I am currently trying to write a procedure to check whether a directed graph is cyclic or not . I am not sure what i did wrong (it may be well possible that I did everything wrong, so please StackOverflow, show me my stupidity!). I'd be thankful for any kind of help as I've come to the point where I don't know what could be the problem.
The input is an adjacency list such as:
0: 2 4
1: 2 4
2: 3 4
3: 4
4: 0 1 2 3
(0 directs to 2 and 4; 1 directs to 2 and 4 and so on...)
The idea is that I check whether the node I am checking is 'grey' (partially explored) or not. If it is, it must be a back edge and thus a cyclic graph. Black edges are always explored or cross-edges, so this shouldn't trigger a cyclic message. I am aiming to do depth first search
If A-->B and B-->A, this should not trigger a message about cyclic (but A--> B, B-->C, C-->A should).
hasCycle calls hasCycleInSubgraph which calls itself recursively through the Adjency List of the Graph.
class qs {
private ArrayList<Integer>[] adjList;
private Stack<Integer> stack;
private ArrayList<Integer> whiteHat;
private ArrayList<Integer> greyHat;
private ArrayList<Integer> blackHat;
public qs(ArrayList<Integer>[] graph) {
this.adjList = graph;
this.stack = new Stack();
this.whiteHat = new ArrayList<Integer>();
this.greyHat = new ArrayList<Integer>();
this.blackHat = new ArrayList<Integer>();
for (Integer h = 0; h < adjList.length; h++) {
whiteHat.add(h);
}
}
public boolean hasCycle() {
for (Integer i = 0; i < adjList.length; i++) {
// System.out.print("Local root is: ");
// System.out.println(i);
whiteHat.remove(i);
greyHat.add(i);
if (hasCycleInSubgraph(i) == true) {
return true;
}
greyHat.remove(i);
blackHat.add(i);
}
return false;
}
public boolean hasCycleInSubgraph(Integer inp) {
if (blackHat.contains(inp)) {
return false;
}
for (Integer branch : adjList[inp]) {
// System.out.print("Adj is: ");
// System.out.println(branch);
if ( greyHat.contains(branch) && !inp.equals(branch) ) {
return true;
}
whiteHat.remove(branch);
greyHat.add(branch);
if ( hasCycleInSubgraph(branch) == true ) {
return true;
}
greyHat.remove(branch);
blackHat.add(branch);
}
return false;
}
}
You are over-complicating it: a cycle can be detected via a depth-first search: from any given node, walk to each of the connected nodes; if you arrive back at an already-visited node, you've got a cycle.
class qs {
private final ArrayList<Integer>[] graph;
qs(ArrayList<Integer>[] graph) {
this.graph = graph;
}
boolean hasCycle() {
List<Integer> visited = new ArrayList<>();
for (int i = 0; i < graph.length; ++i) {
if (hasCycle(i, visited)) {
return true;
}
}
}
private boolean hasCycle(int node, List<Integer> visited) {
if (visited.contains(node)) {
return true;
}
visited.add(node);
for (Integer nextNode : graph[node]) {
if (hasCycle(nextNode, visited)) {
return true;
}
}
visited.remove(visited.length() - 1);
return false;
}
}
If you want to detect cycles longer than a given length, just check the depth of the recursion:
if (visited.contains(node) && visited.size() > 2) {
Note that this does not require any state to be kept, aside from what is in the stack. Relying upon mutable state makes the code thread-unsafe (eg that two threads calling hasCycle
at the same time would interfer with each other), and so should be avoided - even if you don't expect the code to be used in a multi-threaded way now, it avoids problems down the line.
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