算法题:检测并删除链表中的循环

2021年4月21日18:47:48 发表评论 966 次浏览

本文概述

写一个函数detectAndRemoveLoop()检查给定的链表是否包含循环, 如果存在循环, 则删除该循环并返回true。如果列表不包含循环, 则返回false。下图显示了带有循环的链表。detectAndRemoveLoop()必须将以下列表更改为1-> 2-> 3-> 4-> 5-> NULL。

检测并删除链表中的循环1

我们还建议阅读以下文章, 作为此处讨论的解决方案的先决条件。

编写C函数以检测链表中的循环

在尝试删除循环之前, 我们必须对其进行检测。以上文章中讨论的技术可用于检测循环。要删除循环, 我们要做的就是获取指向循环最后一个节点的指针。例如, 上图中的值为5的节点。一旦有了指向最后一个节点的指针, 就可以使该节点的下一个成为NULL, 并且循环消失了。

我们可以轻松地使用散列或拜访节点技术(在上述文章中讨论)来获取指向最后一个节点的指针。想法很简单:下一个已经被访问(或散列)的第一个节点是最后一个节点。

我们也可以使用弗洛伊德循环检测:用于检测和删除循环的算法。在弗洛伊德算法中, 慢速指针和快速指针在循环节点处相遇。我们可以使用这个循环节点来消除循环。当Floyd算法用于环路检测时, 有以下两种不同的消除环路的方法。

方法1(一一检查)我们知道, 当快速指针和慢速指针在同一点相遇时, 弗洛伊德的循环检测算法就会终止。我们也知道这个公共点是循环节点之一(上图中的2或3或4或5)。将此地址存储在指针变量(如ptr2)中。之后, 从"链表"的开头开始, 并逐个检查节点是否可以从ptr2到达。每当我们找到一个可到达的节点时, 我们都知道该节点是"链表"中循环的起始节点, 并且可以获得指向该节点前一个节点的指针。

CPP

//C++ program to detect and remove loop in linked list
#include <bits/stdc++.h>
using namespace std;
  
/* Link list node */
struct Node {
     int data;
     struct Node* next;
};
  
/* Function to remove loop. Used by detectAndRemoveLoop() */
void removeLoop( struct Node*, struct Node*);
  
/* This function detects and removes loop in the list
   If loop was there in the list then it returns 1, otherwise returns 0 */
int detectAndRemoveLoop( struct Node* list)
{
     struct Node *slow_p = list, *fast_p = list;
  
     while (slow_p && fast_p && fast_p->next) {
         slow_p = slow_p->next;
         fast_p = fast_p->next->next;
  
         /* If slow_p and fast_p meet at some point then there
            is a loop */
         if (slow_p == fast_p) {
             removeLoop(slow_p, list);
  
             /* Return 1 to indicate that loop is found */
             return 1;
         }
     }
  
     /* Return 0 to indeciate that ther is no loop*/
     return 0;
}
  
/* Function to remove loop.
  loop_node --> Pointer to one of the loop nodes
  head -->  Pointer to the start node of the linked list */
void removeLoop( struct Node* loop_node, struct Node* head)
{
     struct Node* ptr1;
     struct Node* ptr2;
  
     /* Set a pointer to the beginning of the Linked List and
       move it one by one to find the first node which is
       part of the Linked List */
     ptr1 = head;
     while (1) {
         /* Now start a pointer from loop_node and check if it ever
        reaches ptr2 */
         ptr2 = loop_node;
         while (ptr2->next != loop_node && ptr2->next != ptr1)
             ptr2 = ptr2->next;
  
         /* If ptr2 reahced ptr1 then there is a loop. So break the
         loop */
         if (ptr2->next == ptr1)
             break ;
  
         /* If ptr2 did't reach ptr1 then try the next node after ptr1 */
         ptr1 = ptr1->next;
     }
  
     /* After the end of loop ptr2 is the last node of the loop. So
      make next of ptr2 as NULL */
     ptr2->next = NULL;
}
  
/* Function to print linked list */
void printList( struct Node* node)
{
     while (node != NULL) {
         cout <<node->data <<" " ;
         node = node->next;
     }
}
  
struct Node* newNode( int key)
{
     struct Node* temp = new Node();
     temp->data = key;
     temp->next = NULL;
     return temp;
}
  
//Driver Code
int main()
{
     struct Node* head = newNode(50);
     head->next = newNode(20);
     head->next->next = newNode(15);
     head->next->next->next = newNode(4);
     head->next->next->next->next = newNode(10);
  
     /* Create a loop for testing */
     head->next->next->next->next->next = head->next->next;
  
     detectAndRemoveLoop(head);
  
     cout <<"Linked List after removing loop" <<endl;
  
     printList(head);
  
     return 0;
}
  
//This code has been contributed by Striver

C

//C program to detect and remove loop in linked list
#include <stdio.h>
#include <stdlib.h>
  
/* Link list node */
struct Node {
     int data;
     struct Node* next;
};
  
/* Function to remove loop. Used by detectAndRemoveLoop() */
void removeLoop( struct Node*, struct Node*);
  
