Car Fleet II — LeetCode 1776 Python Solution

HardStackArrayMathMonotonic StackHeap (Priority Queue)
Problem
#1776
Reading time
3 min

The problem

There are n cars traveling at different speeds in the same direction along a one-lane road. You are given an array cars of length n, where cars[i] = [positioni, speedi] represents: positioni is the distance between the ith car and the beginning of the road in meters.

Example

Input
cars = [[1,2],[2,1],[4,3],[7,2]]
Output
[1.00000,-1.00000,3.00000,-1.00000]
Explanation
After exactly one second, the first car will collide with the second car, and form a car fleet with speed 1 m/s. After exactly 3 seconds, the third car will collide with the fourth car, and form a car fleet with speed 2 m/s.

Python solution

Python
class Solution:
    def getCollisionTimes(self, cars: List[List[int]]) -> List[float]:
        stk = []
        n = len(cars)
        ans = [-1] * n
        for i in range(n - 1, -1, -1):
            while stk:
                j = stk[-1]
                if cars[i][1] > cars[j][1]:
                    t = (cars[j][0] - cars[i][0]) / (cars[i][1] - cars[j][1])
                    if ans[j] == -1 or t <= ans[j]:
                        ans[i] = t
                        break
                stk.pop()
            stk.append(i)
        return ans

Complexity

MeasureComplexity
TimeO(n log n)
SpaceO(n) auxiliary

Pattern: Heap / Priority Queue

Keep only the best k elements, or always pull the smallest, in log time. LeetCode 1776. Car Fleet II is filed here on both counts: the reference solution below belongs to the algorithm family this hub collects, and LeetCode tags it Heap (Priority Queue).

The heap / priority queue guide has the Python template for the pattern and the 163 LeetCode problems that use it.

Related problems

Frequently asked questions

How hard is LeetCode 1776. Car Fleet II?
LeetCode 1776. Car Fleet II is rated Hard on LeetCode.
What is the time complexity of LeetCode 1776. Car Fleet II?
The Python solution on this page runs in O(n log n).
What is the space complexity of LeetCode 1776. Car Fleet II?
The Python solution on this page uses O(n) auxiliary space.
What topics does LeetCode 1776. Car Fleet II cover?
LeetCode 1776. Car Fleet II is tagged Stack, Array, Math, Monotonic Stack and Heap (Priority Queue) on LeetCode.

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