子矩阵是否能够被指定的印章完全覆盖。如果可以,将 diff[i][j]
加 1,diff[i][j+stampWidth]
减 1,diff[i+stampHeight][j]
减 1,diff[i+stampHeight][j+stampWidth]
加 1。这里 diff
矩阵用于记录每个位置的变化量。
3.遍历 grid
中的每一行,使用滚动数组的方式还原 cnt
和 pre
数组,并通过它们来计算每列中为 0 的位置的数量。同时,如果某个位置 (i, j)
的值为 0 且它所在列中没有其他的 0,则返回 false;否则返回 true。
时间复杂度为 O(mn),其中 m 和 n 分别表示矩阵 grid
的行数和列数。这是因为函数需要遍历整个矩阵,并对每个位置进行常数次操作。同时,二维前缀和、二维差分和滚动数组优化的时间复杂度也都是 O(mn)。
空间复杂度为 O(mn),因为函数中创建了两个 m+1 行 n+1 列的二维数组 sum
和 diff
,以及一个长度为 n+1 的一维数组 cnt
和 pre
。这些数组所占用的总空间为 (m+1)(n+1) + 2(n+1) = mn + 3m + 3n + 3,即 O(mn)。
go 完整代码如下:
package main
import "fmt"
func main() {
grid := [][]int{{1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0}}
stampHeight := 4
stampWidth := 3
isPossibleToStamp := possibleToStamp(grid, stampHeight, stampWidth)
fmt.Println(isPossibleToStamp)
}
func possibleToStamp(grid [][]int, stampHeight, stampWidth int) bool {
m, n := len(grid), len(grid[0])
sum := make([][]int, m+1)
sum[0] = make([]int, n+1)
diff := make([][]int, m+1)
diff[0] = make([]int, n+1)
for i, row := range grid {
sum[i+1] = make([]int, n+1)
for j, v := range row { // grid 的二维前缀和
sum[i+1][j+1] = sum[i+1][j] + sum[i][j+1] - sum[i][j] + v
}
diff[i+1] = make([]int, n+1)
}
for i, row := range grid {
for j, v := range row {
if v == 0 {
x, y := i+stampHeight, j+stampWidth // 注意这是矩形右下角横纵坐标都 +1 后的位置
if x <= m && y <= n && sum[x][y]-sum[x][j]-sum[i][y]+sum[i][j] == 0 {
diff[i][j]++
diff[i][y]--
diff[x][j]--
diff[x][y]++ // 更新二维差分
}
}
}
}
// 还原二维差分矩阵对应的计数矩阵,这里用滚动数组实现
cnt := make([]int, n+1)
pre := make([]int, n+1)
for i, row := range grid {
for j, v := range row {
cnt[j+1] = cnt[j] + pre[j+1] - pre[j] + diff[i][j]
if cnt[j+1] == 0 && v == 0 {
return false
}
}
cnt, pre = pre, cnt
}
return true
}
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rust 完整代码如下:
fn main() {
let grid = vec![
vec![1, 0, 0, 0],
vec![1, 0, 0, 0],
vec![1, 0, 0, 0],
vec![1, 0, 0, 0],
vec![1, 0, 0, 0],
];
let stamp_height = 4;
let stamp_width = 3;
let is_possible_to_stamp = possible_to_stamp(&grid, stamp_height, stamp_width);
println!("{}", is_possible_to_stamp);
}
fn possible_to_stamp(grid: &[Vec<i32>], stamp_height: usize, stamp_width: usize) -> bool {
let m = grid.len();
let n = grid[0].len();
let mut sum = vec![vec![0; n + 1]; m + 1];
let mut diff = vec![vec![0; n + 1]; m + 1];
for i in 0..m {
for j in 0..n {
sum[i + 1][j + 1] = sum[i + 1][j] + sum[i][j + 1] - sum[i][j] + grid[i][j];
}
}
for i in 0..m {
for j in 0..n {
if grid[i][j] == 0 {
let x = i + stamp_height;
let y = j + stamp_width;
if x <= m && y <= n && sum[x][y] - sum[x][j] - sum[i][y] + sum[i][j] == 0 {
diff[i][j] += 1;
diff[i][y] -= 1;
diff[x][j] -= 1;
diff[x][y] += 1;
}
}
}
}
let mut cnt = vec![0; n + 1];
let mut pre = vec![0; n + 1];
for i in 0..m {
for j in 0..n {
cnt[j + 1] = cnt[j] + pre[j + 1] - pre[j] + diff[i][j];
if cnt[j + 1] == 0 && grid[i][j] == 0 {
return false;
}
}
std::mem::swap(&mut cnt, &mut pre);
}
true
}
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c 语言完整代码如下:
#include <stdio.h>
#include <stdlib.h>
int possibleToStamp(int** grid, int gridSize, int* gridColSize, int stampHeight, int stampWidth) {
int m = gridSize, n = *gridColSize;
int** sum = (int**)malloc(sizeof(int*) * (m + 1));
for (int i = 0; i <= m; i++) {