/* This function detects and removes loop in the list
   If loop was there in the list then it returns 1, otherwise returns 0 */
int detectAndRemoveLoop( struct Node* list)
{
     struct Node *slow_p = list, *fast_p = list;
  
     while (slow_p && fast_p && fast_p->next) {
         slow_p = slow_p->next;
         fast_p = fast_p->next->next;
  
         /* If slow_p and fast_p meet at some point then there
            is a loop */
         if (slow_p == fast_p) {
             removeLoop(slow_p, list);
  
             /* Return 1 to indicate that loop is found */
             return 1;
         }
     }
  
     /* Return 0 to indeciate that ther is no loop*/
     return 0;
}
  
/* Function to remove loop.
  loop_node --> Pointer to one of the loop nodes
  head -->  Pointer to the start node of the linked list */
void removeLoop( struct Node* loop_node, struct Node* head)
{
     struct Node* ptr1;
     struct Node* ptr2;
  
     /* Set a pointer to the beginning of the Linked List and
       move it one by one to find the first node which is
       part of the Linked List */
     ptr1 = head;
     while (1) {
         /* Now start a pointer from loop_node and check if it ever
        reaches ptr2 */
         ptr2 = loop_node;
         while (ptr2->next != loop_node && ptr2->next != ptr1)
             ptr2 = ptr2->next;
  
         /* If ptr2 reahced ptr1 then there is a loop. So break the
         loop */
         if (ptr2->next == ptr1)
             break ;
  
         /* If ptr2 did't reach ptr1 then try the next node after ptr1 */
         ptr1 = ptr1->next;
     }
  
     /* After the end of loop ptr2 is the last node of the loop. So
      make next of ptr2 as NULL */
     ptr2->next = NULL;
}
  
/* Function to print linked list */
void printList( struct Node* node)
{
     while (node != NULL) {
         printf ( "%d  " , node->data);
         node = node->next;
     }
}
  
struct Node* newNode( int key)
{
     struct Node* temp = ( struct Node*) malloc ( sizeof ( struct Node));
     temp->data = key;
     temp->next = NULL;
     return temp;
}
  
/* Drier program to test above function*/
int main()
{
     struct Node* head = newNode(50);
     head->next = newNode(20);
     head->next->next = newNode(15);
     head->next->next->next = newNode(4);
     head->next->next->next->next = newNode(10);
  
     /* Create a loop for testing */
     head->next->next->next->next->next = head->next->next;
  
     detectAndRemoveLoop(head);
  
     printf ( "Linked List after removing loop \n" );
     printList(head);
     return 0;
}

Java

//Java program to detect and remove loop in linked list
  
class LinkedList {
  
     static Node head;
  
     static class Node {
  
         int data;
         Node next;
  
         Node( int d)
         {
             data = d;
             next = null ;
         }
     }
  
     //Function that detects loop in the list
     int detectAndRemoveLoop(Node node)
     {
         Node slow = node, fast = node;
         while (slow != null && fast != null && fast.next != null ) {
             slow = slow.next;
             fast = fast.next.next;
  
             //If slow and fast meet at same point then loop is present
             if (slow == fast) {
                 removeLoop(slow, node);
                 return 1 ;
             }
         }
         return 0 ;
     }
  
     //Function to remove loop
     void removeLoop(Node loop, Node curr)
     {
         Node ptr1 = null , ptr2 = null ;
  
         /* Set a pointer to the beginning of the Linked List and
          move it one by one to find the first node which is
          part of the Linked List */
         ptr1 = curr;
         while ( 1 == 1 ) {
  
             /* Now start a pointer from loop_node and check if it ever
              reaches ptr2 */
             ptr2 = loop;
             while (ptr2.next != loop && ptr2.next != ptr1) {
                 ptr2 = ptr2.next;
             }
  
             /* If ptr2 reahced ptr1 then there is a loop. So break the
              loop */
             if (ptr2.next == ptr1) {
                 break ;
             }
  
             /* If ptr2 did't reach ptr1 then try the next node after ptr1 */
             ptr1 = ptr1.next;
         }
  
         /* After the end of loop ptr2 is the last node of the loop. So
          make next of ptr2 as NULL */
         ptr2.next = null ;
     }
  
     //Function to print the linked list
     void printList(Node node)
     {
         while (node != null ) {
             System.out.print(node.data + " " );
             node = node.next;
         }
     }
  
     //Driver program to test above functions
     public static void main(String[] args)
     {
         LinkedList list = new LinkedList();
         list.head = new Node( 50 );
         list.head.next = new Node( 20 );
         list.head.next.next = new Node( 15 );
         list.head.next.next.next = new Node( 4 );
         list.head.next.next.next.next = new Node( 10 );
  
         //Creating a loop for testing
         head.next.next.next.next.next = head.next.next;
         list.detectAndRemoveLoop(head);
         System.out.println( "Linked List after removing loop : " );
         list.printList(head);
     }
}
  
//This code has been contributed by Mayank Jaiswal

python

# Python program to detect and remove loop in linked list
  
# Node class 
class Node:
  
     # Constructor to initialize the node object
     def __init__( self , data):
         self .data = data
         self . next = None
  
class LinkedList:
  
     # Function to initialize head
     def __init__( self ):
         self .head = None
  
     def detectAndRemoveLoop( self ):
         slow_p = fast_p = self .head
         while (slow_p and fast_p and fast_p. next ):
             slow_p = slow_p. next 
             fast_p = fast_p. next . next
          
