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542. 01 矩阵

题目描述

给定一个由 01 组成的矩阵 mat ,请输出一个大小相同的矩阵,其中每一个格子是 mat 中对应位置元素到最近的 0 的距离。

两个相邻元素间的距离为 1

 

示例 1:

输入:mat = [[0,0,0],[0,1,0],[0,0,0]]
输出:[[0,0,0],[0,1,0],[0,0,0]]

示例 2:

输入:mat = [[0,0,0],[0,1,0],[1,1,1]]
输出:[[0,0,0],[0,1,0],[1,2,1]]

 

提示:

  • m == mat.length
  • n == mat[i].length
  • 1 <= m, n <= 104
  • 1 <= m * n <= 104
  • mat[i][j] is either 0 or 1.
  • mat 中至少有一个

解法

方法一:多源 BFS

初始化结果矩阵 ans,所有 0 的距离为 0,所以 1 的距离为 -1。初始化队列 q 存储 BFS 需要检查的位置,并将所有 0 的位置入队。

循环弹出队列 q 的元素 p(i, j),检查邻居四个点。对于邻居 (x, y),如果 ans[x][y] = -1,则更新 ans[x][y] = ans[i][j] + 1。同时将 (x, y) 入队。

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class Solution:
    def updateMatrix(self, mat: List[List[int]]) -> List[List[int]]:
        m, n = len(mat), len(mat[0])
        ans = [[-1] * n for _ in range(m)]
        q = deque()
        for i, row in enumerate(mat):
            for j, x in enumerate(row):
                if x == 0:
                    ans[i][j] = 0
                    q.append((i, j))
        dirs = (-1, 0, 1, 0, -1)
        while q:
            i, j = q.popleft()
            for a, b in pairwise(dirs):
                x, y = i + a, j + b
                if 0 <= x < m and 0 <= y < n and ans[x][y] == -1:
                    ans[x][y] = ans[i][j] + 1
                    q.append((x, y))
        return ans
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class Solution {
    public int[][] updateMatrix(int[][] mat) {
        int m = mat.length, n = mat[0].length;
        int[][] ans = new int[m][n];
        for (int[] row : ans) {
            Arrays.fill(row, -1);
        }
        Deque<int[]> q = new ArrayDeque<>();
        for (int i = 0; i < m; ++i) {
            for (int j = 0; j < n; ++j) {
                if (mat[i][j] == 0) {
                    q.offer(new int[] {i, j});
                    ans[i][j] = 0;
                }
            }
        }
        int[] dirs = {-1, 0, 1, 0, -1};
        while (!q.isEmpty()) {
            int[] p = q.poll();
            int i = p[0], j = p[1];
            for (int k = 0; k < 4; ++k) {
                int x = i + dirs[k], y = j + dirs[k + 1];
                if (x >= 0 && x < m && y >= 0 && y < n && ans[x][y] == -1) {
                    ans[x][y] = ans[i][j] + 1;
                    q.offer(new int[] {x, y});
                }
            }
        }
        return ans;
    }
}
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class Solution {
public:
    vector<vector<int>> updateMatrix(vector<vector<int>>& mat) {
        int m = mat.size(), n = mat[0].size();
        vector<vector<int>> ans(m, vector<int>(n, -1));
        queue<pair<int, int>> q;
        for (int i = 0; i < m; ++i) {
            for (int j = 0; j < n; ++j) {
                if (mat[i][j] == 0) {
                    ans[i][j] = 0;
                    q.emplace(i, j);
                }
            }
        }
        vector<int> dirs = {-1, 0, 1, 0, -1};
        while (!q.empty()) {
            auto p = q.front();
            q.pop();
            for (int i = 0; i < 4; ++i) {
                int x = p.first + dirs[i];
                int y = p.second + dirs[i + 1];
                if (x >= 0 && x < m && y >= 0 && y < n && ans[x][y] == -1) {
                    ans[x][y] = ans[p.first][p.second] + 1;
                    q.emplace(x, y);
                }
            }
        }
        return ans;
    }
};
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func updateMatrix(mat [][]int) [][]int {
    m, n := len(mat), len(mat[0])
    ans := make([][]int, m)
    for i := range ans {
        ans[i] = make([]int, n)
        for j := range ans[i] {
            ans[i][j] = -1
        }
    }
    type pair struct{ x, y int }
    var q []pair
    for i, row := range mat {
        for j, v := range row {
            if v == 0 {
                ans[i][j] = 0
                q = append(q, pair{i, j})
            }
        }
    }
    dirs := []int{-1, 0, 1, 0, -1}
    for len(q) > 0 {
        p := q[0]
        q = q[1:]
        for i := 0; i < 4; i++ {
            x, y := p.x+dirs[i], p.y+dirs[i+1]
            if x >= 0 && x < m && y >= 0 && y < n && ans[x][y] == -1 {
                ans[x][y] = ans[p.x][p.y] + 1
                q = append(q, pair{x, y})
            }
        }
    }
    return ans
}
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function updateMatrix(mat: number[][]): number[][] {
    const [m, n] = [mat.length, mat[0].length];
    const ans: number[][] = Array.from({ length: m }, () => Array.from({ length: n }, () => -1));
    const q: [number, number][] = [];
    for (let i = 0; i < m; ++i) {
        for (let j = 0; j < n; ++j) {
            if (mat[i][j] === 0) {
                q.push([i, j]);
                ans[i][j] = 0;
            }
        }
    }
    const dirs: number[] = [-1, 0, 1, 0, -1];
    while (q.length) {
        const [i, j] = q.shift()!;
        for (let k = 0; k < 4; ++k) {
            const [x, y] = [i + dirs[k], j + dirs[k + 1]];
            if (x >= 0 && x < m && y >= 0 && y < n && ans[x][y] === -1) {
                ans[x][y] = ans[i][j] + 1;
                q.push([x, y]);
            }
        }
    }
    return ans;
}
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use std::collections::VecDeque;

