Medium
Minimum Number of Seconds to Make Mountain Height Zero — Python
Full explanation · Time O(nlogr) · Space O(1)
# Time: O(nlogr), r = min(workerTimes) * (mountainHeight + 1) * mountainHeight / 2
# Space: O(1)
# binary search, quadratic equation
class Solution(object):
def minNumberOfSeconds(self, mountainHeight, workerTimes):
"""
:type mountainHeight: int
:type workerTimes: List[int]
:rtype: int
"""
def binary_search(left, right, check):
while left <= right:
mid = left + (right-left)//2
if check(mid):
right = mid-1
else:
left = mid+1
return left
def check(target):
# t * (1 + 2 + 3 + ... + x) <= target
# t * (x+1)*x/2 <= target
# x^2+x-2*target/t <= 0
# x <= (-1+(1+8*target/t)**0.5)/2
return sum(int((-1+(1+8*target/t)**0.5)/2) for t in workerTimes) >= mountainHeight
mn = min(workerTimes)
left, right = mn, mn*(mountainHeight+1)*mountainHeight//2
return binary_search(left, right, check)
# Time: O(hlogn)
# Space: O(n)
import heapq
# heap
class Solution2(object):
def minNumberOfSeconds(self, mountainHeight, workerTimes):
"""
:type mountainHeight: int
:type workerTimes: List[int]
:rtype: int
"""
min_heap = [(0+1*t, i, 1) for i, t in enumerate(workerTimes)]
heapq.heapify(min_heap)
for _ in xrange(mountainHeight):
result, i, x = heapq.heappop(min_heap)
heapq.heappush(min_heap, (result+(x+1)*workerTimes[i], i, x+1))
return result