             # If slow_p and fast_p meet at some poin
             # then there is a loop
             if slow_p = = fast_p:
                 self .removeLoop(slow_p)
                  
                 # Return 1 to indicate that loop if found
                 return 1 
  
         # Return 0 to indicate that there is no loop
         return 0
  
     # Function to remove loop
     # loop node-> Pointer to one of the loop nodes
     # head --> Pointer to the start node of the
     # linked list
     def removeLoop( self , loop_node):
          
         # Set a pointer to the beginning of the linked 
         # list and move it one by one to find the first
         # node which is part of the linked list
         ptr1 = self .head
         while ( 1 ):
             # Now start a pointer from loop_node and check
             # if it ever reaches ptr2
             ptr2 = loop_node
             while (ptr2. next ! = loop_node and ptr2. next ! = ptr1):
                 ptr2 = ptr2. next
              
             # If ptr2 reached ptr1 then there is a loop.
             # So break the loop
             if ptr2. next = = ptr1 : 
                 break 
              
             ptr1 = ptr1. next
          
         # After the end of loop ptr2 is the lsat node of 
         # the loop. So make next of ptr2 as NULL
         ptr2. next = None
     # Function to insert a new node at the beginning
     def push( self , new_data):
         new_node = Node(new_data)
         new_node. next = self .head
         self .head = new_node
  
     # Utility function to prit the linked LinkedList
     def printList( self ):
         temp = self .head
         while (temp):
             print temp.data, temp = temp. next
  
  
# Driver program
llist = LinkedList()
llist.push( 10 )
llist.push( 4 )
llist.push( 15 )
llist.push( 20 )
llist.push( 50 )
  
# Create a loop for testing
llist.head. next . next . next . next . next = llist.head. next . next
  
llist.detectAndRemoveLoop()
  
print "Linked List after removing loop"
llist.printList()
  
# This code is contributed by Nikhil Kumar Singh(nickzuck_007)

C#

//C# program to detect and remove loop in linked list
using System;
  
public class LinkedList {
  
     public Node head;
  
     public class Node {
  
         public int data;
         public Node next;
  
         public Node( int d)
         {
             data = d;
             next = null ;
         }
     }
  
     //Function that detects loop in the list
     int detectAndRemoveLoop(Node node)
     {
         Node slow = node, fast = node;
         while (slow != null && fast != null && fast.next != null ) {
             slow = slow.next;
             fast = fast.next.next;
  
             //If slow and fast meet at same point then loop is present
             if (slow == fast) {
                 removeLoop(slow, node);
                 return 1;
             }
         }
         return 0;
     }
  
     //Function to remove loop
     void removeLoop(Node loop, Node curr)
     {
         Node ptr1 = null , ptr2 = null ;
  
         /* Set a pointer to the beginning of the Linked List and
          move it one by one to find the first node which is
          part of the Linked List */
         ptr1 = curr;
         while (1 == 1) {
  
             /* Now start a pointer from loop_node and check if it ever
              reaches ptr2 */
             ptr2 = loop;
             while (ptr2.next != loop && ptr2.next != ptr1) {
                 ptr2 = ptr2.next;
             }
  
             /* If ptr2 reahced ptr1 then there is a loop. So break the
              loop */
             if (ptr2.next == ptr1) {
                 break ;
             }
  
             /* If ptr2 did't reach ptr1 then try the next node after ptr1 */
             ptr1 = ptr1.next;
         }
  
         /* After the end of loop ptr2 is the last node of the loop. So
          make next of ptr2 as NULL */
         ptr2.next = null ;
     }
  
     //Function to print the linked list
     void printList(Node node)
     {
         while (node != null ) {
             Console.Write(node.data + " " );
             node = node.next;
         }
     }
  
     //Driver program to test above functions
     public static void Main(String[] args)
     {
         LinkedList list = new LinkedList();
         list.head = new Node(50);
         list.head.next = new Node(20);
         list.head.next.next = new Node(15);
         list.head.next.next.next = new Node(4);
         list.head.next.next.next.next = new Node(10);
  
         //Creating a loop for testing
         list.head.next.next.next.next.next = list.head.next.next;
         list.detectAndRemoveLoop(list.head);
         Console.WriteLine( "Linked List after removing loop : " );
         list.printList(list.head);
     }
}
  
//This code has been contributed by 29AjayKumar

输出如下:

Linked List after removing loop 
50 20 15 4 10

方法2(更好的解决方案)

  1. 此方法还取决于Floyd的循环检测算法。
  2. 使用弗洛伊德(Floyd)的循环检测算法检测循环, 并获得指向循环节点的指针。
  3. 计算循环中的节点数。让计数为k。
  4. 将一个指针固定到头部, 将另一个指针固定到头部的第k个节点。
  5. 以相同的速度移动两个指针, 它们将在循环起始节点相遇。
  6. 获取指向循环的最后一个节点的指针, 然后将其作为NULL。

感谢WgpShashank提出了这种方法。

下图是代码中"删除循环"功能的预览:

检测并删除链表中的循环2

下面是上述方法的实现:

CPP

#include <bits/stdc++.h>
using namespace std;
  
