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Merge two unsorted linked lists to get a sorted list – Set 2

Given two unsorted Linked Lists, L1 of N nodes and L2 of M nodes, the task is to merge them to get a sorted singly linked list.

Examples:

Input: L1 = 3?5?1, L2 = 6?2?4?9
Output: 1?2?3?4?5?6?9

Input: L1 = 1?5?2, L2 = 3?7
Output: 1?2?3?5?7

Note: A Memory Efficient approach that solves this problem in O(1) Auxiliary Space has been approached here,

Approach: The idea is to use an auxiliary array to store the elements of both the linked lists and then sort the array in increasing order. And finally, insert all the elements back into the linked list. Follow the steps below to solve the problem:

Below is an implementation of the above approach:

C++




// C++ program for the above approach
#include <bits/stdc++.h>
using namespace std;
 
// Linked list node
class Node {
public:
    int data;
    Node* next;
};
 
// Utility function to append key at
// end of linked list
void insertNode(Node** head, int x)
{
    Node* ptr = new Node;
    ptr->data = x;
    ptr->next = NULL;
    if (*head == NULL) {
        *head = ptr;
    }
    else {
        Node* temp;
        temp = *head;
        while (temp->next != NULL) {
            temp = temp->next;
        }
        temp->next = ptr;
    }
}
 
// Utility function to print linkedlist
void display(Node** head)
{
    Node* temp;
    temp = *head;
    if (temp == NULL) {
        cout << "NULL \n";
    }
    else {
        while (temp != NULL) {
            cout << temp->data;
            if (temp->next != NULL)
                cout << "->";
            temp = temp->next;
        }
    }
}
 
// Function to merge two linked lists
void MergeLinkedlist(Node** head1, Node** head2)
{
    Node* ptr;
    ptr = *head1;
    while (ptr->next != NULL) {
        ptr = ptr->next;
    }
 
    // Join linked list by placing address of
    // first node of L2 in the last node of L1
    ptr->next = *head2;
}
 
// Function to merge two unsorted linked
// lists to get a sorted list
void sortLinkedList(Node** head, Node** head1)
{
    // Function call to merge the two lists
    MergeLinkedlist(head, head1);
 
    // Declare a vector
    vector<int> V;
    Node* ptr = *head;
 
    // Push all elements into vector
    while (ptr != NULL) {
        V.push_back(ptr->data);
        ptr = ptr->next;
    }
 
    // Sort the vector
    sort(V.begin(), V.end());
    int index = 0;
    ptr = *head;
 
    // Insert elements in the linked
    // list from the vector
    while (ptr != NULL) {
        ptr->data = V[index];
        index++;
        ptr = ptr->next;
    }
 
    // Display the sorted and
    // merged linked list
    display(head);
}
 
// Driver Code
int main()
{
    // Given linked list, L1
    Node* head1 = NULL;
    insertNode(&head1, 3);
    insertNode(&head1, 5);
    insertNode(&head1, 1);
 
    // Given linked list, L2
    Node* head2 = NULL;
    insertNode(&head2, 6);
    insertNode(&head2, 2);
    insertNode(&head2, 4);
    insertNode(&head2, 9);
 
    // Function Call
    sortLinkedList(&head1, &head2);
 
    return 0;
}


Java




// Java program for the above approach
import java.util.*;
 
class GFG {
 
    // Linked list node
    static class Node {
        int data;
        Node next;
    };
    static Node head1, head2;
   
    // Utility function to append key at
    // end of linked list
    static Node insertNode(Node head, int x)
    {
        Node ptr = new Node();
        ptr.data = x;
        ptr.next = null;
        if (head == null) {
            head = ptr;
        }
        else {
            Node temp;
            temp = head;
            while (temp.next != null) {
                temp = temp.next;
            }
            temp.next = ptr;
        }
 
        return head;
    }
 
    // Utility function to print linkedlist
    static void display(Node head)
    {
        Node temp;
        temp = head;
        if (temp == null) {
            System.out.print("null \n");
        }
        else {
            while (temp != null) {
                System.out.print(temp.data);
                if (temp.next != null)
                    System.out.print("->");
                temp = temp.next;
            }
        }
    }
 
    // Function to merge two linked lists
    static Node MergeLinkedlist()
    {
        Node ptr;
        ptr = head1;
        while (ptr.next != null) {
            ptr = ptr.next;
        }
 
