Gas Station

  08 Jun 2019

By Wen Xu

leetcode algorithm greedy

There are N gas stations along a circular route, where the amount of gas at station i is gas[i].

You have a car with an unlimited gas tank and it costs cost[i] of gas to travel from station i to its next station (i+1). You begin the journey with an empty tank at one of the gas stations.

Return the starting gas station’s index if you can travel around the circuit once in the clockwise direction, otherwise return -1.

Note:

If there exists a solution, it is guaranteed to be unique. Both input arrays are non-empty and have the same length. Each element in the input arrays is a non-negative integer. Example 1:

Input: gas = [1,2,3,4,5] cost = [3,4,5,1,2]

Output: 3

Explanation: Start at station 3 (index 3) and fill up with 4 unit of gas. Your tank = 0 + 4 = 4 Travel to station 4. Your tank = 4 - 1 + 5 = 8 Travel to station 0. Your tank = 8 - 2 + 1 = 7 Travel to station 1. Your tank = 7 - 3 + 2 = 6 Travel to station 2. Your tank = 6 - 4 + 3 = 5 Travel to station 3. The cost is 5. Your gas is just enough to travel back to station 3. Therefore, return 3 as the starting index. Example 2:

Input: gas = [2,3,4] cost = [3,4,3]

Output: -1

Explanation: You can’t start at station 0 or 1, as there is not enough gas to travel to the next station. Let’s start at station 2 and fill up with 4 unit of gas. Your tank = 0 + 4 = 4 Travel to station 0. Your tank = 4 - 3 + 2 = 3 Travel to station 1. Your tank = 3 - 3 + 3 = 3 You cannot travel back to station 2, as it requires 4 unit of gas but you only have 3. Therefore, you can’t travel around the circuit once no matter where you start.

Solution

  1. Notice if we start from index i we have gas[i] - cost[i]. If gas[i] - cost[i] < 0, we would immediately stop and move to the next position
  2. If gas[i] - cost[i] > 0, we travel to i + 1, gas[i] - cost[i] + gas[i + 1] - cost[i + 1]
  3. If at index j we have gas[i] - cost[i] + gas[i + 1] - cost[i + 1] … + gas[j] - cost[j] < 0. We stop. Could we start from index i + 1? The answer is no, since gas[i] - cost[i] >= 0, that would mean gas[i+1] - cost[i+1] +…+gas[j] - cost[j] < 0. Same is true for position i + 2,…, j. So we can safetly skip positions i + 1, …, j and start from position j + 1

Below is my python implementation

class Solution:
    def canCompleteCircuit(self, gas: List[int], cost: List[int]) -> int:
        n = len(gas)
        i = 0
        while i < n:
            tot = 0
            for j in range(n):
                k = (i + j) % n
                tot += gas[k] - cost[k]
                if tot < 0:
                    i = i + j + 1
                    break #we failed at position j
                
            else: #no break, we finished a cycle
                return i
        return -1
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