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  • 210. Course Schedule II

    问题:

    给定编号为0~numCourses-1 的课程,以及课程的依赖关系prerequisites

    其中prerequisites[i] = [ai, bi],ai之前必须先上了bi的课程。 bi->ai

    若能够上完所有的课程,给出一个上课顺序。

    否则,返回空数组。

    Example 1:
    Input: numCourses = 2, prerequisites = [[1,0]]
    Output: [0,1]
    Explanation: There are a total of 2 courses to take. To take course 1 you should have finished course 0. So the correct course order is [0,1].
    
    Example 2:
    Input: numCourses = 4, prerequisites = [[1,0],[2,0],[3,1],[3,2]]
    Output: [0,2,1,3]
    Explanation: There are a total of 4 courses to take. To take course 3 you should have finished both courses 1 and 2. Both courses 1 and 2 should be taken after you finished course 0.
    So one correct course order is [0,1,2,3]. Another correct ordering is [0,2,1,3].
    
    Example 3:
    Input: numCourses = 1, prerequisites = []
    Output: [0]
     
    Constraints:
    1 <= numCourses <= 2000
    0 <= prerequisites.length <= numCourses * (numCourses - 1)
    prerequisites[i].length == 2
    0 <= ai, bi < numCourses
    ai != bi
    All the pairs [ai, bi] are distinct.
    

      

    解法:BFS

    有向图遍历,判断是否有内循环♻️ 环。有,则不符合要求。

    根据依赖关系prerequisites,构造有向图:graph[node1] = {node2, node3...noden} 

    • node1 -> node2
    • node1 -> node3
    • ...
    • node1 -> noden

    同时记录有向信息,入度数:indegree[node1]=x(count{node2,node3...noden})

    • 从入度为0的节点开始遍历图。
      • queue.push(nodex(where indegree[nodex]==0))
    • for
      • 一个个pop节点:cur(同时该节点被遍历,加入res)
      • 对cur的所有后续节点graph[cur]: nextn,indegree[nextn]--
        • 若后续节点nextn的入度==0,加入queue:queue.push(nextn)
      • 继续pop下一个节点。
    • 最后res.size!=课程数numCourses,则说明没有遍历完有向图,
      • 返回空数组。
      • 其他,返回res。

    代码参考:

     1 class Solution {
     2 public:
     3     vector<int> findOrder(int numCourses, vector<vector<int>>& prerequisites) {
     4         vector<vector<int>> graph(numCourses);
     5         vector<int> res;
     6         queue<int> q;
     7         vector<int> indegree(numCourses, 0);
     8         for(auto line:prerequisites) {
     9             graph[line[1]].push_back(line[0]);
    10             indegree[line[0]]++;
    11         }
    12         for(int i=0; i<numCourses; i++) {
    13             //indegree==0 node has only output.
    14             if(indegree[i]==0) q.push(i);
    15         }
    16         while(!q.empty()) {
    17             int sz = q.size();
    18             for(int i=0; i<sz; i++) {
    19                 int cur = q.front();
    20                 q.pop();
    21                 res.push_back(cur);
    22                 for(auto nextn:graph[cur]) {
    23                     indegree[nextn]--;
    24                     if(indegree[nextn]==0) q.push(nextn);
    25                 }
    26             }
    27         }
    28         if(res.size()!=numCourses) return vector<int>();
    29         else return res;
    30     }
    31 };
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  • 原文地址:https://www.cnblogs.com/habibah-chang/p/14458224.html
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