MediumNo. 1559

Detect Cycles in 2D Grid — LeetCode 1559 Python Solution

Pattern
Union-Find
Topics
Depth-First Search, Breadth-First Search, Union Find, Array, Matrix
Reading time
4 min

The problem

Given a 2D array of characters grid of size m x n, you need to find if there exists any cycle consisting of the same value in grid. A cycle is a path of length 4 or more in the grid that starts and ends at the same cell.

Example

Input
grid = [["a","a","a","a"],["a","b","b","a"],["a","b","b","a"],["a","a","a","a"]]
Output
true
Explanation
There are two valid cycles shown in different colors in the image below:

Python solution

PythonSolution
class Solution:
    def containsCycle(self, grid: List[List[str]]) -> bool:
        m, n = len(grid), len(grid[0])
        vis = [[False] * n for _ in range(m)]
        dirs = (-1, 0, 1, 0, -1)
        for i, row in enumerate(grid):
            for j, x in enumerate(row):
                if vis[i][j]:
                    continue
                vis[i][j] = True
                q = [(i, j, -1, -1)]
                while q:
                    x, y, px, py = q.pop()
                    for dx, dy in pairwise(dirs):
                        nx, ny = x + dx, y + dy
                        if 0 <= nx < m and 0 <= ny < n:
                            if grid[nx][ny] != grid[i][j] or (nx == px and ny == py):
                                continue
                            if vis[nx][ny]:
                                return True
                            vis[nx][ny] = True
                            q.append((nx, ny, x, y))
        return False

Complexity

Time
O(m × n)
Space · auxiliary
O(m × n)

Pattern: Union-Find

Merge groups and ask whether two things are connected, both in near-constant time. LeetCode 1559. Detect Cycles in 2D Grid is filed here because LeetCode tags it Union Find, which is the vocabulary this hub collects.

The union-find guide has the Python template for the pattern and the 83 LeetCode problems that use it.

Related problems

Related problems
No.ProblemDifficulty
0130Surrounded RegionsMedium
0200Number of IslandsMedium
0695Max Area of IslandMedium
0827Making A Large IslandHard
1020Number of EnclavesMedium
1254Number of Closed IslandsMedium

Frequently asked questions

How hard is LeetCode 1559. Detect Cycles in 2D Grid?

LeetCode 1559. Detect Cycles in 2D Grid is rated Medium on LeetCode.

What is the time complexity of LeetCode 1559. Detect Cycles in 2D Grid?

The Python solution on this page runs in O(m × n).

What is the space complexity of LeetCode 1559. Detect Cycles in 2D Grid?

The Python solution on this page uses O(m × n) auxiliary space.

What topics does LeetCode 1559. Detect Cycles in 2D Grid cover?

LeetCode 1559. Detect Cycles in 2D Grid is tagged Depth-First Search, Breadth-First Search, Union Find, Array and Matrix on LeetCode.

Stuck on problems like this in a live interview?

Stealth Interview is a desktop app for macOS and Windows. It reads the problem off your screen and returns a working solution with a step-by-step explanation and its time and space complexity, invisible to screen sharing.

Free to download. Check it runs on your machine, then pick a plan.