【算法】dfs

"""
有 n 个城市,其中一些彼此相连,另一些没有相连。如果城市 a 与城市 b 直接相连,且城市 b 与城市 c 直接相连,那么城市 a 与城市 c 间接相连。

省份 是一组直接或间接相连的城市,组内不含其他没有相连的城市。

给你一个 n x n 的矩阵 isConnected ,其中 isConnected[i][j] = 1 表示第 i 个城市和第 j 个城市直接相连,而 isConnected[i][j] = 0 表示二者不直接相连。

返回矩阵中 省份 的数量。

示例 1:
输入:isConnected = [[1,1,0],[1,1,0],[0,0,1]]
输出:2

示例 2:
输入:isConnected = [[1,0,0],[0,1,0],[0,0,1]]
输出:3
"""
import collections


def findCircleNum(isConnected: list) -> int:
    '''
    深度优先
    :param isConnected:
    :return:
    '''
    def dfs(i: int):
        for j in range(cities):
            if isConnected[i][j] == 1 and j not in visited:
                visited.add(j)
                dfs(j)

    cities = len(isConnected)
    visited = set()
    provinces = 0

    for i in range(cities):
        if i not in visited:
            dfs(i)
            provinces += 1

    return provinces

def findCircleNum1(isConnected: list) -> int:
    '''
    广度优先
    :param isConnected:
    :return:
    '''
    cities = len(isConnected)
    visited = set()
    provinces = 0

    for i in range(cities):
        if i not in visited:
            Q = collections.deque([i])
            while Q:
                j = Q.popleft()
                visited.add(j)
                for k in range(cities):
                    if isConnected[j][k] == 1 and k not in visited:
                        Q.append(k)
            provinces += 1

    return provinces


def findCircleNum2(isConnected: list) -> int:
    '''
    并查集
    :param isConnected:
    :return:
    '''
    def find(index: int) -> int:
        if parent[index] != index:
            parent[index] = find(parent[index])
        return parent[index]

    def union(index1: int, index2: int):
        parent[find(index1)] = find(index2)

    cities = len(isConnected)
    parent = list(range(cities))

    for i in range(cities):
        for j in range(i + 1, cities):
            if isConnected[i][j] == 1:
                union(i, j)

    provinces = sum(parent[i] == i for i in range(cities))
    return provinces


print(findCircleNum1([[1,1,0],[1,1,0],[0,0,1]]))

posted @ 2022-07-12 11:30  倒骑驴子  阅读(99)  评论(0编辑  收藏  举报