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from heapq import heappush, heappop | ||
from typing import List, Optional | ||
from unittest import TestCase, main | ||
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class ListNode: | ||
def __init__(self, val=0, next=None): | ||
self.val = val | ||
self.next = next | ||
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class Solution: | ||
def mergeKLists(self, lists: List[Optional[ListNode]]) -> Optional[ListNode]: | ||
return self.solve_priority_queue(lists) | ||
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""" | ||
Runtime: 7 ms (Beats 100.00%) | ||
Time Complexity: O(n * m) | ||
- lists의 길이 k만큼 조회에 O(k) | ||
- 힙의 크기가 최대 k이므로, heappush에 * O(log k) | ||
- heap의 크기는 최대 k이므로, | ||
- heappop하는데 O(k * log k) | ||
- heappush하는데 lists를 이루는 list를 이루는 모든 원소들의 총 갯수를 n이라 하면, O(n * log k) | ||
> O(k * log k) + O(k * log k) + O(n * log k) ~= O(max(k, n) * log k) = O(n * log k) | ||
Memory: 19.44 MB (Beats 58.42%) | ||
Space Complexity: O(k) | ||
> heap의 크기는 lists의 길이 k에 비례하므로, O(k) | ||
""" | ||
def solve_priority_queue(self, lists: List[Optional[ListNode]]) -> Optional[ListNode]: | ||
root = result = ListNode(None) | ||
heap = [] | ||
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for i in range(len(lists)): | ||
if lists[i]: | ||
heappush(heap, (lists[i].val, i, lists[i])) | ||
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while heap: | ||
node = heappop(heap) | ||
_, idx, result.next = node | ||
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result = result.next | ||
if result.next: | ||
heappush(heap, (result.next.val, idx, result.next)) | ||
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return root.next | ||
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class _LeetCodeTestCases(TestCase): | ||
def test_1(self): | ||
self.assertEqual(True, True) | ||
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if __name__ == '__main__': | ||
main() |