Count ways to reach each index by taking steps that is multiple of incremented K

Last Updated : 27 Feb, 2023

Given N and K, the task is to form an array where each element represents the number of ways to reach each index i (1 ? i ? N) by taking only the steps where step length is divisible by incremented K i.e., first step length should be divisible by K. Next, step length should be divisible by K + 1 and so on.

Note: Step length is the difference between the values of the current index and the index at which we are going to reach.

Examples:

Input: N = 8, K = 1
Output: {1, 1, 2, 2, 3, 4, 5, 6 }
Explanation: Ways to reach point 1: [0, 1] –> (1-0) divisible by 1
Ways to reach point 2: [0, 2] —> (2 – 0) divisible by 2
Ways to reach point 3: [0, 1, 3], [0, 3] –> in the first way (1 – 0) divisible by K = 1, (3 – 1) divisible by K = 2, in the 2nd way (3 – 0) is divisible by 1 taking the first direct step as multiple of 1.
Ways to reach point 4: [0, 2, 4], [0, 4]
Ways to reach point 5: [0, 1, 5], [0, 3, 5], [0, 5]
Ways to reach point 6: [0, 1, 3, 6], [0, 2, 6], [0, 4, 6], [0, 6]
Ways to reach point 7: [0, 2, 4, 7], [0, 1, 7], [0, 3, 7], [0, 5, 7], [0, 7]
Ways to reach point 8: [0, 3, 5, 8], [0, 1, 5, 8], [0, 2, 8], [0, 4, 8], [0, 6, 8], [0, 8].

Input: N = 10, K = 2
Output: {0, 1, 0, 1, 1, 1, 1, 2, 2, 2 }

Approach: Implement the idea below to solve the problem:

The approach is based on the DP where we maintain three DP arrays dp1, dp2, res where dp1[i] stores the number of ways of reaching i by taking upto (K – 1) the multiple steps which is the previous number of ways to reach the i^th step. dp2[i] represents the number of ways of reaching i by taking up to kth multiple steps and the res[i] array stores the sum of dp2[i] at each K.

Follow these steps to solve the above problem:

Initialize min_d which is the position of starting at each step which is at a K.
Initialize the dp1, dp2, and res.
Assign dp1[0] = 1 as a base case i.e., the only way to reach 0.
Initialize min_d = K.
Iterate from i = K while min_d ? N i.e., the step length should not cross n.
Fill the dp2 array using the relation dp2[j] = dp2[j – i] + dp1[j – i];
Assign dp1 as dp2 which will be used in the next iteration
Make all the elements of dp2 to 0 to be used in the next iteration
Move min_d to the minimum possible next starting point from where the step can be started for the next K + 1.
Print the res[] array.

Below is the implementation of the above approach:

C++

// C++ code for the above approach
#include <bits/stdc++.h>
using namespace std;
 
// Function to find the number of ways to
// reach the destination i such that each
// step should be divisible by k and next
// step divisible k + 1
void findNumways(int n, int k)
{
 
    // Initialize min_d which is the
    // position of start at each step which
    // is at a k
    int min_d;
 
    vector<int> dp1(n + 1), dp2(n + 1), res(n + 1);
 
    // dp1[0] = 1 as a base case
    dp1[0] = 1;
 
    // Initialize min_d = k
    min_d = k;
 
    // Iterate from i =k while min_d <= n i.e
    // the step length should not cross n
    for (int i = k; min_d <= n; i++) {
 
        // Fill the dp2 array
        for (int j = min_d; j <= n; j++) {
 
            dp2[j] = dp2[j - i] + dp1[j - i];
            res[j] = res[j] + dp2[j];
        }
        // Assign dp1 as dp2 which would be
        // used in the next iteartion
        dp1 = dp2;
 
        // Make all the elements of dp2 to
        // 0 to be used in next iteration
        for (int j = 0; j <= n; j++) {
 
            dp2[j] = 0;
        }
 
        // Move min_d to the minimum
        // possible next starting point
        // from where the step can be
        // started for next k + 1.
        min_d = min_d + i + 1;
    }
 
    // Print the res[] array.
    for (int i = 1; i <= n; i++) {
 
        cout << res[i] << " ";
    }
}
 
// Driver function
int main()
{
 
    int N = 8, K = 1;
 
    // Function call
    findNumways(N, K);
    return 0;
}

Java

// Java code for the above approach
import java.util.*;
 
public class Main {
// Function to find the number of ways to
// reach the destination i such that each
// step should be divisible by k and next
// step divisible k + 1
static void findNumWays(int n, int k) {
// Initialize min_d which is the
// position of start at each step which
// is at a k
int min_d = k;
int[] dp1 = new int[n + 1];
int[] dp2 = new int[n + 1];
int[] res = new int[n + 1];
  // dp1[0] = 1 as a base case
dp1[0] = 1;
 
