Longest Subarray having sum of elements atmost ‘k’
Given an array of integers, our goal is to find the length of the largest subarray having the sum of its elements at most ‘k’ where k>0.
Examples:
Input : arr[] = {1, 2, 1, 0, 1, 1, 0}, k = 4 Output : 5 Explanation: {1, 2, 1} => sum = 4, length = 3 {1, 2, 1, 0}, {2, 1, 0, 1} => sum = 4, length = 4 {1, 0, 1, 1, 0} =>5 sum = 3, length = 5
Method 1 (Brute Force): Find all the subarrays whose sum is less than or equal to k and return the one with the largest length.
C++
// A C++ program to find longest subarray with // sum of elements at-least k. #include <bits/stdc++.h> using namespace std; // function to find the length of largest subarray // having sum atmost k. int atMostSum( int arr[], int n, int k) { int result = INT_MIN; for ( int i = 0; i < n; i++) { int sum = 0; for ( int j = i; j < n; j++) { sum += arr[j]; if (sum <= k) { result = max(result, (j - i + 1)); } else { break ; } } } return result; } // Driver function int main() { int arr[] = { 1, 2, 1, 0, 1, 1, 0 }; int n = sizeof (arr) / sizeof (arr[0]); int k = 4; int result = atMostSum(arr, n, k); if (result == INT_MIN) { cout << "No such subarray found" ; } else { cout << "The length of largest subarray having sum " "atmost k: " << result << endl; } return 0; } |
Java
import java.util.Arrays; class Main { // function to find the length of largest subarray // having sum atmost k. public static int atMostSum( int [] arr, int n, int k) { int result = Integer.MIN_VALUE; // Iterate over the array for ( int i = 0 ; i < n; i++) { int sum = 0 ; // Find sum of every subarray for ( int j = i; j < n; j++) { sum += arr[j]; // Check if sum of subarray is at least k if (sum <= k) { // Maximise the result result = Math.max(result, (j - i + 1 )); } else { break ; } } } // Return the result return result; } public static void main(String[] args) { int [] arr = { 1 , 2 , 1 , 0 , 1 , 1 , 0 }; int n = arr.length; int k = 4 ; int result = atMostSum(arr, n, k); if (result == Integer.MIN_VALUE) { System.out.println( "No such subarray found" ); } else { System.out.println( "The length of largest subarray having sum " + "atmost k: " + result); } } } // This code is contributed by divya_p123. |
Python3
# Python program to find the length of the largest subarray # having sum at most k def atMostSum(arr, n, k): result = float ( '-inf' ) # initialize result with negative infinity # Iterate over the array for i in range (n): sum = 0 # initialize the sum for each subarray # Find sum of every subarray for j in range (i, n): sum + = arr[j] # add the current element to the sum # Check if sum of subarray is at most k if sum < = k: # Maximize the result result = max (result, (j - i + 1 )) else : break # if sum becomes greater than k, break the loop # Return the result return result # Driver code arr = [ 1 , 2 , 1 , 0 , 1 , 1 , 0 ] n = len (arr) k = 4 result = atMostSum(arr, n, k) if result = = float ( '-inf' ): print ( "No such subarray found" ) else : print ( "The length of largest subarray having sum at most k:" , result) |
C#
using System; class Gfg { // Function to find the length of largest subarray // having sum at most k public static int AtMostSum( int [] arr, int n, int k) { int result = int .MinValue; // Iterate over the array for ( int i = 0; i < n; i++) { int sum = 0; // Find sum of every subarray for ( int j = i; j < n; j++) { sum += arr[j]; // Check if sum of subarray is at most k if (sum <= k) { // Maximize the result result = Math.Max(result, (j - i + 1)); } else { break ; } } } // Return the result return result; } public static void Main( string [] args) { int [] arr = { 1, 2, 1, 0, 1, 1, 0 }; int n = arr.Length; int k = 4; int result = AtMostSum(arr, n, k); if (result == int .MinValue) { Console.WriteLine( "No such subarray found" ); } else { Console.WriteLine( "The length of largest subarray having sum at most k: " + result); } } } |
Javascript
// JavaScript program to find the length of the largest subarray // having sum at most k function atMostSum(arr, n, k) { let result = -Infinity; // initialize result with negative infinity // Iterate over the array for (let i = 0; i < n; i++) { let sum = 0; // initialize the sum for each subarray // Find sum of every subarray for (let j = i; j < n; j++) { sum += arr[j]; // add the current element to the sum // Check if sum of subarray is at most k if (sum <= k) { // Maximize the result result = Math.max(result, (j - i + 1)); } else { break ; // if sum becomes greater than k, break the loop } } } // Return the result return result; } // Driver code let arr = [1, 2, 1, 0, 1, 1, 0]; let n = arr.length; let k = 4; let result = atMostSum(arr, n, k); if (result == -Infinity) { console.log( "No such subarray found" ); } else { console.log( "The length of largest subarray having sum at most k:" , result); } // This code is contributed by Prajwal Kandekar |
The length of largest subarray having sum atmost k: 5
Time Complexity : O(n^2)
Auxiliary space: O(1)
Method 2 (Efficient): An efficient approach is to use the sliding window technique.
- Traverse the array and check if on adding the current element its sum is less than or equal to k.
- If it’s less than k then add it to the sum and increase the count.
- Keep track of Maximum count.
