本文介绍两种链表排序的方法,归并排序和插入排序,时间复杂度和空间复杂度等价于数组排序,
关于数组排序的时空复杂度,参考:数组排序复杂度
leetcode题目:
148. 排序链表
class SortLinkedArray:
"""
148. 排序链表
https://leetcode.cn/problems/sort-list/description/?envType=study-plan-v2&envId=top-100-liked
"""
def solution1(self, head: Optional[ListNode]) -> Optional[ListNode]:
"""
归并排序,自顶向下
时间复杂度:O(nlogn)
空间复杂度:O(n)
:param head:
:return:
"""
return self.sortFunc(head, None)
def sortFunc(self, head: ListNode, tail: Optional[ListNode]) -> ListNode:
"""
排序 [head..tail)
:param head:
:param tail:
:return:
"""
if not head:
return head
# base case
if head.next == tail:
head.next = None
return head
slow, fast = head, head
while fast != tail:
slow = slow.next
fast = fast.next
if fast != tail:
fast = fast.next
mid = slow
return self.merge(self.sortFunc(head, mid), self.sortFunc(mid, tail))
# 合并两个有序链表
def merge(self, head1: ListNode, head2: ListNode) -> ListNode:
dummy = ListNode(0)
p, p1, p2 = dummy, head1, head2
while p1 and p2:
if p1.val < p2.val:
p.next = p1
p1 = p1.next
else:
p.next = p2
p2 = p2.next
p = p.next
if p1:
p.next = p1
else:
p.next = p2
return p.next
def solution2(self, head: Optional[ListNode]) -> Optional[ListNode]:
"""
归并排序,自底向上
时间复杂度:O(nlogn)
空间复杂度:O(1)
:param head:
:return:
"""
if not head:
return head
length = 0
node = head
while node:
length += 1
node = node.next
dummyHead = ListNode(0, head)
subLength = 1
while subLength < length:
prev, cur = dummyHead, dummyHead.next
while cur:
head1 = cur
for i in range(1, subLength):
if cur.next:
cur = cur.next
else:
break
head2 = cur.next
cur.next = None
cur = head2
for i in range(1, subLength):
if cur and cur.next:
cur = cur.next
else:
break
# 下一个待合并的节点头
succ = None
if cur:
succ = cur.next
cur.next = None
merged = self.merge(head1, head2)
prev.next = merged
while prev.next:
prev = prev.next
cur = succ
subLength <<= 1
return dummyHead.next
def solution3(self, head: Optional[ListNode]) -> Optional[ListNode]:
"""
插入排序
时间复杂度:O(n**2)
空间复杂度:O(1)
:param head:
:return:
"""
if not head:
return head
dummy = ListNode(0)
dummy.next = head
# lastSorted 为链表的已排序部分的最后一个节点
lastSorted = head
curr = head.next
while curr:
if lastSorted.val <= curr.val:
lastSorted = lastSorted.next
else:
prev = dummy
while prev.next.val <= curr.val:
prev = prev.next
lastSorted.next = curr.next
curr.next = prev.next
prev.next = curr
curr = lastSorted.next
return dummy.next