sum[i] = (int*)malloc(sizeof(int) * (n + 1));
}
int** diff = (int**)malloc(sizeof(int*) * (m + 1));
for (int i = 0; i <= m; i++) {
diff[i] = (int*)malloc(sizeof(int) * (n + 1));
}
for (int i = 0; i < m; i++) {
for (int j = 0; j < n; j++) {
sum[i + 1][j + 1] = sum[i + 1][j] + sum[i][j + 1] - sum[i][j] + grid[i][j];
}
}
for (int i = 0; i < m; i++) {
for (int j = 0; j < n; j++) {
if (grid[i][j] == 0) {
int x = i + stampHeight, y = j + stampWidth;
if (x <= m && y <= n && sum[x][y] - sum[x][j] - sum[i][y] + sum[i][j] == 0) {
diff[i][j]++;
diff[i][y]--;
diff[x][j]--;
diff[x][y]++;
}
}
}
}
int* cnt = (int*)malloc(sizeof(int) * (n + 1));
int* pre = (int*)malloc(sizeof(int) * (n + 1));
for (int i = 0; i <= n; i++) {
cnt[i] = 0;
pre[i] = 0;
}
for (int i = 0; i < m; i++) {
for (int j = 0; j < n; j++) {
cnt[j + 1] = cnt[j] + pre[j + 1] - pre[j] + diff[i][j];
if (cnt[j + 1] == 0 && grid[i][j] == 0) {
free(cnt);
free(pre);
for (int k = 0; k <= m; k++) {
free(sum[k]);
}
free(sum);
for (int k = 0; k <= m; k++) {
free(diff[k]);
}
free(diff);
return 0;
}
}
int* tmp = cnt;
cnt = pre;
pre = tmp;
}
free(cnt);
free(pre);
for (int i = 0; i <= m; i++) {
free(sum[i]);
}
free(sum);
for (int i = 0; i <= m; i++) {
free(diff[i]);
}
free(diff);
return 1;
}
int main() {
int gridSize = 5, gridColSize = 4;
int** grid = (int**)malloc(sizeof(int*) * gridSize);
for (int i = 0; i < gridSize; i++) {
grid[i] = (int*)malloc(sizeof(int) * gridColSize);
}
int data[5][4] = { {1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0} };
for (int i = 0; i < gridSize; i++) {
for (int j = 0; j < gridColSize; j++) {
grid[i][j] = data[i][j];
}
}
int stampHeight = 4, stampWidth = 3;
int isPossibleToStamp = possibleToStamp(grid, gridSize, &gridColSize, stampHeight, stampWidth);
printf("%s\n", isPossibleToStamp ? "true" : "false");
for (int i = 0; i < gridSize; i++) {
free(grid[i]);
}
free(grid);
return 0;
}
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c++完整代码如下:
#include <iostream>
#include <vector>
using namespace std;
bool possibleToStamp(vector<vector<int>>& grid, int stampHeight, int stampWidth) {
int m = grid.size(), n = grid[0].size();
vector<vector<int>> sum(m + 1, vector<int>(n + 1)), diff(m + 1, vector<int>(n + 1));
for (int i = 0; i < m; i++) {
for (int j = 0; j < n; j++) {
sum[i + 1][j + 1] = sum[i + 1][j] + sum[i][j + 1] - sum[i][j] + grid[i][j];
}
}
for (int i = 0; i < m; i++) {
for (int j = 0; j < n; j++) {
if (grid[i][j] == 0) {
int x = i + stampHeight, y = j + stampWidth;
if (x <= m && y <= n && sum[x][y] - sum[x][j] - sum[i][y] + sum[i][j] == 0) {
diff[i][j]++;
diff[i][y]--;
diff[x][j]--;
diff[x][y]++;
}
}
}
}
vector<int> cnt(n + 1), pre(n + 1);
for (int i = 0; i < m; i++) {
for (int j = 0; j < n; j++) {
cnt[j + 1] = cnt[j] + pre[j + 1] - pre[j] + diff[i][j];
if (cnt[j + 1] == 0 && grid[i][j] == 0) {
return false;
}
}
swap(cnt, pre);
}
return true;
}
int main() {
vector<vector<int>> grid{ {1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0}, {1, 0, 0, 0} };
int stampHeight = 4, stampWidth = 3;
bool isPossibleToStamp = possibleToStamp(grid, stampHeight, stampWidth);
cout << (isPossibleToStamp ? "true" : "false") << endl;
return 0;
}
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