标签:problem tco nal 路径搜索 each top ott different value
In an N by N square grid, each cell is either empty (0) or blocked (1).
A clear path from top-left to bottom-right has length k
if and only if it is composed of cells C_1, C_2, ..., C_k
such that:
C_i
and C_{i+1}
are connected 8-directionally (ie., they are different and share an edge or corner)C_1
is at location (0, 0)
(ie. has value grid[0][0]
)C_k
is at location (N-1, N-1)
(ie. has value grid[N-1][N-1]
)C_i
is located at (r, c)
, then grid[r][c]
is empty (ie. grid[r][c] == 0
).Return the length of the shortest such clear path from top-left to bottom-right. If such a path does not exist, return -1.
Example 1:
Input: [[0,1],[1,0]]
Output: 2
Example 2:
Input: [[0,0,0],[1,1,0],[1,1,0]]
Output: 4
Note:
1 <= grid.length == grid[0].length <= 100
grid[r][c]
is 0
or 1
简单来说就是经典的BFS路径搜索,从左上角走到右下角,0是通路,1是障碍。
先给出最简洁的写法:
class Solution: def shortestPathBinaryMatrix(self, grid: List[List[int]]) -> int: n = len(grid) if grid[0][0] or grid[n-1][n-1]: return -1 record = [(0,0,1)] for i, j, d in record: if i == n-1 and j == n-1: return d for x, y in ((i-1,j-1),(i-1,j),(i-1,j+1),(i,j-1),(i,j+1),(i+1,j-1),(i+1,j),(i+1,j+1)): if 0 <= x < n and 0 <= y < n and not grid[x][y]: record.append((x, y, d+1)) grid[x][y] = 1 return -1
用 record 这个list来记录状态,然后直接一边在后面不停加上下一层的记录,一边iterate
注意到 由于是BFS,采用将已经过的grid置为1来避免重复访问(BFS才能这样做)
即便如此简洁,此方法还是有一些问题,因此更好的方法为:
class Solution: def shortestPathBinaryMatrix(self, grid: List[List[int]]) -> int: if not grid or grid[0][0] or grid[-1][-1]: return -1 m, n = len(grid), len(grid[0]) front, end, level = set([(0, 0)]), set([(m-1,n-1)]), 1 while front: # intersection if front & end: return level for x, y in front: grid[x][y] = 1 front = set((x+dx, y+dy) for x, y in front for dx, dy in [(1,1),(1,-1),(-1,1),(-1,-1),(0,1),(0,-1),(-1,0),(1,0)] if 0<=x+dx<m and 0<=y+dy<n and grid[x+dx][y+dy]==0) level += 1 if len(front) > len(end): front, end = end, front return -1
此方法解决了两个问题:
1. 更新每一层存的状态,减小内存空间
2. level只需一个变量存就够了(因为是BFS)
注意其采用了set而不用list,可以减少重复情况带来的重复计算
参考:
https://leetcode.com/problems/shortest-path-in-binary-matrix/discuss/312827/Python-Concise-BFS
BFS 基础写法 —— 以 LeetCode #1091 Shortest Path in Binary Matrix 为例
标签:problem tco nal 路径搜索 each top ott different value
原文地址:https://www.cnblogs.com/sbj123456789/p/12275446.html