LeetCode: Clone Graph 解题报告

LeetCode: Clone Graph 解题报告

Clone Graph
Clone an undirected graph. Each node in the graph contains a label and a list of its neighbors.


OJ's undirected graph serialization:
Nodes are labeled uniquely.

We use # as a separator for each node, and , as a separator for node label and each neighbor of the node.
As an example, consider the serialized graph {0,1,2#1,2#2,2}.

The graph has a total of three nodes, and therefore contains three parts as separated by #.

First node is labeled as 0. Connect node 0 to both nodes 1 and 2.
Second node is labeled as 1. Connect node 1 to node 2.
Third node is labeled as 2. Connect node 2 to node 2 (itself), thus forming a self-cycle.
Visually, the graph looks like the following:

       1
      / \
     /   \
    0 --- 2
         / \
         \_/

Solution 1:

使用BFS来解决此问题。用一个Queue来记录遍历的节点,遍历原图,并且把复制过的节点与原节点放在MAP中防止重复访问。

图的遍历有两种方式,BFS和DFS

这里使用BFS来解本题,BFS需要使用queue来保存neighbors

但这里有个问题,在clone一个节点时我们需要clone它的neighbors,而邻居节点有的已经存在,有的未存在,如何进行区分?

这里我们使用Map来进行区分,Map的key值为原来的node,value为新clone的node,当发现一个node未在map中时说明这个node还未被clone,

将它clone后放入queue中处理neighbors。

使用Map的主要意义在于充当BFS中Visited数组,它也可以去环问题,例如A--B有条边,当处理完A的邻居node,然后处理B节点邻居node时发现A已经处理过了

处理就结束,不会出现死循环。

queue中放置的节点都是未处理neighbors的节点。

http://www.cnblogs.com/feiling/p/3351921.html

 1 /*

 2         Iteration Solution:

 3     */

 4     public UndirectedGraphNode cloneGraph1(UndirectedGraphNode node) {

 5         if (node == null) {

 6             return null;

 7         }

 8         

 9         UndirectedGraphNode root = null;

10         

11         // store the nodes which are cloned.

12         HashMap<UndirectedGraphNode, UndirectedGraphNode> map = 

13             new HashMap<UndirectedGraphNode, UndirectedGraphNode>();

14         

15         Queue<UndirectedGraphNode> q = new LinkedList<UndirectedGraphNode>();

16         

17         q.offer(node);

18         UndirectedGraphNode rootCopy = new UndirectedGraphNode(node.label);

19         

20         // 别忘记这一行啊。orz..

21         map.put(node, rootCopy);

22         

23         // BFS the graph.

24         while (!q.isEmpty()) {

25             UndirectedGraphNode cur = q.poll();

26             UndirectedGraphNode curCopy = map.get(cur);

27             

28             // bfs all the childern node.

29             for (UndirectedGraphNode child: cur.neighbors) {

30                 // the node has already been copied. Just connect it and don't need to copy.

31                 if (map.containsKey(child)) {

32                     curCopy.neighbors.add(map.get(child));

33                     continue;

34                 }

35                 

36                 // put all the children into the queue.

37                 q.offer(child);

38                 

39                 // create a new child and add it to the parent.

40                 UndirectedGraphNode childCopy = new UndirectedGraphNode(child.label);

41                 curCopy.neighbors.add(childCopy);

42                 

43                 // Link the new node to the old map.

44                 map.put(child, childCopy);

45             }

46         }

47         

48         return rootCopy;        

49     }
View Code

 

2014.12.30 Redo:

 

 1 /*

 2         SOLUTION 3: The improved Version.

 3     */

 4     public UndirectedGraphNode cloneGraph(UndirectedGraphNode node) {

 5         if (node == null) {

 6             return null;

 7         }        

 8         

 9         HashMap<UndirectedGraphNode, UndirectedGraphNode> map = new HashMap<UndirectedGraphNode, UndirectedGraphNode>();

10         

11         // BUG 1: can't use queue , should use LinkedList.

12         Queue<UndirectedGraphNode> q = new LinkedList<UndirectedGraphNode>();

13         

14         q.offer(node);

15         

16         // copy the root node. and then put it into the map.

