Course Schedule
There are a total of n courses you have to take, labeled from 0
to n - 1
.
Some courses may have prerequisites, for example to take course 0 you have to first take course 1, which is expressed as a pair: [0,1]
Given the total number of courses and a list of prerequisite pairs, is it possible for you to finish all courses?
For example:
2, [[1,0]]
There are a total of 2 courses to take. To take course 1 you should have finished course 0. So it is possible.
2, [[1,0],[0,1]]
There are a total of 2 courses to take. To take course 1 you should have finished course 0, and to take course 0 you should also have finished course 1. So it is impossible.
Note:
The input prerequisites is a graph represented by a list of edges, not adjacency matrices. Read more about how a graph is represented.
- This problem is equivalent to finding if a cycle exists in a directed graph. If a cycle exists, no topological ordering exists and therefore it will be impossible to take all courses.
- Topological Sort via DFS - A great video tutorial (21 minutes) on Coursera explaining the basic concepts of Topological Sort.
- Topological sort could also be done via BFS.
本题最终转化为求有向图中是否有存在环,转化为拓扑序问题
class Solution {
public:
bool canFinish(int numCourses, vector<pair<int, int>>& prerequisites) {
vector<vector<int>> graph(numCourses);
vector<int> in_degree(numCourses, ); for (auto p : prerequisites) {
graph[p.second].push_back(p.first);
in_degree[p.first]++;
} queue<int> q;
int cnt = ;
for (int i = ; i < numCourses; i++) {
if (in_degree[i] == )
q.push(i);
}
while (!q.empty()) {
int cur = q.front();
q.pop();
for (auto it = graph[cur].begin(); it != graph[cur].end(); it++) {
if (--in_degree[*it] == )
q.push(*it);
}
} for (int i = ; i < numCourses; i++) {
if (in_degree[i] != )
return false;
}
return true;
}
};
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