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
這道題類似一種迷宮問題,規定了 -1 表示牆,0表示門,讓求每個點到門的最近的曼哈頓距離,這其實類似於求距離場 Distance Map 的問題,那么先考慮用 DFS 來解,思路是,搜索0的位置,每找到一個0,以其周圍四個相鄰點為起點,開始 DFS 遍歷,並帶入深度值1,如果遇到的值大於當前深度值,將位置值賦為當前深度值,並對當前點的四個相鄰點開始DFS遍歷,注意此時深度值需要加1,這樣遍歷完成后,所有的位置就被正確地更新了,參見代碼如下:
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); } };
那么下面再來看 BFS 的解法,需要借助 queue,首先把門的位置都排入 queue 中,然后開始循環,對於門位置的四個相鄰點,判斷其是否在矩陣范圍內,並且位置值是否大於上一位置的值加1,如果滿足這些條件,將當前位置賦為上一位置加1,並將次位置排入 queue 中,這樣等 queue 中的元素遍歷完了,所有位置的值就被正確地更新了,參見代碼如下:
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}); } } } };
Github 同步地址:
https://github.com/grandyang/leetcode/issues/286
類似題目:
Shortest Distance from All Buildings
Rotting Oranges
參考資料:
https://leetcode.com/problems/walls-and-gates/
https://leetcode.com/problems/walls-and-gates/discuss/72745/Java-BFS-Solution-O(mn)-Time