Given an array arr[] of size N, the task is to find the minimum number of jumps to reach the last index of the array starting from index 0. In one jump you can move from current index i to index j, if arr[i] = arr[j] and i != j or you can jump to (i + 1) or (i – 1).
Note: You can not jump outside of the array at any time.
Examples:
Input: arr = {100, -23, -23, 404, 100, 23, 23, 23, 3, 404}
Output: 3
Explanation: Valid jump indices are 0 -> 4 -> 3 -> 9.Input: arr = {7, 6, 9, 6, 9, 6, 9, 7}
Output: 1
An approach using BFS:
Here consider the elements which are at (i + 1), (i – 1), and all elements similar to arr[i] and insert them into a queue to perform BFS. Repeat the BFS in this manner and keep the track of level. When the end of array is reached return the level value.
Follow the steps below to implement the above idea:
- Initialize a map for mapping elements with the indices of their occurrence.
- Initialize a queue and an array visited[] to keep track of the elements that are visited.
- Push starting element into the queue and mark it as visited
- Initialize a variable count for counting the minimum number of valid jumps to reach the last index
- Do the following while the queue size is greater than 0:
- Iterate on all the elements of the queue
- Fetch the front element and pop out from the queue
- Check if we reach the last index or not
- If true, then return the count
- Check if curr + 1 is a valid position to visit or not
- If true, push curr + 1 into the queue and mark it as visited
- Check if curr – 1 is a valid position to visit or not
- If true, push curr – 1 into the queue and mark it as visited
- Now, Iterate over all the elements that are similar to curr
- Check if the child is in a valid position to visit or not
- If true, push the child into the queue and mark it as visited
- Check if the child is in a valid position to visit or not
- Erase all the occurrences of curr from the map because we already considered these elements for a valid jump in the above step
- Increment the count of jump
- Iterate on all the elements of the queue
- Finally, return the count.
Below is the implementation of the above approach.
C++
// C++ code to implement the above approach Â
#include <bits/stdc++.h> using namespace std; Â
// Function to find the // minimum number of jumps required int minimizeJumps(vector< int >& arr) { Â Â Â Â int n = arr.size(); Â
    // Initialize a map for mapping element     // with indices of all similar value     // occurrences in array     unordered_map< int , vector< int > > unmap; Â
    // Mapping element with indices     for ( int i = 0; i < n; i++) {         unmap[arr[i]].push_back(i);     } Â
    queue< int > q;     vector< bool > visited(n, false ); Â
    // Push starting element into queue     // and mark it visited     q.push(0);     visited[0] = true ; Â
    // Initialize a variable count for     // counting the minimum number number     // of valid jump to reach at last index     int count = 0; Â
    // Do while queue size is     // greater than 0     while (q.size() > 0) {         int size = q.size(); Â
        // Iterate on all the         // elements of queue         for ( int i = 0; i < size; i++) { Â
            // Fetch the front element and             // pop out from queue             int curr = q.front();             q.pop(); Â
            // Check if we reach at the             // last index or not if true,             // then return the count             if (curr == n - 1) {                 return count;             } Â
            // Check if curr + 1 is valid             // position to visit or not             if (curr + 1 < n                 && visited[curr + 1] == false ) { Â
                // If true, push curr + 1                 // into queue and mark                 // it as visited                 q.push(curr + 1);                 visited[curr + 1] = true ;             } Â
            // Check if curr - 1 is valid             // position to visit or not             if (curr - 1 >= 0                 && visited[curr - 1] == false ) { Â
                // If true, push curr - 1                 // into queue and mark                 // it as visited                 q.push(curr - 1);                 visited[curr - 1] = true ;             } Â
            // Now, Iterate over all the             // element that are similar             // to curr             for ( auto child : unmap[arr[curr]]) {                 if (curr == child)                     continue ; Â
                // Check if child is valid                 // position to visit or not                 if (visited[child] == false ) { Â
                    // If true, push child                     // into queue and mark                     // it as visited                     q.push(child);                     visited[child] = true ;                 }             } Â