// Iterate from i =k while min_d <= n i.e
// the step length should not cross n
for (int i = k; i <= n; i++) {
  for (int j = min_d; j <= n; j++) {
    dp2[j] = dp2[j - i] + dp1[j - i];
    res[j] = res[j] + dp2[j];
  }
  dp1 = dp2;
  dp2 = new int[n + 1];
  min_d = min_d + i + 1;
}
 
// Print the res[] array.
System.out.println(Arrays.toString(Arrays.copyOfRange(res, 1, res.length)));
}
 
// Driver function
public static void main(String[] args) {
int N = 8;
int K = 1;
  // Function call
findNumWays(N, K);
}
}
 
//This code is contributed by shivamsharma215

Python3

# Function to find the number of ways to
# reach the destination i such that each
# step should be divisible by k and next
# step divisible k + 1
def findNumWays(n: int, k: int):
    # Initialize min_d which is the
    # position of start at each step which
    # is at a k
    min_d = k
    dp1 = [0] * (n + 1)
    dp2 = [0] * (n + 1)
    res = [0] * (n + 1)
 
    # dp1[0] = 1 as a base case
    dp1[0] = 1
 
    # Iterate from i =k while min_d <= n i.e
    # the step length should not cross n
    for i in range(k, n + 1, 1):
        for j in range(min_d, n + 1):
            dp2[j] = dp2[j - i] + dp1[j - i]
            res[j] = res[j] + dp2[j]
        dp1 = dp2
        dp2 = [0] * (n + 1)
        min_d = min_d + i + 1
 
    # Print the res[] array.
    print(res[1:])
 
# Driver function
if __name__ == "__main__":
    N = 8
    K = 1
 
    # Function call
    findNumWays(N, K)
 
#This code is contributed by ik_9

C#

// C# code for the above approach
 
using System;
 
public class GFG {
 
    // Function to find the number of ways to reach the
    // destination i such that each step should be divisible
    // by k and next step divisible k + 1
    static void FindNumWays(int n, int k)
    {
        // Initialize min_d which is the position of start
        // at each step which is at a k
        int min_d = k;
        int[] dp1 = new int[n + 1];
        int[] dp2 = new int[n + 1];
        int[] res = new int[n + 1];
        // dp1[0] = 1 as a base case
        dp1[0] = 1;
 
        // Iterate from i =k while min_d <= n i.e the step
        // length should not cross n
        for (int i = k; i <= n; i++) {
            for (int j = min_d; j <= n; j++) {
                dp2[j] = dp2[j - i] + dp1[j - i];
                res[j] = res[j] + dp2[j];
            }
            dp1 = dp2;
            dp2 = new int[n + 1];
            min_d = min_d + i + 1;
        }
 
        // Print the res[] array.
        for (int i = 1; i <= n; i++) {
            Console.Write(res[i] + " ");
        }
    }
 
    static public void Main()
    {
 
        // Code
        int N = 8;
        int K = 1;
        // Function call
        FindNumWays(N, K);
    }
}
 
// This code is contributed by karthik

Javascript

// Function to find the number of ways to
// reach the destination i such that each
// step should be divisible by k and next
// step divisible k + 1
function findNumways(n, k) {
 
    // Initialize min_d which is the
    // position of start at each step which
    // is at a k
    let min_d;
 
    let dp1 = Array(n + 1).fill(0);
    let dp2 = Array(n + 1).fill(0);
    let res = Array(n + 1).fill(0);
 
    // dp1[0] = 1 as a base case
    dp1[0] = 1;
 
    // Initialize min_d = k
    min_d = k;
 
    // Iterate from i =k while min_d <= n i.e
    // the step length should not cross n
    for (let i = k; min_d <= n; i++) {
 
        // Fill the dp2 array
        for (let j = min_d; j <= n; j++) {
 
            dp2[j] = dp2[j - i] + dp1[j - i];
            res[j] = res[j] + dp2[j];
        }
        // Assign dp1 as dp2 which would be
        // used in the next iteartion
        dp1 = dp2.slice();
 
        // Make all the elements of dp2 to
        // 0 to be used in next iteration
        for (let j = 0; j <= n; j++) {
 
            dp2[j] = 0;
        }
 
        // Move min_d to the minimum
        // possible next starting point
        // from where the step can be
        // started for next k + 1.
        min_d = min_d + i + 1;
    }
 
    // Print the res[] array.
    for (let i = 1; i <= n; i++) {
 
        console.log(res[i] + " ");
    }
}
 
// Driver function
function main() {
 
    let N = 8, K = 1;
 
    // Function call
    findNumways(N, K);
}
 
main();
 
//code by ksam24000

Output

1 1 2 2 3 4 5 6

Time Complexity: O(N * K)
Auxiliary Space: O(N)

Related Articles:

Introduction to Dynamic Programming – Data Structures and Algorithm Tutorials

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Count ways to reach each index by taking steps that is multiple of incremented K

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