/* Link list node */
struct Node {
     int data;
     struct Node* next;
};
  
/* Function to remove loop. */
void removeLoop( struct Node*, struct Node*);
  
/* This function detects and removes loop in the list
   If loop was there in the list then it returns 1, otherwise returns 0 */
int detectAndRemoveLoop( struct Node* list)
{
     struct Node *slow_p = list, *fast_p = list;
  
     //Iterate and find if loop exists or not
     while (slow_p && fast_p && fast_p->next) {
         slow_p = slow_p->next;
         fast_p = fast_p->next->next;
  
         /* If slow_p and fast_p meet at some point then there
            is a loop */
         if (slow_p == fast_p) {
             removeLoop(slow_p, list);
  
             /* Return 1 to indicate that loop is found */
             return 1;
         }
     }
  
     /* Return 0 to indicate that there is no loop*/
     return 0;
}
  
/* Function to remove loop.
  loop_node --> Pointer to one of the loop nodes
  head -->  Pointer to the start node of the linked list */
void removeLoop( struct Node* loop_node, struct Node* head)
{
     struct Node* ptr1 = loop_node;
     struct Node* ptr2 = loop_node;
  
     //Count the number of nodes in loop
     unsigned int k = 1, i;
     while (ptr1->next != ptr2) {
         ptr1 = ptr1->next;
         k++;
     }
  
     //Fix one pointer to head
     ptr1 = head;
  
     //And the other pointer to k nodes after head
     ptr2 = head;
     for (i = 0; i <k; i++)
         ptr2 = ptr2->next;
  
     /*  Move both pointers at the same pace, they will meet at loop starting node */
     while (ptr2 != ptr1) {
         ptr1 = ptr1->next;
         ptr2 = ptr2->next;
     }
  
     //Get pointer to the last node
     while (ptr2->next != ptr1)
         ptr2 = ptr2->next;
  
     /* Set the next node of the loop ending node
       to fix the loop */
     ptr2->next = NULL;
}
  
/* Function to print linked list */
void printList( struct Node* node)
{
     //Print the list after loop removal
     while (node != NULL) {
         cout <<node->data <<" " ;
         node = node->next;
     }
}
  
struct Node* newNode( int key)
{
     struct Node* temp = new Node();
     temp->data = key;
     temp->next = NULL;
     return temp;
}
  
//Driver Code
int main()
{
     struct Node* head = newNode(50);
     head->next = newNode(20);
     head->next->next = newNode(15);
     head->next->next->next = newNode(4);
     head->next->next->next->next = newNode(10);
  
     /* Create a loop for testing */
     head->next->next->next->next->next = head->next->next;
  
     detectAndRemoveLoop(head);
  
     cout <<"Linked List after removing loop \n" ;
     printList(head);
     return 0;
}
  
//This code has been contributed by Striver

C

#include <bits/stdc++.h>
using namespace std;
  
/* Link list node */
struct Node {
     int data;
     struct Node* next;
};
  
/* Function to remove loop. */
void removeLoop( struct Node*, struct Node*);
  
/* This function detects and removes loop in the list
   If loop was there in the list then it returns 1, otherwise returns 0 */
int detectAndRemoveLoop( struct Node* list)
{
     struct Node *slow_p = list, *fast_p = list;
  
     //Iterate and find if loop exists or not
     while (slow_p && fast_p && fast_p->next) {
         slow_p = slow_p->next;
         fast_p = fast_p->next->next;
  
         /* If slow_p and fast_p meet at some point then there
            is a loop */
         if (slow_p == fast_p) {
             removeLoop(slow_p, list);
  
             /* Return 1 to indicate that loop is found */
             return 1;
         }
     }
  
     /* Return 0 to indicate that there is no loop*/
     return 0;
}
  
/* Function to remove loop.
  loop_node --> Pointer to one of the loop nodes
  head -->  Pointer to the start node of the linked list */
void removeLoop( struct Node* loop_node, struct Node* head)
{
     struct Node* ptr1 = loop_node;
     struct Node* ptr2 = loop_node;
  
     //Count the number of nodes in loop
     unsigned int k = 1, i;
     while (ptr1->next != ptr2) {
         ptr1 = ptr1->next;
         k++;
     }
  
     //Fix one pointer to head
     ptr1 = head;
  
     //And the other pointer to k nodes after head
     ptr2 = head;
     for (i = 0; i <k; i++)
         ptr2 = ptr2->next;
  
     /*  Move both pointers at the same pace, they will meet at loop starting node */
     while (ptr2 != ptr1) {
         ptr1 = ptr1->next;
         ptr2 = ptr2->next;
     }
  
     //Get pointer to the last node
     while (ptr2->next != ptr1)
         ptr2 = ptr2->next;
  
     /* Set the next node of the loop ending node
       to fix the loop */
     ptr2->next = NULL;
}
  
/* Function to print linked list */
void printList( struct Node* node)
{
     //Print the list after loop removal
     while (node != NULL) {
         cout <<node->data <<" " ;
         node = node->next;
     }
}
  
struct Node* newNode( int key)
{
     struct Node* temp = new Node();
     temp->data = key;
     temp->next = NULL;
     return temp;
}
  