            // Erase all the occurrences             // of curr from map. Because             // we already considered these             // element for valid jump             // in above step             unmap.erase(arr[curr]);         } Â
        // Increment the count of jump         count++;     } Â
    // Finally, return the count.     return count; } Â
// Driver code int main() {     vector< int > arr         = { 100, -23, -23, 404, 100, 23, 23, 23, 3, 404 }; Â
    // Function Call     cout << minimizeJumps(arr); Â
    return 0; } |
Java
// Java code for the above approach import java.io.*; import java.util.*; Â
class GFG { Â
  // Function to find the minimum   // number of jumps required   static int minimizeJumps( int [] arr)   {     int n = arr.length; Â
    // Initialize a map for mapping element     // with indices of all similar value     // occurrences in array     HashMap<Integer, List<Integer> > unmap       = new HashMap<>(); Â
    // Mapping element with indices     for ( int i = 0 ; i < n; i++) {       if (unmap.containsKey(arr[i])) {         unmap.get(arr[i]).add(i);       }       else {         List<Integer> temp = new ArrayList<>();         temp.add(i);         unmap.put(arr[i], temp);       }     } Â
    Queue<Integer> q = new LinkedList<>();     boolean [] visited = new boolean [n];     Arrays.fill(visited, false ); Â
    // Push starting element into queue     // and mark it visited     q.add( 0 );     visited[ 0 ] = true ; Â
    // Initialize a variable count for     // counting the minimum number number     // of valid jump to reach at last index     int count = 0 ; Â
    // Do while queue size is     // greater than 0     while (q.size() > 0 ) {       int size = q.size(); Â
      // Iterate on all the       // elements of queue       for ( int i = 0 ; i < size; i++) { Â
        // Fetch the front element and         // pop out from queue         int curr = q.poll(); Â
        // Check if we reach at the         // last index or not if true,         // then return the count         if (curr == n - 1 ) {           return count / 2 ;         } Â
        // Check if curr + 1 is valid         // position to visit or not         if (curr + 1 < n             && visited[curr + 1 ] == false ) {           // If true, push curr + 1           // into queue and mark           // it as visited           q.add(curr + 1 );           visited[curr + 1 ] = true ;         } Â
        // Check if curr - 1 is valid         // position to visit or not         if (curr - 1 >= 0             && visited[curr - 1 ] == false ) { Â
          // If true, push curr - 1           // into queue and mark           // it as visited           q.add(curr - 1 );           visited[curr - 1 ] = true ;         } Â
        // Now, Iterate over all the         // element that are similar         // to curr         if (unmap.containsKey(arr[i])) {           for ( int j = 0 ;                j < unmap.get(arr[curr]).size();                j++) {             int child               = unmap.get(arr[curr]).get(j);             if (curr == child) {               continue ;             }             // Check if child is valid             // position to visit or not             if (visited[child] == false ) { Â
              // If true, push child               // into queue and mark               // it as visited               q.add(child);               visited[child] = true ;             }           }         }         // Erase all the occurrences         // of curr from map. Because         // we already considered these         // element for valid jump         // in above step         unmap.remove(arr[curr]);       }       // Increment the count of jump       count++;     }     // Finally, return the count.     return count / 2 ;   } Â
  public static void main(String[] args)   {     int [] arr = { 100 , - 23 , - 23 , 404 , 100 ,                  23 , 23 , 23 , 3 ,  404 }; Â
    // Function call     System.out.print(minimizeJumps(arr));   } } Â
// This code is contributed by lokesh |
Python3
