Maximum Number of Jumps to Reach the Last Index — LeetCode 2770 Python Solution

MediumArrayDynamic Programming
Problem
#2770
Reading time
3 min

The problem

You are given a 0-indexed array nums of n integers and an integer target. You are initially positioned at index 0.

Example

Input
nums = [1,3,6,4,1,2], target = 2
Output
3
Explanation
To go from index 0 to index n - 1 with the maximum number of jumps, you can perform the following jumping sequence:

Python solution

Python
class Solution:
    def maximumJumps(self, nums: List[int], target: int) -> int:
        @cache
        def dfs(i: int) -> int:
            if i == n - 1:
                return 0
            ans = -inf
            for j in range(i + 1, n):
                if abs(nums[i] - nums[j]) <= target:
                    ans = max(ans, 1 + dfs(j))
            return ans

        n = len(nums)
        ans = dfs(0)
        return -1 if ans < 0 else ans

Complexity

MeasureComplexity
TimeO(n^2)
SpaceO(n) auxiliary

Pattern: Dynamic Programming

Define a state, write the transition, and stop recomputing the same subproblem. LeetCode 2770. Maximum Number of Jumps to Reach the Last Index is filed here on both counts: the reference solution below belongs to the algorithm family this hub collects, and LeetCode tags it Dynamic Programming.

The dynamic programming guide has the Python template for the pattern and the 481 LeetCode problems that use it.

Related problems

Frequently asked questions

How hard is LeetCode 2770. Maximum Number of Jumps to Reach the Last Index?
LeetCode 2770. Maximum Number of Jumps to Reach the Last Index is rated Medium on LeetCode.
What is the time complexity of LeetCode 2770. Maximum Number of Jumps to Reach the Last Index?
The Python solution on this page runs in O(n^2).
What is the space complexity of LeetCode 2770. Maximum Number of Jumps to Reach the Last Index?
The Python solution on this page uses O(n) auxiliary space.
What topics does LeetCode 2770. Maximum Number of Jumps to Reach the Last Index cover?
LeetCode 2770. Maximum Number of Jumps to Reach the Last Index is tagged Array and Dynamic Programming on LeetCode.

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