This Java code implements a directed graph structure to represent...
This Java code implements a directed graph structure to represent a course prerequisite system and determines whether all courses can be completed without any prerequisite cycle (i.e., whether it's possible to do a valid topological ordering of courses). Here's a breakdown of the key parts of the code:
1. Graph Representation
The course prerequisite system is represented as a directed graph:
- Vertices: Represent courses (
Vertex
class), where eachVertex
has:courseNum
: Represents the course number.incoming
: List of incoming edges (prerequisites for this course).outgoing
: List of outgoing edges (courses this course is a prerequisite for).
- Edges: Represent prerequisites (
Edge
class):- Each
Edge
connects twoVertex
instances: a prerequisite course and the dependent course.
- Each
The graph data structures include:
vertices
: List of all course vertices.edges
: List of all prerequisite edges.
2. Key Methods
insertVertex
: Adds a new course (Vertex
) to the graph.insertEdge
: Adds a directed edge (prerequisite relationship) between two courses.addPrereq
: Helper function used to add prerequisites based on input.
3. Cycle Detection
The isPossible
method determines if it's possible to complete all courses. It does so by detecting cycles in the graph, as a cycle indicates a prerequisite loop (which makes it impossible to complete the courses).
- Cycle Detection Implementation:
- Uses Depth-First Search (DFS) via
CycleDetectionWrapper
andCycleDetection
. - Maintains a set of
record
(visited vertices) andancestors
(currently explored path to check for cycles). - If a cycle is detected (a vertex already exists in
ancestors
), the cycle detection returnstrue
(cycle exists, so the schedule is not possible).
- Uses Depth-First Search (DFS) via
4. Result Output
The program reads input:
numCourses
: Total number of courses.numPrereqs
: Total number of prerequisite relationships.- A series of prerequisite pairs (
prereq
,course
), representing the course dependency fromprereq
tocourse
.
It constructs the graph, checks for cycles using isPossible
, and outputs:
"possible"
: If there are no cycles, and courses can be completed."IMPOSSIBLE"
: If there's a cycle, making it impossible to complete the courses.
Example Workflow
Input:
4 3
1 0
2 1
0 2
- 4 courses.
- 3 prerequisites:
- Course 1 requires course 0.
- Course 2 requires course 1.
- Course 0 requires course 2 (cycle introduced).
The program constructs a graph with these courses and prerequisites. The isPossible
method detects a cycle (0 → 1 → 2 → 0). Thus, it prints:
IMPOSSIBLE
Input:
4 2
1 0
2 1
This input has no cycle. The courses can be completed (e.g., order: 0 → 1 → 2 → 3), so it prints:
possible
What the Code Does:
- Models a prerequisite system as a directed graph.
- Attempts to detect cycles in the graph to determine if the courses can be scheduled in a valid order.
- Outputs whether it is
"possible"
or"IMPOSSIBLE"
to complete the courses based on the presence of cycles.