# Python code to implement the above approach Â
# Function to find the # minimum number of jumps required def minimizeJumps(arr):     n = len (arr)          # Initialize a map for mapping element     # with indices of all similar value     # occurrences in array     unmap = {}          # Mapping element with indices     for i in range (n):         if arr[i] in unmap:             unmap.get(arr[i]).append(i)         else :             unmap.update({arr[i]:[i]})          q = []     visited = [ False ] * n          # Push starting element into queue     # and mark it visited     q.append( 0 )     visited[ 0 ] = True          # Initialize a variable count for     # counting the minimum number number     # of valid jump to reach at last index     count = 0          # Do while queue size is     # greater than 0     while ( len (q) > 0 ):         size = len (q)                  # Iterate on all the         # elements of queue         for i in range (size):             # Fetch the front element and             # pop out from queue             curr = q[ 0 ]             q.pop( 0 )                          # Check if we reach at the             # last index or not if true,             # then return the count             if (curr = = n - 1 ):                 return count / / 2                          # Check if curr + 1 is valid             # position to visit or not             if (curr + 1 < n and visited[curr + 1 ] = = False ):                 # If true, push curr + 1                 # into queue and mark                 # it as visited                 q.append(curr + 1 )                 visited[curr + 1 ] = True                          # Check if curr - 1 is valid             # position to visit or not             if (curr - 1 > = 0 and visited[curr - 1 ] = = False ):                 # If true, push curr - 1                 # into queue and mark                 # it as visited                 q.append(curr - 1 )                 visited[curr - 1 ] = True                          # Now, Iterate over all the             # element that are similar             # to curr             if arr[i] in unmap:                 for j in range ( len (unmap[arr[curr]])):                     child = unmap.get(arr[curr])[j]                     if (curr = = child):                         continue                                          # Check if child is valid                     # position to visit or not                     if (visited[child] = = False ):                         # If true, push child                         # into queue and mark                         # it as visited                         q.append(child)                         visited[child] = True                          # Erase all the occurrences             # of curr from map. Because             # we already considered these             # element for valid jump             # in above step             if arr[curr] in unmap:                 unmap.pop(arr[curr])                               # Increment the count of jump         count = count + 1          # Finally, return the count.     return count / / 2 Â
# Driver code arr = [ 100 , - 23 , - 23 , 404 , 100 , 23 , 23 , 23 , 3 , 404 ] Â
# Function Call print (minimizeJumps(arr)) Â
# This code is contributed by Pushpesh Raj. |
C#
// C# code for the above approach using System; using System.Collections.Generic; Â
public class GFG{ Â Â Â Â Â Â Â Â Â // Function to find the minimum // number of jumps required static int minimizeJumps( int [] arr) { Â Â Â Â int n = arr.Length; Â
    // Initialize a map for mapping element     // with indices of all similar value     // occurrences in array     Dictionary< int ,List< int >> unmap = new Dictionary< int ,List< int >>(); Â
    // Mapping element with indices     for ( int i = 0; i < n; i++) {         if (unmap.ContainsKey(arr[i])) {         unmap[arr[i]].Add(i);       }       else {         List< int > temp = new List< int >();         temp.Add(i);         unmap.Add(arr[i],temp);       }     } Â
    List< int > q = new List< int >();     bool [] visited = new bool [n];     for ( int i=0;i<n;i++)     {         visited[i]= false ;     } Â
    // Push starting element into queue     // and mark it visited     q.Add(0);     visited[0] = true ; Â
    // Initialize a variable count for     // counting the minimum number number     // of valid jump to reach at last index     int count = 0; Â
    // Do while queue size is     // greater than 0     while (q.Count > 0) {     int size = q.Count; Â
    // Iterate on all the     // elements of queue     for ( int i = 0; i < size; i++) { Â
        // Fetch the front element and         // pop out from queue         int curr = q[0];         q.RemoveAt(0); Â
        // Check if we reach at the         // last index or not if true,         // then return the count         if (curr == n - 1) {         return count / 2;         } Â
        // Check if curr + 1 is valid         // position to visit or not         if (curr + 1 < n             && visited[curr + 1] == false ) {         // If true, push curr + 1         // into queue and mark         // it as visited         q.Add(curr + 1);         visited[curr + 1] = true ;         } Â
        // Check if curr - 1 is valid         // position to visit or not         if (curr - 1 >= 0             && visited[curr - 1] == false ) { Â
        // If true, push curr - 1         // into queue and mark         // it as visited         q.Add(curr - 1);         visited[curr - 1] = true ;         } Â
