You are given a m x n 2D grid initialized with these three possible values.
-1
- A wall or an obstacle.0
- A gate.INF
- Infinity means an empty room. We use the value231 - 1 = 2147483647
to representINF
as you may assume that the distance to a gate is less than2147483647
.
Fill each empty room with the distance to its nearest gate. If it is impossible to reach a gate, it should be filled with INF
.
For example, given the 2D grid:
INF -1 0 INF INF INF INF -1 INF -1 INF -1 0 -1 INF INF
After running your function, the 2D grid should be:
3 -1 0 1 2 2 1 -1 1 -1 2 -1 0 -1 3 4
这道题类似一种迷宫问题,规定了-1表示墙,0表示门,让求每个点到门的最近的曼哈顿距离,这其实类似于求距离场Distance Map的问题,那么我们先考虑用DFS来解,思路是,我们搜索0的位置,每找到一个0,以其周围四个相邻点为起点,开始DFS遍历,并带入深度值1,如果遇到的值大于当前深度值,我们将位置值赋为当前深度值,并对当前点的四个相邻点开始DFS遍历,注意此时深度值需要加1,这样遍历完成后,所有的位置就被正确地更新了,参见代码如下:
解法一:
class Solution { public: void wallsAndGates(vector<vector<int>>& rooms) { for (int i = 0; i < rooms.size(); ++i) { for (int j = 0; j < rooms[i].size(); ++j) { if (rooms[i][j] == 0) dfs(rooms, i, j, 0); } } } void dfs(vector<vector<int>>& rooms, int i, int j, int val) { if (i < 0 || i >= rooms.size() || j < 0 || j >= rooms[i].size() || rooms[i][j] < val) return; rooms[i][j] = val; dfs(rooms, i + 1, j, val + 1); dfs(rooms, i - 1, j, val + 1); dfs(rooms, i, j + 1, val + 1); dfs(rooms, i, j - 1, val + 1); } };
那么下面我们再来看BFS的解法,需要借助queue,我们首先把门的位置都排入queue中,然后开始循环,对于门位置的四个相邻点,我们判断其是否在矩阵范围内,并且位置值是否大于上一位置的值加1,如果满足这些条件,我们将当前位置赋为上一位置加1,并将次位置排入queue中,这样等queue中的元素遍历完了,所有位置的值就被正确地更新了,参见代码如下:
解法二:
class Solution { public: void wallsAndGates(vector<vector<int>>& rooms) { queue<pair<int, int>> q; vector<vector<int>> dirs{{0, -1}, {-1, 0}, {0, 1}, {1, 0}}; for (int i = 0; i < rooms.size(); ++i) { for (int j = 0; j < rooms[i].size(); ++j) { if (rooms[i][j] == 0) q.push({i, j}); } } while (!q.empty()) { int i = q.front().first, j = q.front().second; q.pop(); for (int k = 0; k < dirs.size(); ++k) { int x = i + dirs[k][0], y = j + dirs[k][1]; if (x < 0 || x >= rooms.size() || y < 0 || y >= rooms[0].size() || rooms[x][y] < rooms[i][j] + 1) continue; rooms[x][y] = rooms[i][j] + 1; q.push({x, y}); } } } };
类似题目:
Shortest Distance from All Buildings
参考资料:
https://leetcode.com/problems/walls-and-gates/discuss/72745/Java-BFS-Solution-O(mn)-Time
LeetCode All in One 题目讲解汇总(持续更新中...)
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