numCourses->总的课程数目
Prerequisited->pair in a list denoting have to finish b to study a
class Solution:
def canFinish(self, numCourses: int, prerequisites: List[List[int]]) -> bool:
if numCourses <=1 : return True
# 入度数组,一开始全部为 0
in_degrees = [0 for _ in range(numCourses)]
# 邻接表
adj = [set() for _ in range(numCourses)]
# 想要学习课程 0 ,你需要先完成课程 1 ,我们用一个匹配来表示他们: [0,1]
# [0,1] 表示 1 在先,0 在后
# 注意:邻接表存放的是后继 successor 结点的集合
for second, first in prerequisites:
in_degrees[second] += 1
adj[first].add(second)
# print("in_degrees", in_degrees)
# 首先遍历一遍,把所有入度为 0 的结点加入队列
res = []
queue = []
for i in range(numCourses):
if in_degrees[i] == 0:
queue.append(i)
counter = 0
while queue:
top = queue.pop(0)
counter += 1
for successor in adj[top]:
in_degrees[successor] -= 1
if in_degrees[successor] == 0:
queue.append(successor)
return counter == numCourses