//Driver Code
int main()
{
     struct Node* head = newNode(50);
     head->next = newNode(20);
     head->next->next = newNode(15);
     head->next->next->next = newNode(4);
     head->next->next->next->next = newNode(10);
  
     /* Create a loop for testing */
     head->next->next->next->next->next = head->next->next;
  
     detectAndRemoveLoop(head);
  
     cout <<"Linked List after removing loop \n" ;
     printList(head);
     return 0;
}
  
//This code has been contributed by Striver

Java

//Java program to detect and remove loop in linked list
  
class LinkedList {
  
     static Node head;
  
     static class Node {
  
         int data;
         Node next;
  
         Node( int d)
         {
             data = d;
             next = null ;
         }
     }
  
     //Function that detects loop in the list
     int detectAndRemoveLoop(Node node)
     {
         Node slow = node, fast = node;
         while (slow != null && fast != null && fast.next != null ) {
             slow = slow.next;
             fast = fast.next.next;
  
             //If slow and fast meet at same point then loop is present
             if (slow == fast) {
                 removeLoop(slow, node);
                 return 1 ;
             }
         }
         return 0 ;
     }
  
     //Function to remove loop
     void removeLoop(Node loop, Node head)
     {
         Node ptr1 = loop;
         Node ptr2 = loop;
  
         //Count the number of nodes in loop
         int k = 1 , i;
         while (ptr1.next != ptr2) {
             ptr1 = ptr1.next;
             k++;
         }
  
         //Fix one pointer to head
         ptr1 = head;
  
         //And the other pointer to k nodes after head
         ptr2 = head;
         for (i = 0 ; i <k; i++) {
             ptr2 = ptr2.next;
         }
  
         /*  Move both pointers at the same pace, they will meet at loop starting node */
         while (ptr2 != ptr1) {
             ptr1 = ptr1.next;
             ptr2 = ptr2.next;
         }
  
         //Get pointer to the last node
         while (ptr2.next != ptr1) {
             ptr2 = ptr2.next;
         }
  
         /* Set the next node of the loop ending node
          to fix the loop */
         ptr2.next = null ;
     }
  
     //Function to print the linked list
     void printList(Node node)
     {
         while (node != null ) {
             System.out.print(node.data + " " );
             node = node.next;
         }
     }
  
     //Driver program to test above functions
     public static void main(String[] args)
     {
         LinkedList list = new LinkedList();
         list.head = new Node( 50 );
         list.head.next = new Node( 20 );
         list.head.next.next = new Node( 15 );
         list.head.next.next.next = new Node( 4 );
         list.head.next.next.next.next = new Node( 10 );
  
         //Creating a loop for testing
         head.next.next.next.next.next = head.next.next;
         list.detectAndRemoveLoop(head);
         System.out.println( "Linked List after removing loop : " );
         list.printList(head);
     }
}
  
//This code has been contributed by Mayank Jaiswal

python

# Python program to detect and remove loop in linked list
  
# Node class 
class Node:
  
     # Constructor to initialize the node object
     def __init__( self , data):
         self .data = data
         self . next = None
  
class LinkedList:
  
     # Function to initialize head
     def __init__( self ):
         self .head = None
  
     def detectAndRemoveLoop( self ):
         slow_p = fast_p = self .head
          
         while (slow_p and fast_p and fast_p. next ):
             slow_p = slow_p. next
             fast_p = fast_p. next . next
  
             # If slow_p and fast_p meet at some point then
             # there is a loop
             if slow_p = = fast_p:
                 self .removeLoop(slow_p)
          
                 # Return 1 to indicate that loop is found
                 return 1
          
         # Return 0 to indicate that there is no loop
         return 0 
  
     # Function to remove loop
     # loop_node --> pointer to one of the loop nodes
     # head --> Pointer to the start node of the linked list
     def removeLoop( self , loop_node):
         ptr1 = loop_node
         ptr2 = loop_node
          
         # Count the number of nodes in loop
         k = 1 
         while (ptr1. next ! = ptr2):
             ptr1 = ptr1. next
             k + = 1
  
         # Fix one pointer to head
         ptr1 = self .head
          
         # And the other pointer to k nodes after head
         ptr2 = self .head
         for i in range (k):
             ptr2 = ptr2. next
  
         # Move both pointers at the same place
         # they will meet at loop starting node
         while (ptr2 ! = ptr1):
             ptr1 = ptr1. next
             ptr2 = ptr2. next
  
         # Get pointer to the last node
         while (ptr2. next ! = ptr1):
             ptr2 = ptr2. next
  
         # Set the next node of the loop ending node
         # to fix the loop
         ptr2. next = None
  
     # Function to insert a new node at the beginning
     def push( self , new_data):
         new_node = Node(new_data)
         new_node. next = self .head
         self .head = new_node
  
     # Utility function to print the linked LinkedList
     def printList( self ):
         temp = self .head
         while (temp):
             print temp.data, temp = temp. next
  
  
# Driver program
llist = LinkedList()
llist.push( 10 )
llist.push( 4 )
llist.push( 15 )
llist.push( 20 )
llist.push( 50 )
  
# Create a loop for testing
llist.head. next . next . next . next . next = llist.head. next . next
  
llist.detectAndRemoveLoop()
  
print "Linked List after removing loop"
llist.printList()
  
