题目描述
给你一个下标从 0 开始、大小为 n * m
的二维整数矩阵 grid
,定义一个下标从 0 开始、大小为 n * m
的的二维矩阵 p
。如果满足以下条件,则称 p
为 grid
的 乘积矩阵 :
- 对于每个元素
p[i][j]
,它的值等于除了 grid[i][j]
外所有元素的乘积。乘积对 12345
取余数。
返回 grid
的乘积矩阵。
示例 1:
输入:grid = [[1,2],[3,4]]
输出:[[24,12],[8,6]]
解释:p[0][0] = grid[0][1] * grid[1][0] * grid[1][1] = 2 * 3 * 4 = 24
p[0][1] = grid[0][0] * grid[1][0] * grid[1][1] = 1 * 3 * 4 = 12
p[1][0] = grid[0][0] * grid[0][1] * grid[1][1] = 1 * 2 * 4 = 8
p[1][1] = grid[0][0] * grid[0][1] * grid[1][0] = 1 * 2 * 3 = 6
所以答案是 [[24,12],[8,6]] 。
示例 2:
输入:grid = [[12345],[2],[1]]
输出:[[2],[0],[0]]
解释:p[0][0] = grid[0][1] * grid[0][2] = 2 * 1 = 2
p[0][1] = grid[0][0] * grid[0][2] = 12345 * 1 = 12345. 12345 % 12345 = 0 ,所以 p[0][1] = 0
p[0][2] = grid[0][0] * grid[0][1] = 12345 * 2 = 24690. 24690 % 12345 = 0 ,所以 p[0][2] = 0
所以答案是 [[2],[0],[0]] 。
提示:
1 <= n == grid.length <= 105
1 <= m == grid[i].length <= 105
2 <= n * m <= 105
1 <= grid[i][j] <= 109
解法
方法一:前后缀分解
我们可以预处理出每个元素的后缀乘积(不包含自身),然后再遍历矩阵,计算得到每个元素的前缀乘积(不包含自身),将两者相乘即可得到每个位置的结果。
具体地,我们用 $p[i][j]$ 表示矩阵中第 $i$ 行第 $j$ 列元素的结果,定义一个变量 $suf$ 表示当前位置右下方的所有元素的乘积,初始时 $suf = 1$。我们从矩阵右下角开始遍历,对于每个位置 $(i, j)$,我们将 $suf$ 赋值给 $p[i][j]$,然后更新 $suf$ 为 $suf \times grid[i][j] \bmod 12345$,这样就可以得到每个位置的后缀乘积。
接下来我们从矩阵左上角开始遍历,对于每个位置 $(i, j)$,我们将 $p[i][j]$ 乘上 $pre$,再对 $12345$ 取模,然后更新 $pre$ 为 $pre \times grid[i][j] \bmod 12345$,这样就可以得到每个位置的前缀乘积。
遍历结束,返回结果矩阵 $p$ 即可。
时间复杂度 $O(n \times m)$,其中 $n$ 和 $m$ 分别是矩阵的行数和列数。忽略结果矩阵的空间占用,空间复杂度 $O(1)$。
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16 | class Solution:
def constructProductMatrix(self, grid: List[List[int]]) -> List[List[int]]:
n, m = len(grid), len(grid[0])
p = [[0] * m for _ in range(n)]
mod = 12345
suf = 1
for i in range(n - 1, -1, -1):
for j in range(m - 1, -1, -1):
p[i][j] = suf
suf = suf * grid[i][j] % mod
pre = 1
for i in range(n):
for j in range(m):
p[i][j] = p[i][j] * pre % mod
pre = pre * grid[i][j] % mod
return p
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22 | class Solution {
public int[][] constructProductMatrix(int[][] grid) {
final int mod = 12345;
int n = grid.length, m = grid[0].length;
int[][] p = new int[n][m];
long suf = 1;
for (int i = n - 1; i >= 0; --i) {
for (int j = m - 1; j >= 0; --j) {
p[i][j] = (int) suf;
suf = suf * grid[i][j] % mod;
}
}
long pre = 1;
for (int i = 0; i < n; ++i) {
for (int j = 0; j < m; ++j) {
p[i][j] = (int) (p[i][j] * pre % mod);
pre = pre * grid[i][j] % mod;
}
}
return p;
}
}
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23 | class Solution {
public:
vector<vector<int>> constructProductMatrix(vector<vector<int>>& grid) {
const int mod = 12345;
int n = grid.size(), m = grid[0].size();
vector<vector<int>> p(n, vector<int>(m));
long long suf = 1;
for (int i = n - 1; i >= 0; --i) {
for (int j = m - 1; j >= 0; --j) {
p[i][j] = suf;
suf = suf * grid[i][j] % mod;
}
}
long long pre = 1;
for (int i = 0; i < n; ++i) {
for (int j = 0; j < m; ++j) {
p[i][j] = p[i][j] * pre % mod;
pre = pre * grid[i][j] % mod;
}
}
return p;
}
};
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23 | func constructProductMatrix(grid [][]int) [][]int {
const mod int = 12345
n, m := len(grid), len(grid[0])
p := make([][]int, n)
for i := range p {
p[i] = make([]int, m)
}
suf := 1
for i := n - 1; i >= 0; i-- {
for j := m - 1; j >= 0; j-- {
p[i][j] = suf
suf = suf * grid[i][j] % mod
}
}
pre := 1
for i := 0; i < n; i++ {
for j := 0; j < m; j++ {
p[i][j] = p[i][j] * pre % mod
pre = pre * grid[i][j] % mod
}
}
return p
}
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20 | function constructProductMatrix(grid: number[][]): number[][] {
const mod = 12345;
const [n, m] = [grid.length, grid[0].length];
const p: number[][] = Array.from({ length: n }, () => Array.from({ length: m }, () => 0));
let suf = 1;
for (let i = n - 1; ~i; --i) {
for (let j = m - 1; ~j; --j) {
p[i][j] = suf;
suf = (suf * grid[i][j]) % mod;
}
}
let pre = 1;
for (let i = 0; i < n; ++i) {
for (let j = 0; j < m; ++j) {
p[i][j] = (p[i][j] * pre) % mod;
pre = (pre * grid[i][j]) % mod;
}
}
return p;
}
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27 | impl Solution {
pub fn construct_product_matrix(grid: Vec<Vec<i32>>) -> Vec<Vec<i32>> {
let modulo: i32 = 12345;
let n = grid.len();
let m = grid[0].len();
let mut p: Vec<Vec<i32>> = vec![vec![0; m]; n];
let mut suf = 1;
for i in (0..n).rev() {
for j in (0..m).rev() {
p[i][j] = suf;
suf = (((suf as i64) * (grid[i][j] as i64)) % (modulo as i64)) as i32;
}
}
let mut pre = 1;
for i in 0..n {
for j in 0..m {
p[i][j] = (((p[i][j] as i64) * (pre as i64)) % (modulo as i64)) as i32;
pre = (((pre as i64) * (grid[i][j] as i64)) % (modulo as i64)) as i32;
}
}
p
}
}
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