        // Now, Iterate over all the         // element that are similar         // to curr         if (unmap.ContainsKey(arr[i])){         for ( int j = 0; j < unmap[arr[curr]].Count; j++) {             int child= unmap[arr[curr]][j];             if (curr == child) {             continue ;             }             // Check if child is valid             // position to visit or not             if (visited[child] == false ) { Â
            // If true, push child             // into queue and mark             // it as visited             q.Add(child);             visited[child] = true ;             }         }         }         // Erase all the occurrences         // of curr from map. Because         // we already considered these         // element for valid jump         // in above step         unmap.Remove(arr[curr]);     }     // Increment the count of jump     count++;     }     // Finally, return the count.     return count / 2; } Â
    static public void Main ( string [] args){     int [] arr = { 100, -23, -23, 404, 100,                 23, 23, 23, 3, 404 }; Â
    // Function call     Console.WriteLine(minimizeJumps(arr));     } } Â
Â
// This code is contributed by Aman Kumar |
Javascript
// JavaScript code for the above approach Â
// Function to find the // minimum number of jumps required function minimizeJumps(arr) { Â Â Â Â let n = arr.length; Â
    // Initialize a map for mapping element     // with indices of all similar value     // occurrences in array     let unmap = new Map(); Â
    // Mapping element with indices     for (let i = 0; i < n; i++) {         if (unmap.has(arr[i]))             unmap.get(arr[i]).push(i);         else             unmap.set(arr[i], [i]);     } Â
    let q = [];     let visited = new Array(n).fill(0); Â
    // Push starting element into queue     // and mark it visited     q.push(0);     visited[0] = true ; Â
    // Initialize a variable count for     // counting the minimum number number     // of valid jump to reach at last index     let count = 0; Â
    // Do while queue size is     // greater than 0     while (q.length > 0) {         let size = q.length; Â
        // Iterate on all the         // elements of queue         for (let i = 0; i < size; i++) { Â
            // Fetch the front element and             // pop out from queue             let curr = q.shift(); Â
            // Check if we reach at the             // last index or not if true,             // then return the count             if (curr == n - 1) {                 return count / 2;             } Â
            // Check if curr + 1 is valid             // position to visit or not             if (curr + 1 < n                 && visited[curr + 1] == false ) { Â
                // If true, push curr + 1                 // into queue and mark                 // it as visited                 q.push(curr + 1);                 visited[curr + 1] = true ;             } Â
            // Check if curr - 1 is valid             // position to visit or not             if (curr - 1 >= 0                 && visited[curr - 1] == false ) { Â
                // If true, push curr - 1                 // into queue and mark                 // it as visited                 q.push(curr - 1);                 visited[curr - 1] = true ;             } Â
            // Now, Iterate over all the             // element that are similar             // to curr             if (unmap.has(arr[i])) {                 for (let i = 0;                      i < unmap.get(arr[curr]).length; i++) {                     child = unmap.get(arr[curr])[i];                     if (curr == child)                         continue ; Â
                    // Check if child is valid                     // position to visit or not                     if (visited[child] == false ) { Â
                        // If true, push child                         // into queue and mark                         // it as visited                         q.push(child);                         visited[child] = true ;                     }                 }             }             // Erase all the occurrences             // of curr from map. Because             // we already considered these             // element for valid jump             // in above step             unmap. delete (arr[curr]);         } Â
        // Increment the count of jump         count++;     } Â
    // Finally, return the count.     return count / 2; } Â
// Driver code Â
let arr = [ 100, -23, -23, 404, 100, 23, 23, 23, 3, 404 ]; Â
// Function Call console.log(minimizeJumps(arr)); Â
// This code is contributed by Potta Lokesh |
3
Time Complexity: O(N)
Auxiliary Space: O(N)
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