impl Solution {
    #[allow(dead_code)]
    pub fn update_matrix(mat: Vec<Vec<i32>>) -> Vec<Vec<i32>> {
        let n: usize = mat.len();
        let m: usize = mat[0].len();
        let mut ret_vec: Vec<Vec<i32>> = vec![vec![-1; m]; n];
        // The inner tuple is of <X, Y, Current Count>
        let mut the_q: VecDeque<(usize, usize)> = VecDeque::new();
        let traverse_vec: Vec<(i32, i32)> = vec![(-1, 0), (1, 0), (0, 1), (0, -1)];

        // Initialize the queue
        for i in 0..n {
            for j in 0..m {
                if mat[i][j] == 0 {
                    // For the zero cell, enqueue at first
                    the_q.push_back((i, j));
                    // Set to 0 in return vector
                    ret_vec[i][j] = 0;
                }
            }
        }

        while !the_q.is_empty() {
            let (x, y) = the_q.front().unwrap().clone();
            the_q.pop_front();
            for pair in &traverse_vec {
                let cur_x = pair.0 + (x as i32);
                let cur_y = pair.1 + (y as i32);
                if
                    Solution::check_bounds(cur_x, cur_y, n as i32, m as i32) &&
                    ret_vec[cur_x as usize][cur_y as usize] == -1
                {
                    // The current cell has not be updated yet, and is also in bound
                    ret_vec[cur_x as usize][cur_y as usize] = ret_vec[x][y] + 1;
                    the_q.push_back((cur_x as usize, cur_y as usize));
                }
            }
        }

        ret_vec
    }

    #[allow(dead_code)]
    pub fn check_bounds(i: i32, j: i32, n: i32, m: i32) -> bool {
        i >= 0 && i < n && j >= 0 && j < m
    }
}

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