Frog Jump — LeetCode 403 Python Solution

HardArrayDynamic Programming
Problem
#403
Reading time
3 min

The problem

A frog is crossing a river. The river is divided into some number of units, and at each unit, there may or may not exist a stone.

Example

Input
stones = [0,1,3,5,6,8,12,17]
Output
true
Explanation
The frog can jump to the last stone by jumping 1 unit to the 2nd stone, then 2 units to the 3rd stone, then 2 units to the 4th stone, then 3 units to the 6th stone, 4 units to the 7th stone, and 5 units to the 8th stone.

Python solution

Python
class Solution:
    def canCross(self, stones: List[int]) -> bool:
        @cache
        def dfs(i, k):
            if i == n - 1:
                return True
            for j in range(k - 1, k + 2):
                if j > 0 and stones[i] + j in pos and dfs(pos[stones[i] + j], j):
                    return True
            return False

        n = len(stones)
        pos = {s: i for i, s in enumerate(stones)}
        return dfs(0, 0)

Complexity

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

Pattern: Dynamic Programming

Define a state, write the transition, and stop recomputing the same subproblem. LeetCode 403. Frog Jump 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 403. Frog Jump?
LeetCode 403. Frog Jump is rated Hard on LeetCode.
What is the time complexity of LeetCode 403. Frog Jump?
The Python solution on this page runs in O(n^2).
What is the space complexity of LeetCode 403. Frog Jump?
The Python solution on this page uses O(n^2) auxiliary space.
What topics does LeetCode 403. Frog Jump cover?
LeetCode 403. Frog Jump is tagged Array and Dynamic Programming on LeetCode.

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