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Find Number of Ways to Reach the K-th Stair

Difficulty: Hard


Problem Description

You are given a non-negative integer k. There exists a staircase with an infinite number of stairs, with the lowest stair numbered 0. Alice has an integer jump, with an initial value of 0. She starts on stair 1 and wants to reach stair k using any number of operations. If she is on stair i, in one operation she can:

  • Go down to stair i - 1. This operation cannot be used consecutively or on stair 0.
  • Go up to stair i + 2^jump. And then, jump becomes jump + 1.

Return the total number of ways Alice can reach stair k. Note that it is possible that Alice reaches stair k, and performs some operations to reach stair k again.


Key Insights

  • Alice can either go down one stair or jump up by increasing powers of two.
  • The jumps increase exponentially, which can lead to reaching higher stairs quickly.
  • The key challenge is to account for both upward and downward movements while ensuring that downward moves do not occur consecutively.

Space and Time Complexity

Time Complexity: O(log k)
Space Complexity: O(1)


Solution

To solve this problem, we can use a combinatorial approach to count the ways to reach stair k. The upward jumps increase exponentially, which means we can reach stair k using a combination of jumps and downward moves. We can represent the stair reaching process as a tree, where each node represents a stair and branches represent possible operations.

  1. Each jump to stair i + 2^jump can be represented as increasing the jump count, which allows us to reach further stairs.
  2. We can use a recursive approach or memoization to store previously computed results to avoid recalculating the number of ways to reach a given stair.
  3. Special care must be taken to ensure that downward moves are not repeated consecutively.

Code Solutions

def findWays(k):
    # Base case for when k is 0
    if k == 0:
        return 2  # Two ways: stay at 1 or go down to 0 and come back
    
    # Initialize the number of ways to reach each stair
    ways = [0] * (k + 1)
    
    # There's one way to stay on stair 1
    ways[1] = 1
    
    # Calculate ways for each stair up to k
    for i in range(2, k + 1):
        # Count ways by jumping up and going down
        ways[i] = ways[i - 1] + (ways[i - (1 << (i - 1))] if i - (1 << (i - 1)) >= 1 else 0)
    
    return ways[k]

# Example usage
print(findWays(0))  # Output: 2
print(findWays(1))  # Output: 4
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