Question Definition
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.
- You may assume that there are no duplicate edges in the input prerequisites.
Hints:
- 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.
Java Solution I (DFS)
```java public boolean canFinish(int numCourses, int[][] prerequisites) { ArrayList[] graph = new ArrayList[numCourses]; for(int i=0;i<numCourses;i++) graph[i] = new ArrayList();
boolean[] visited = new boolean[numCourses]; for(int i=0; i<prerequisites.length;i++){ graph[prerequisites[i][1]].add(prerequisites[i][0]); }
for(int i=0; i<numCourses; i++){ if(!dfs(graph,visited,i)) return false; } return true; }
private boolean dfs(ArrayList[] graph, boolean[] visited, int course){ if(visited[course]) return false; else visited[course] = true;;
for(int i=0; i<graph[course].size();i++){
if(!dfs(graph,visited,(int)graph[course].get(i)))
return false;
}
visited[course] = false;
return true; } ``` ### Java Solution II (BFS) ```java public boolean canFinish(int numCourses, int[][] prerequisites) {
ArrayList[] graph = new ArrayList[numCourses];
int[] degree = new int[numCourses];
Queue queue = new LinkedList();
int count=0;
for(int i=0;i<numCourses;i++)
graph[i] = new ArrayList();
for(int i=0; i<prerequisites.length;i++){
degree[prerequisites[i][1]]++;
graph[prerequisites[i][0]].add(prerequisites[i][1]);
}
for(int i=0; i<degree.length;i++){
if(degree[i] == 0){
queue.add(i);
count++;
}
}
while(queue.size() != 0){
int course = (int)queue.poll();
for(int i=0; i<graph[course].size();i++){
int pointer = (int)graph[course].get(i);
degree[pointer]--;
if(degree[pointer] == 0){
queue.add(pointer);
count++;
}
}
}
if(count == numCourses)
return true;
else
return false; } ```
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