        // Join linked list by placing address of
        // first node of L2 in the last node of L1
        ptr.next = head2;
 
        return head1;
    }
 
    // Function to merge two unsorted linked
    // lists to get a sorted list
    static void sortLinkedList()
    {
        // Function call to merge the two lists
        Node head = MergeLinkedlist();
 
        // Declare a vector
        Vector<Integer> V = new Vector<>();
        Node ptr = head;
 
        // Push all elements into vector
        while (ptr != null) {
            V.add(ptr.data);
            ptr = ptr.next;
        }
        Collections.sort(V);
        // Sort the vector
        ;
        int index = 0;
        ptr = head;
 
        // Insert elements in the linked
        // list from the vector
        while (ptr != null) {
            ptr.data = V.get(index);
            index++;
            ptr = ptr.next;
        }
 
        // Display the sorted and
        // merged linked list
        display(head);
    }
 
    // Driver Code
    public static void main(String[] args)
    {
        // Given linked list, L1
 
        head1 = insertNode(head1, 3);
        head1 = insertNode(head1, 5);
        head1 = insertNode(head1, 1);
 
        // Given linked list, L2
        head2 = null;
        head2 = insertNode(head2, 6);
        head2 = insertNode(head2, 2);
        head2 = insertNode(head2, 4);
        head2 = insertNode(head2, 9);
 
        // Function Call
        sortLinkedList();
    }
}
 
// This code is contributed by umadevi9616


Python3




# Py program for the above approach
 
# Linked list node
class Node:
    def __init__(self, d):
        self.data = d
        self.next = None
 
# Utility function to append key at
# end of linked list
def insertNode(head, x):
    ptr = Node(x)
    if (head == None):
        head = ptr
    else:
        temp = head
        while (temp.next != None):
            temp = temp.next
        temp.next = ptr
    return head
 
# Utility function to print linkedlist
def display(head):
    temp = head
    if (temp == None):
        print ("None")
    else:
        while (temp.next != None):
            print (temp.data,end="->")
            if (temp.next != None):
                print ("",end="")
            temp = temp.next
        print(temp.data)
 
# Function to merge two linked lists
def MergeLinkedlist(head1, head2):
    ptr = head1
    while (ptr.next != None):
        ptr = ptr.next
 
    # Join linked list by placing address of
    # first node of L2 in the last node of L1
    ptr.next = head2
 
    return head1
 
# Function to merge two unsorted linked
# lists to get a sorted list
def sortLinkedList(head1, head2):
    # Function call to merge the two lists
    head1 = MergeLinkedlist(head1, head2)
 
    # Declare a vector
    V = []
    ptr = head1
 
    # Push all elements into vector
    while (ptr != None):
        V.append(ptr.data)
        ptr = ptr.next
 
    # Sort the vector
    V = sorted(V)
    index = 0
    ptr = head1
 
    # Insert elements in the linked
    # list from the vector
    while (ptr != None):
        ptr.data = V[index]
        index += 1
        ptr = ptr.next
 
    # Display the sorted and
    # merged linked list
    display(head1)
 
# Driver Code
if __name__ == '__main__':
    # Given linked list, L1
    head1 = None
    head1 = insertNode(head1, 3)
    head1 = insertNode(head1, 5)
    head1 = insertNode(head1, 1)
 
 
    # Given linked list, L2
    head2 = None
    head2 = insertNode(head2, 6)
    head2 = insertNode(head2, 2)
    head2 = insertNode(head2, 4)
    head2 = insertNode(head2, 9)
 
    # Function Call
    sortLinkedList(head1, head2)
 
# This code is contributed by mohit kumar 29.


C#




// C# program for the above approach
using System;
using System.Collections.Generic;
 
public class GFG {
 
    // Linked list node
public    class Node {
    public    int data;
    public    Node next;
    };
 
    static Node head1, head2;
 
    // Utility function to append key at
    // end of linked list
    static Node insertNode(Node head, int x) {
        Node ptr = new Node();
        ptr.data = x;
        ptr.next = null;
        if (head == null) {
            head = ptr;
        } else {
            Node temp;
            temp = head;
            while (temp.next != null) {
                temp = temp.next;
            }
            temp.next = ptr;
        }
 
        return head;
    }
 
    // Utility function to print linkedlist
    static void display(Node head) {
        Node temp;
        temp = head;
        if (temp == null) {
            Console.Write("null \n");
        } else {
            while (temp != null) {
                Console.Write(temp.data);
                if (temp.next != null)
                    Console.Write("->");
                temp = temp.next;
            }
        }
    }
 