# This code is contributed by Nikhil Kumar Singh(nickzuck_007)

C#

//A C# program to detect and remove loop in linked list
using System;
public class LinkedList {
  
     Node head;
  
     public class Node {
  
         public int data;
         public Node next;
  
         public Node( int d)
         {
             data = d;
             next = null ;
         }
     }
  
     //Function that detects loop in the list
     int detectAndRemoveLoop(Node node)
     {
         Node slow = node, fast = node;
         while (slow != null && fast != null && fast.next != null ) {
             slow = slow.next;
             fast = fast.next.next;
  
             //If slow and fast meet at same
             //point then loop is present
             if (slow == fast) {
                 removeLoop(slow, node);
                 return 1;
             }
         }
         return 0;
     }
  
     //Function to remove loop
     void removeLoop(Node loop, Node head)
     {
         Node ptr1 = loop;
         Node ptr2 = loop;
  
         //Count the number of nodes in loop
         int k = 1, i;
         while (ptr1.next != ptr2) {
             ptr1 = ptr1.next;
             k++;
         }
  
         //Fix one pointer to head
         ptr1 = head;
  
         //And the other pointer to k nodes after head
         ptr2 = head;
         for (i = 0; i <k; i++) {
             ptr2 = ptr2.next;
         }
  
         /* Move both pointers at the same pace, they will meet at loop starting node */
         while (ptr2 != ptr1) {
             ptr1 = ptr1.next;
             ptr2 = ptr2.next;
         }
  
         //Get pointer to the last node
         while (ptr2.next != ptr1) {
             ptr2 = ptr2.next;
         }
  
         /* Set the next node of the loop ending node 
         to fix the loop */
         ptr2.next = null ;
     }
  
     //Function to print the linked list
     void printList(Node node)
     {
         while (node != null ) {
             Console.Write(node.data + " " );
             node = node.next;
         }
     }
  
     //Driver program to test above functions
     public static void Main(String[] args)
     {
         LinkedList list = new LinkedList();
         list.head = new Node(50);
         list.head.next = new Node(20);
         list.head.next.next = new Node(15);
         list.head.next.next.next = new Node(4);
         list.head.next.next.next.next = new Node(10);
  
         //Creating a loop for testing
         list.head.next.next.next.next.next = list.head.next.next;
         list.detectAndRemoveLoop(list.head);
         Console.WriteLine( "Linked List after removing loop : " );
         list.printList(list.head);
     }
}
  
//This code contributed by Rajput-Ji

输出如下:

Linked List after removing loop 
50 20 15 4 10

方法3(优化方法2:不计算循环中的节点)

我们不需要计算循环中的节点数。在检测到循环之后, 如果我们从头开始慢速指针, 并以相同的速度移动慢速指针和快速指针, 直到快不见面, 它们就会在循环开始时相遇。

这是如何运作的?

在弗洛伊德(Floyd)的循环查找算法之后, 让慢速和快速相遇。下图显示了找到循环时的情况。

LinkedListCycle

我们可以从上图得出以下结论

Distance traveled by fast pointer = 2 * (Distance traveled 
                                         by slow pointer)

(m + n*x + k) = 2*(m + n*y + k)

Note that before meeting the point shown above, fast
was moving at twice speed.

x -->  Number of complete cyclic rounds made by 
       fast pointer before they meet first time

y -->  Number of complete cyclic rounds made by 
       slow pointer before they meet first time

从上面的方程序, 我们可以得出以下结论

m + k = (x-2y)*n

Which means m+k is a multiple of n. 
Thus we can write, m + k = i*n or m = i*n - k.
Hence, distance moved by slow pointer: m, is equal to distance moved by fast pointer:
i*n - k or (i-1)*n + n - k (cover the loop completely i-1 times and start from n-k).

因此, 如果我们再次将两个指针移到相同的速度这样一个指针(比如说慢)从链表的头节点开始, 而另一个指针(比如说快)从集合点开始。当慢速指针到达循环的起点(已进行m步)时, 快指针也将进行m步的移动, 因为它们现在以相同的速度移动。由于m + k是n的倍数, 并且从k快速开始, 所以它们将在开始时相遇。他们还可以见面吗?否, 因为慢指针在m步后第一次进入循环。

C++

//C++ program to detect and remove loop
#include <bits/stdc++.h>
using namespace std;
  
struct Node {
     int key;
     struct Node* next;
};
  
Node* newNode( int key)
{
     Node* temp = new Node;
     temp->key = key;
     temp->next = NULL;
     return temp;
}
  
//A utility function to print a linked list
void printList(Node* head)
{
     while (head != NULL) {
         cout <<head->key <<" " ;
         head = head->next;
     }
     cout <<endl;
}
  
//Function to detect and remove loop
//in a linked list that may contain loop
void detectAndRemoveLoop(Node* head)
{
     //If list is empty or has only one node
     //without loop
     if (head == NULL || head->next == NULL)
         return ;
  
     Node *slow = head, *fast = head;
  
     //Move slow and fast 1 and 2 steps
     //ahead respectively.
     slow = slow->next;
     fast = fast->next->next;
  
     //Search for loop using slow and
     //fast pointers
     while (fast && fast->next) {
         if (slow == fast)
             break ;
         slow = slow->next;
         fast = fast->next->next;
     }
  