17         UndirectedGraphNode nodeCopy = new UndirectedGraphNode(node.label);

18         map.put(node, nodeCopy);

19         

20         while (!q.isEmpty()) {

21             UndirectedGraphNode cur = q.poll();

22             

23             // get out the copy node. We guarantee that it has been copied. Because we always put it into the map before

24             // put it into the queue.

25             UndirectedGraphNode curCopy = map.get(cur);

26             

27             // go through all the children node.

28             // Line 71: java.util.ConcurrentModificationException. use cur instead of curCopy

29             for (UndirectedGraphNode child: cur.neighbors) {

30                 

31                 if (map.containsKey(child)) {

32                     curCopy.neighbors.add(map.get(child));

33                 } else {

34                     // Only add the child into the map when it is not visited.

35                     q.offer(child);

36                     

37                     // BUG 3: forget to add the new node into the map.

38                     UndirectedGraphNode childCopy = new UndirectedGraphNode(child.label);

39                     curCopy.neighbors.add(childCopy);

40                     map.put(child, childCopy);

41                 }

42             }

43         }

44         

45         return map.get(node);

46     }
View Code

 

 

 

Solution 2:

同样的,我们也可以使用递归DFS来解决此题,思路与上图一致,但为了避免重复运算产生死循环。当进入DFS时,如果发现map中已经有了拷贝过的值,直接退出即可。

题目虽然简单,但主页君仍然考虑了递归的特性使程序简洁。比如:我们拷贝只拷贝根节点,而子节点的拷贝由recursion来完成,这样可以使程序更加简洁。

注意:要先加入到map,再调用rec ,否则会造成不断地反复拷贝而死循环。

 1 /*

 2         Solution 2: Recursion version.

 3     */

 4     public UndirectedGraphNode cloneGraph(UndirectedGraphNode node) {

 5         if (node == null) {

 6             return null;

 7         }

 8         

 9         return rec(node, new HashMap<UndirectedGraphNode, UndirectedGraphNode>());

10     }

11     

12     public UndirectedGraphNode rec(UndirectedGraphNode root, HashMap<UndirectedGraphNode, UndirectedGraphNode> map) {

13         // If it has been copied, just return the copy node from the map.

14         UndirectedGraphNode rootCopy = map.get(root);

15         if (rootCopy != null) {

16             return rootCopy;

17         }

18         

19         // if the root is not copied, create a new one.

20         rootCopy = new UndirectedGraphNode(root.label);

21         map.put(root, rootCopy);

22         

23         // copy all the child node.

24         for (UndirectedGraphNode child: root.neighbors) {

25             // call the recursion to create all the children and add the new children to the copy node.

26             rootCopy.neighbors.add(rec(child, map));            

27         }

28         

29         return rootCopy;        

30     }
View Code

2014.12.30 Redo:

 1 public UndirectedGraphNode cloneGraph1(UndirectedGraphNode node) {

 2         if (node == null) {

 3             return null;

 4         }        

 5         

 6         return rec(node, new HashMap<UndirectedGraphNode, UndirectedGraphNode>());

 7     }

 8     

 9     // SOLUTION 1:

10     // Try to return a copied cloneGraph.

11     public UndirectedGraphNode rec(UndirectedGraphNode node, HashMap<UndirectedGraphNode, UndirectedGraphNode> map) {

12         // The base case:

13         if (map.containsKey(node)) {

14             // If the map has been copied, just return the node.

15             return map.get(node);

16         }

17         

18         // create a new node.

19         UndirectedGraphNode nodeCopy = new UndirectedGraphNode(node.label);

20         // BUG 2: should put it into the map first. Because we don't want to copy the same node again in the recursion.

21         

22         map.put(node, nodeCopy);

23         for (int i = 0; i < node.neighbors.size(); i++) {

24             // BUG 1: forget a parameter.

25             // copy all the children node.

26             nodeCopy.neighbors.add(rec(node.neighbors.get(i), map));

27         }

28         

29         

30         

31         return nodeCopy;

32     }
View Code

 

Ref: http://m.blog.csdn.net/blog/hellobinfeng/17497883

Code:

CloneGraph.java

 

你可能感兴趣的:(LeetCode)