    // Function to merge two linked lists
    static Node MergeLinkedlist() {
        Node ptr;
        ptr = head1;
        while (ptr.next != null) {
            ptr = ptr.next;
        }
 
        // Join linked list by placing address of
        // first node of L2 in the last node of L1
        ptr.next = head2;
 
        return head1;
    }
 
    // Function to merge two unsorted linked
    // lists to get a sorted list
    static void sortList()
    {
       
        // Function call to merge the two lists
        Node head = MergeLinkedlist();
 
        // Declare a vector
        List<int> V = new List<int>();
        Node ptr = head;
 
        // Push all elements into vector
        while (ptr != null) {
            V.Add(ptr.data);
            ptr = ptr.next;
        }
        V.Sort();
        // Sort the vector
        ;
        int index = 0;
        ptr = head;
 
        // Insert elements in the linked
        // list from the vector
        while (ptr != null) {
            ptr.data = V[index];
            index++;
            ptr = ptr.next;
        }
 
        // Display the sorted and
        // merged linked list
        display(head);
    }
 
    // Driver Code
    public static void Main(String[] args)
    {
       
        // Given linked list, L1
 
        head1 = insertNode(head1, 3);
        head1 = insertNode(head1, 5);
        head1 = insertNode(head1, 1);
 
        // Given linked list, L2
        head2 = null;
        head2 = insertNode(head2, 6);
        head2 = insertNode(head2, 2);
        head2 = insertNode(head2, 4);
        head2 = insertNode(head2, 9);
 
        // Function Call
        sortList();
    }
}
 
// This code is contributed by umadevi9616


Javascript




// Javascript program for the above approach
 
// Linked list node
class Node {
    constructor(d) {
        this.data = d
        this.next = null
    }
}
 
// Utility function to append key at
// end of linked list
function insertNode(head, x) {
    ptr = new Node(x)
    if (head == null) {
        head = ptr
    } else {
        temp = head
        while (temp.next != null) {
            temp = temp.next
        }
        temp.next = ptr
    }
    return head
}
 
// Utility function to print linkedlist
function display(head) {
    let temp = head
    if (temp == null) {
        document.write("null")
    }
    else {
        while (temp.next != null) {
            document.write(temp.data, end = "->")
            if (temp.next != null)
                document.write("", end = "")
            temp = temp.next
        }
        document.write(temp.data)
    }
}
 
// Function to merge two linked lists
function MergeLinkedlist(head1, head2) {
    let ptr = head1
    while (ptr.next != null)
        ptr = ptr.next
 
    // Join linked list by placing address of
    // first node of L2 in the last node of L1
    ptr.next = head2
 
    return head1
}
 
// Function to merge two unsorted linked
// lists to get a sorted list
function sortLinkedList(head1, head2) {
    // Function call to merge the two lists
    head1 = MergeLinkedlist(head1, head2)
 
    // Declare a vector
    let V = []
    let ptr = head1
 
    // Push all elements into vector
    while (ptr != null) {
        V.push(ptr.data)
        ptr = ptr.next
    }
 
    // Sort the vector
    V = V.sort((a, b) => a - b)
    index = 0
    ptr = head1
 
    // Insert elements in the linked
    // list from the vector
    while (ptr != null) {
        ptr.data = V[index]
        index += 1
        ptr = ptr.next
    }
 
    // Display the sorted and
    // merged linked list
    display(head1)
}
 
// Driver Code
 
// Given linked list, L1
let head1 = null;
head1 = insertNode(head1, 3)
head1 = insertNode(head1, 5)
head1 = insertNode(head1, 1)
 
 
// Given linked list, L2
let head2 = null
head2 = insertNode(head2, 6)
head2 = insertNode(head2, 2)
head2 = insertNode(head2, 4)
head2 = insertNode(head2, 9)
 
// Function Call
sortLinkedList(head1, head2)
 
// This code is contributed by gfgking


Output

1->2->3->4->5->6->9

Time Complexity: O((N+M)*log(N+M))
Auxiliary Space: O(N+M)

Another Approach: This code defines a program to merge two unsorted linked lists into a single sorted linked list. The main steps of the program are:

  1. Define a class called “Node” to represent a node of a linked list. Each node contains an integer value “data” and a pointer “next” to the next node in the list.
  2. Define a utility function called “insertNode” to insert a new node with a given value at the end of a linked list. This function takes two parameters: a reference to a pointer to the head of the list, and the value to be inserted.
  3. Define a utility function called “display” to print the elements of a linked list. This function takes a pointer to the head of the list as a parameter and prints the value of each node followed by “->” until the end of the list is reached, and then prints “NULL”.
  4. Define a function called “MergeLinkedlist” to merge two linked lists. This function takes two parameters: a reference to a pointer to the head of the first list, and a pointer to the head of the second list. It first finds the last node of the first list and sets its “next” pointer to the head of the second list.
  5. Define a function called “sortLinkedList” to merge two unsorted linked lists into a single sorted linked list. This function takes two parameters: pointers to the heads of the two lists. It first calls “MergeLinkedlist” to merge the two lists into a single linked list. Then it creates a vector and pushes all the elements of the merged list into the vector. It sorts the vector using the “sort” function from the <algorithm> library, and then creates a new linked list by inserting the elements of the sorted vector one by one using the “insertNode” function. Finally, it calls “display” to print the sorted linked list.
  6. In the main function, two unsorted linked lists are created using “insertNode”. The “sortLinkedList” function is called with these two lists as parameters.

Below is the implementation of the above approach:

C++




#include <iostream>
#include <vector>
#include <algorithm>
 
using namespace std;
 
// Linked list node
class Node {
public:
    int data;
    Node* next;
    Node(int val) : data(val), next(nullptr) {}
};
 
// Utility function to append key at
// end of linked list
void insertNode(Node*& head, int x)
{
    Node* ptr = new Node(x);
    if (head == nullptr) {
        head = ptr;
    }
    else {
        Node* temp = head;
        while (temp->next != nullptr) {
            temp = temp->next;
        }
        temp->next = ptr;
    }
}
 
// Utility function to print linkedlist
void display(Node* head)
{
    if (head == nullptr) {
        cout << "NULL" << endl;
    }
    else {
        while (head != nullptr) {
            cout << head->data;
            if (head->next != nullptr)
                cout << "->";
            head = head->next;
        }
        cout << endl;
    }
}
 
// Function to merge two linked lists
void MergeLinkedlist(Node*& head1, Node* head2)
{
    Node* ptr = head1;
    while (ptr->next != nullptr) {
        ptr = ptr->next;
    }
 
    // Join linked list by placing address of
    // first node of L2 in the last node of L1
    ptr->next = head2;
}
 
// Function to merge two unsorted linked
// lists to get a sorted list
void sortLinkedList(Node* head1, Node* head2)
{
    // Function call to merge the two lists
    MergeLinkedlist(head1, head2);
 
    // Declare a vector
    vector<int> V;
 
    // Push all elements into vector
    while (head1 != nullptr) {
        V.push_back(head1->data);
        head1 = head1->next;
    }
 
    // Sort the vector
    sort(V.begin(), V.end());
 
    // Insert elements in the linked
    // list from the vector
    Node* curr = nullptr;
    for (int i = 0; i < V.size(); i++) {
        if (i == 0) {
            curr = new Node(V[i]);
            head1 = curr;
        }
        else {
            curr->next = new Node(V[i]);
            curr = curr->next;
        }
    }
 
    // Display the sorted and
    // merged linked list
    display(head1);
}
 
// Driver Code
int main()
{
    // Given linked list, L1
    Node* head1 = nullptr;
    insertNode(head1, 3);
    insertNode(head1, 5);
    insertNode(head1, 1);
 
    // Given linked list, L2
    Node* head2 = nullptr;
    insertNode(head2, 6);
    insertNode(head2, 2);
    insertNode(head2, 4);
    insertNode(head2, 9);
 
    // Function Call
    sortLinkedList(head1, head2);
 
    return 0;
}
// This code is contributed by rudra1807raj


Python3




# Linked list node
class Node:
    def __init__(self, val):
        self.data = val
        self.next = None
 
# Utility function to append key at
# end of linked list
def insertNode(head, x):
    ptr = Node(x)
    if head is None:
        head = ptr
    else:
        temp = head
        while temp.next is not None:
            temp = temp.next
        temp.next = ptr
    return head
 
# Utility function to print linkedlist
def display(head):
    if head is None:
        print("NULL")
    else:
        while head is not None:
            print(head.data, end="")
            if head.next is not None:
                print("->", end="")
            head = head.next
        print()
 
# Function to merge two linked lists
def MergeLinkedlist(head1, head2):
    ptr = head1
    while ptr.next is not None:
        ptr = ptr.next
         