     /* If loop exists */
     if (slow == fast) {
         slow = head;
         while (slow->next != fast->next) {
             slow = slow->next;
             fast = fast->next;
         }
  
         /* since fast->next is the looping point */
         fast->next = NULL; /* remove loop */
     }
}
  
/* Driver program to test above function*/
int main()
{
     Node* head = newNode(50);
     head->next = head;
     head->next = newNode(20);
     head->next->next = newNode(15);
     head->next->next->next = newNode(4);
     head->next->next->next->next = newNode(10);
  
     /* Create a loop for testing */
     head->next->next->next->next->next = head->next->next;
  
     detectAndRemoveLoop(head);
  
     printf ( "Linked List after removing loop \n" );
     printList(head);
  
     return 0;
}

Java

//Java program to detect and remove loop in linked list
  
class LinkedList {
  
     static Node head;
  
     static class Node {
  
         int data;
         Node next;
  
         Node( int d)
         {
             data = d;
             next = null ;
         }
     }
  
     //Function that detects loop in the list
     void detectAndRemoveLoop(Node node)
     {
  
         //If list is empty or has only one node
         //without loop
         if (node == null || node.next == null )
             return ;
  
         Node slow = node, fast = node;
  
         //Move slow and fast 1 and 2 steps
         //ahead respectively.
         slow = slow.next;
         fast = fast.next.next;
  
         //Search for loop using slow and fast pointers
         while (fast != null && fast.next != null ) {
             if (slow == fast)
                 break ;
  
             slow = slow.next;
             fast = fast.next.next;
         }
  
         /* If loop exists */
         if (slow == fast) {
             slow = node;
             while (slow.next != fast.next) {
                 slow = slow.next;
                 fast = fast.next;
             }
  
             /* since fast->next is the looping point */
             fast.next = null ; /* remove loop */
         }
     }
  
     //Function to print the linked list
     void printList(Node node)
     {
         while (node != null ) {
             System.out.print(node.data + " " );
             node = node.next;
         }
     }
  
     //Driver program to test above functions
     public static void main(String[] args)
     {
         LinkedList list = new LinkedList();
         list.head = new Node( 50 );
         list.head.next = new Node( 20 );
         list.head.next.next = new Node( 15 );
         list.head.next.next.next = new Node( 4 );
         list.head.next.next.next.next = new Node( 10 );
  
         //Creating a loop for testing
         head.next.next.next.next.next = head.next.next;
         list.detectAndRemoveLoop(head);
         System.out.println( "Linked List after removing loop : " );
         list.printList(head);
     }
}
  
//This code has been contributed by Mayank Jaiswal

python

# Python program to detect and remove loop
  
# Node class 
class Node:
  
     # Constructor to initialize the node object
     def __init__( self , data):
         self .data = data
         self . next = None
  
class LinkedList:
  
     # Function to initialize head
     def __init__( self ):
         self .head = None
  
     # Function to insert a new node at the beginning
     def push( self , new_data):
         new_node = Node(new_data)
         new_node. next = self .head
         self .head = new_node
  
     
     def detectAndRemoveLoop( self ):
  
         if self .head is None :
             return
         if self .head. next is None :
             return
  
         slow = self .head 
         fast = self .head
  
         # Move slow and fast 1 and 2 steps respectively
         slow = slow. next
         fast = fast. next . next
  
         # Search for loop using slow and fast pointers
         while (fast is not None ):
             if fast. next is None :
                 break 
             if slow = = fast :
                 break
             slow = slow. next
             fast = fast. next . next
  
         # if loop exists
         if slow = = fast :
             slow = self .head
             while (slow. next ! = fast. next ):
                 slow = slow. next
                 fast = fast. next
              
             # Sinc fast.next is the looping point
             fast. next = None # Remove loop
  
  
     # Utility function to print the linked LinkedList
     def printList( self ):
         temp = self .head
         while (temp):
             print temp.data, temp = temp. next
  
  
# Driver program
llist = LinkedList()
llist.head = Node( 50 )
llist.head. next = Node( 20 )
llist.head. next . next = Node( 15 )
llist.head. next . next . next = Node( 4 )
llist.head. next . next . next . next = Node( 10 )
  
# Create a loop for testing
llist.head. next . next . next . next . next = llist.head. next . next
  
llist.detectAndRemoveLoop()
  
print "Linked List after removing loop"
llist.printList()
  
# This code is contributed by Nikhil Kumar Singh(nickzuck_007)

C#

//C# program to detect and remove loop in linked list
using System;
  
public class LinkedList {
  
     public Node head;
  
     public class Node {
  
         public int data;
         public Node next;
  
         public Node( int d)
         {
             data = d;
             next = null ;
         }
     }
  
     //Function that detects loop in the list
     void detectAndRemoveLoop(Node node)
     {
  
         //If list is empty or has only one node
         //without loop
         if (node == null || node.next == null )
             return ;
  
         Node slow = node, fast = node;
  
         //Move slow and fast 1 and 2 steps
         //ahead respectively.
         slow = slow.next;
         fast = fast.next.next;
  