Implementation:
C++
// A C++ program to find longest subarray with // sum of elements at-least k. #include <bits/stdc++.h> using namespace std; // function to find the length of largest subarray // having sum atmost k. int atMostSum( int arr[], int n, int k) { int sum = 0; int cnt = 0, maxcnt = 0; for ( int i = 0; i < n; i++) { // If adding current element doesn't // cross limit add it to current window if ((sum + arr[i]) <= k) { sum += arr[i]; cnt++; } // Else, remove first element of current // window and add the current element else if (sum!=0) { sum = sum - arr[i - cnt] + arr[i]; } // keep track of max length. maxcnt = max(cnt, maxcnt); } return maxcnt; } // Driver function int main() { int arr[] = {1, 2, 1, 0, 1, 1, 0}; int n = sizeof (arr) / sizeof (arr[0]); int k = 4; cout << atMostSum(arr, n, k); return 0; } |
Java
// Java program to find longest subarray with // sum of elements at-least k. import java.util.*; class GFG { // function to find the length of largest // subarray having sum atmost k. public static int atMostSum( int arr[], int n, int k) { int sum = 0 ; int cnt = 0 , maxcnt = 0 ; for ( int i = 0 ; i < n; i++) { // If adding current element doesn't // cross limit add it to current window if ((sum + arr[i]) <= k) { sum += arr[i]; cnt++; } // Else, remove first element of current // window. else if (sum!= 0 ) { sum = sum - arr[i - cnt] + arr[i]; } // keep track of max length. maxcnt = Math.max(cnt, maxcnt); } return maxcnt; } /* Driver program to test above function */ public static void main(String[] args) { int arr[] = { 1 , 2 , 1 , 0 , 1 , 1 , 0 }; int n = arr.length; int k = 4 ; System.out.print(atMostSum(arr, n, k)); } } // This code is contributed by Arnav Kr. Mandal. |
Python3
# Python3 program to find longest subarray # with sum of elements at-least k. # function to find the length of largest # subarray having sum atmost k. def atMostSum(arr, n, k): _sum = 0 cnt = 0 maxcnt = 0 for i in range (n): # If adding current element doesn't # Cross limit add it to current window if ((_sum + arr[i]) < = k): _sum + = arr[i] cnt + = 1 # Else, remove first element of current # window and add the current element else if ( sum ! = 0 ): _sum = _sum - arr[i - cnt] + arr[i] # keep track of max length. maxcnt = max (cnt, maxcnt) return maxcnt # Driver function arr = [ 1 , 2 , 1 , 0 , 1 , 1 , 0 ] n = len (arr) k = 4 print (atMostSum(arr, n, k)) # This code is contributed by "Abhishek Sharma 44" |
C#
// C# program to find longest subarray // with sum of elements at-least k. using System; class GFG { // function to find the length of largest // subarray having sum atmost k. public static int atMostSum( int []arr, int n, int k) { int sum = 0; int cnt = 0, maxcnt = 0; for ( int i = 0; i < n; i++) { // If adding current element doesn't // cross limit add it to current window if ((sum + arr[i]) <= k) { sum += arr[i]; cnt++; } // Else, remove first element // of current window. else if (sum!=0) { sum = sum - arr[i - cnt] + arr[i]; } // keep track of max length. maxcnt = Math.Max(cnt, maxcnt); } return maxcnt; } // Driver Code public static void Main() { int []arr = {1, 2, 1, 0, 1, 1, 0}; int n = arr.Length; int k = 4; Console.Write(atMostSum(arr, n, k)); } } // This code is contributed by Nitin Mittal |
PHP
<?php // A PHP program to find longest // subarray with sum of elements // at-least k. // function to find the length // of largest subarray having // sum atmost k. function atMostSum(& $arr , $n , $k ) { $sum = 0; $cnt = 0; $maxcnt = 0; for ( $i = 0; $i < $n ; $i ++) { // If adding current element // doesn't cross limit add // it to current window if (( $sum + $arr [ $i ]) <= $k ) { $sum += $arr [ $i ] ; $cnt += 1 ; } // Else, remove first element // of current window and add // the current element else if ( $sum != 0) $sum = $sum - $arr [ $i - $cnt ] + $arr [ $i ]; // keep track of max length. $maxcnt = max( $cnt , $maxcnt ); } return $maxcnt ; } // Driver Code $arr = array (1, 2, 1, 0, 1, 1, 0); $n = sizeof( $arr ); $k = 4; print (atMostSum( $arr , $n , $k )); // This code is contributed // by ChitraNayal ?> |
Javascript
<script> // A Javascript program to find longest subarray with // sum of elements at-least k. // function to find the length of largest subarray // having sum atmost k. function atMostSum(arr, n, k) { let sum = 0; let cnt = 0, maxcnt = 0; for (let i = 0; i < n; i++) { // If adding current element doesn't // cross limit add it to current window if ((sum + arr[i]) <= k) { sum += arr[i]; cnt++; } // Else, remove first element of current // window and add the current element else if (sum!=0) { sum = sum - arr[i - cnt] + arr[i]; } // keep track of max length. maxcnt = Math.max(cnt, maxcnt); } return maxcnt; } // Driver function let arr = [1, 2, 1, 0, 1, 1, 0]; let n = arr.length; let k = 4; document.write(atMostSum(arr, n, k)); </script> |
5
Time Complexity : O(n), where n represents the size of the given array.
Auxiliary Space: O(1), no extra space is required, so it is a constant.
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