    # Join linked list by placing address of
    # first node of L2 in the last node of L1
    ptr.next = head2
 
 
# Function to merge two unsorted linked
# lists to get a sorted list
def sortLinkedList(head1, head2):
     
    # Function call to merge the two lists
    MergeLinkedlist(head1, head2)
     
    # Declare a vector
    V = []
     
    # Push all elements into vector
    while head1 is not None:
        V.append(head1.data)
        head1 = head1.next
         
    # Sort the vector
    V.sort()
     
    # Insert elements in the linked
    # list from the vector
    curr = None
    for i in range(len(V)):
        if i == 0:
            curr = Node(V[i])
            head1 = curr
        else:
            curr.next = Node(V[i])
            curr = curr.next
             
             
    # Display the sorted and
    # merged linked list
    display(head1)
 
# Driver Code
if __name__ == '__main__':
     
    # Given linked list, L1
    head1 = None
    head1 = insertNode(head1, 3)
    head1 = insertNode(head1, 5)
    head1 = insertNode(head1, 1)
     
    # Given linked list, L2
    head2 = None
    head2 = insertNode(head2, 6)
    head2 = insertNode(head2, 2)
    head2 = insertNode(head2, 4)
    head2 = insertNode(head2, 9)
     
    # Function Call
    sortLinkedList(head1, head2)
 
# This code is contributed by shiv1o43g


C#




using System;
using System.Collections.Generic;
using System.Linq;
 
// Linked list node
class Node {
public int data;
public Node next;
 
 
public Node(int val) {
    data = val;
    next = null;
}
}
 
class Program {
// Utility function to append key at
// end of linked list
static void insertNode(ref Node head, int x) {
Node ptr = new Node(x);
if (head == null) {
head = ptr;
}
else {
Node temp = head;
while (temp.next != null) {
temp = temp.next;
}
temp.next = ptr;
}
}
 
 
// Utility function to print linkedlist
static void display(Node head) {
    if (head == null) {
        Console.WriteLine("NULL");
    }
    else {
        while (head != null) {
            Console.Write(head.data);
            if (head.next != null)
                Console.Write("->");
            head = head.next;
        }
        Console.WriteLine();
    }
}
 
// Function to merge two linked lists
static void MergeLinkedlist(ref Node head1, Node head2) {
    Node ptr = head1;
    while (ptr.next != null) {
        ptr = ptr.next;
    }
 
    // Join linked list by placing address of
    // first node of L2 in the last node of L1
    ptr.next = head2;
}
 
// Function to merge two unsorted linked
// lists to get a sorted list
static void sortLinkedList(Node head1, Node head2) {
    // Function call to merge the two lists
    MergeLinkedlist(ref head1, head2);
 
    // Declare a list
    List<int> lst = new List<int>();
 
    // Push all elements into the list
    while (head1 != null) {
        lst.Add(head1.data);
        head1 = head1.next;
    }
 
    // Sort the list
    lst.Sort();
 
    // Insert elements in the linked
    // list from the list
    Node curr = null;
    for (int i = 0; i < lst.Count; i++) {
        if (i == 0) {
            curr = new Node(lst[i]);
            head1 = curr;
        }
        else {
            curr.next = new Node(lst[i]);
            curr = curr.next;
        }
    }
 
    // Display the sorted and
    // merged linked list
    display(head1);
}
 
// Driver Code
static void Main(string[] args) {
    // Given linked list, L1
    Node head1 = null;
    insertNode(ref head1, 3);
    insertNode(ref head1, 5);
    insertNode(ref head1, 1);
 
    // Given linked list, L2
    Node head2 = null;
    insertNode(ref head2, 6);
    insertNode(ref head2, 2);
    insertNode(ref head2, 4);
    insertNode(ref head2, 9);
 
    // Function Call
    sortLinkedList(head1, head2);
 
    Console.ReadLine();
}
}
//This code is contributed by rudra1807raj


Output

1->2->3->4->5->6->9

Time Complexity: The time complexity of the given algorithm is O(n log n) where n is the total number of elements in the two linked lists. This is because the algorithm involves sorting the elements using the sort function, which has a time complexity of O(n log n). In addition, iterating over the linked lists to populate the vector and then the sorted linked list takes O(n) time.

Auxiliary Space: The space complexity of the given algorithm is O(n) where n is the total number of elements in the two linked lists. This is because we are creating a vector of size n to store all the elements of the linked list before sorting. In addition, we are creating a new linked list of size n to store the sorted elements. However, we are not using any extra space proportional to the size of the input beyond the two linked lists and the vector used for sorting, so the space complexity is O(n).

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