         //Search for loop using slow and fast pointers
         while (fast != null && fast.next != null ) {
             if (slow == fast)
                 break ;
  
             slow = slow.next;
             fast = fast.next.next;
         }
  
         /* If loop exists */
         if (slow == fast) {
             slow = node;
             while (slow.next != fast.next) {
                 slow = slow.next;
                 fast = fast.next;
             }
  
             /* since fast->next is the looping point */
             fast.next = null ; /* remove loop */
         }
     }
  
     //Function to print the linked list
     void printList(Node node)
     {
         while (node != null ) {
             Console.Write(node.data + " " );
             node = node.next;
         }
     }
  
     //Driver program to test above functions
     public static void Main(String[] args)
     {
         LinkedList list = new LinkedList();
         list.head = new Node(50);
         list.head.next = new Node(20);
         list.head.next.next = new Node(15);
         list.head.next.next.next = new Node(4);
         list.head.next.next.next.next = new Node(10);
  
         //Creating a loop for testing
         list.head.next.next.next.next.next = list.head.next.next;
         list.detectAndRemoveLoop(list.head);
         Console.WriteLine( "Linked List after removing loop : " );
         list.printList(list.head);
     }
}
  
//This code contributed by Rajput-Ji

输出如下:

Linked List after removing loop 
50 20 15 4 10

方法4:散列:散列链表节点的地址

我们可以在无序映射中对链表节点的地址进行哈希处理, 只需检查元素是否已存在于映射中即可。如果存在, 则我们已经到达一个已经存在一个周期的节点, 因此我们需要使最后一个节点的下一个指针为NULL。

C++

//C++ program to detect and remove loop
#include <bits/stdc++.h>
using namespace std;
  
struct Node {
     int key;
     struct Node* next;
};
  
Node* newNode( int key)
{
     Node* temp = new Node;
     temp->key = key;
     temp->next = NULL;
     return temp;
}
  
//A utility function to print a linked list
void printList(Node* head)
{
     while (head != NULL) {
         cout <<head->key <<" " ;
         head = head->next;
     }
     cout <<endl;
}
  
//Function to detect and remove loop
//in a linked list that may contain loop
void hashAndRemove(Node* head)
{
     //hash map to hash addresses of the linked list nodes
     unordered_map<Node*, int> node_map;
     //pointer to last node
     Node* last = NULL;
     while (head != NULL) {
         //if node not present in the map, insert it in the map
         if (node_map.find(head) == node_map.end()) {
             node_map[head]++;
             last = head;
             head = head->next;
         }
         //if present, it is a cycle, make the last node's next pointer NULL
         else {
             last->next = NULL;
             break ;
         }
     }
}
/* Driver program to test above function*/
int main()
{
     Node* head = newNode(50);
     head->next = head;
     head->next = newNode(20);
     head->next->next = newNode(15);
     head->next->next->next = newNode(4);
     head->next->next->next->next = newNode(10);
  
     /* Create a loop for testing */
     head->next->next->next->next->next = head->next->next;
  
     //printList(head);
     hashAndRemove(head);
  
     printf ( "Linked List after removing loop \n" );
     printList(head);
  
     return 0;
}

Java

//Java program to detect  and remove loop in a linked list
import java.util.*;
  
public class LinkedList {
  
     static Node head; //head of list
  
     /* Linked list Node*/
     static class Node {
         int data;
         Node next;
         Node( int d)
         {
             data = d;
             next = null ;
         }
     }
  
     /* Inserts a new Node at front of the list. */
     static public void push( int new_data)
     {
         /* 1 & 2: Allocate the Node & 
                 Put in the data*/
         Node new_node = new Node(new_data);
  
         /* 3. Make next of new Node as head */
         new_node.next = head;
  
         /* 4. Move the head to point to new Node */
         head = new_node;
     }
  
     //Function to print the linked list
     void printList(Node node)
     {
         while (node != null ) {
             System.out.print(node.data + " " );
             node = node.next;
         }
     }
  
     //Returns true if the loop is removed from the linked
     //list else returns false.
     static boolean removeLoop(Node h)
     {
         HashSet<Node> s = new HashSet<Node>();
         Node prev = null ;
         while (h != null ) {
             //If we have already has this node
             //in hashmap it means their is a cycle and we
             //need to remove this cycle so set the next of
             //the previous pointer with null.
  
             if (s.contains(h)) {
                 prev.next = null ;
                 return true ;
             }
  
             //If we are seeing the node for
             //the first time, insert it in hash
             else {
                 s.add(h);
                 prev = h;
                 h = h.next;
             }
         }
  
         return false ;
     }
  
     /* Driver program to test above function */
     public static void main(String[] args)
     {
         LinkedList llist = new LinkedList();
  
         llist.push( 20 );
         llist.push( 4 );
         llist.push( 15 );
         llist.push( 10 );
  
         /*Create loop for testing */
         llist.head.next.next.next.next = llist.head;
  
         if (removeLoop(head)) {
             System.out.println( "Linked List after removing loop" );
             llist.printList(head);
         }
         else
             System.out.println( "No Loop found" );
     }
}
  
//This code is contributed by Animesh Nag.

我们感谢Shubham Agrawal提出了此解决方案。

感谢Gaurav Ahirwar提供上述解决方案。

如果你发现上述代码/算法有误, 请写评论, 或者找到其他解决相同问题的方法。

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