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单链表的归并排序,常数空间,O(nlogn).
先来看几个简单的链表排序问题。
88. Merge Sorted Array
Given two sorted integer arrays nums1 and nums2, merge nums2 into nums1 as one sorted array.
Note:
- The number of elements initialized in nums1 and nums2 are m and n respectively.
- You may assume that nums1 has enough space (size that is greater or equal to m + n) to hold additional elements from nums2.
Example:
Input:
nums1 = [1,2,3,0,0,0], m = 3
nums2 = [2,5,6], n = 3
Output: [1,2,2,3,5,6]
对两个排好序的数组进行归并排序,假设nums1足够大,足够容纳两个数组的所有元素。把排序好的元素存入nums1,从后往前填入nums1,不能从前往后,没法操作,会覆盖元素,除非另开辟一个空间。
class
Solution {
public:
void
merge(vector
<
int
>& nums1,
int m, vector
<
int
>& nums2,
int n) {
int ia
= m
-
1, ib
= n
-
1, cur
= m
+ n
-
1;
while (ia
>=
0
&& ib
>=
0)
nums1[cur
--]
= nums1[ia]
>= nums2[ib]
? nums1[ia
--]
: nums2[ib
--];
while (ib
>=
0)
nums1[cur
--]
= nums2[ib
--];
}
};
21. Merge Two Sorted Lists
Merge two sorted linked lists and return it as a new list. The new list should be made by splicing together the nodes of the first two lists.
Example:
Input: 1->2->4, 1->3->4
Output: 1->1->2->3->4->4
归并排序两个链表,链表已排好序,把两个链表拼接到一起。
下面几个比较复杂的题都可以经过灵活的转换,转换为这个问题。
这是最基本的一个函数,但是可以应对很多其他应用场景。
class
Solution {
public:
ListNode
*
mergeTwoLists(ListNode
* l1, ListNode
* l2) {
if (l1
==
nullptr)
return l2;
if (l2
==
nullptr)
return l1;
ListNode
dummy(
-
1);
ListNode
*p
=
&dummy;
while (l1
&&l2) {
if (l1->
val
>= l2->
val) {
p->
next
= l2;
l2
= l2->
next;
}
else {
p->
next
= l1;
l1
= l1->
next;
}
p
= p->
next;
}
//指向剩余的部分
p->
next
= l1
? l1
: l2;
return dummy.
next;
}
};
23. Merge k Sorted Lists
Merge k sorted linked lists and return it as one sorted list. Analyze and describe its complexity.
Example:
Input:
[
1->4->5,
1->3->4,
2->6
]
Output: 1->1->2->3->4->4->5->6
对k个链表归并排序,转化为两两归并的问题。
class
Solution {
public:
ListNode
*
mergeKLists(vector
<ListNode
*>& lists) {
if (lists.
size()
==
0)
return
nullptr;
ListNode
*p
= lists[
0];
//从上到下滚雪球
for (
int i
=
1; i
!= lists.
size();
++i)
p
=
mergeTwoLists(p, lists[i]);
return p;
}
ListNode
*
mergeTwoLists(ListNode
*l1, ListNode
*l2) {
ListNode
dummy(
-
1);
ListNode
*p
=
&dummy;
while (l1
&&l2) {
if (l1->
val
>= l2->
val) {
p->
next
= l2;
l2
= l2->
next;
}
else {
p->
next
= l1;
l1
= l1->
next;
}
p
= p->
next;
}
p->
next
= l1
? l1
: l2;
return dummy.
next;
}
};
148. Sort List
Sort a linked list in O(n log n) time using constant space complexity.
Example 1:
Input: 4->2->1->3
Output: 1->2->3->4
Example 2:
Input: -1->5->3->4->0
Output: -1->0->3->4->5
归并排序单链表,最关键的两点:对折链表,然后merge这断开的两端链表。
class
Solution {
public:
ListNode
*
sortList(ListNode
* head) {
if (head
==
nullptr
|| head->
next
==
nullptr)
return head;
ListNode
*fast
= head;
ListNode
*slow
= head;
while (fast->
next
&&fast->
next->
next) {
fast
= fast->
next->
next;
slow
= slow->
next;
}
//ListNode*leftend = slow;
ListNode
*l2begin
= slow->
next;
slow->
next
=
nullptr;
ListNode
*l1
=
sortList(head);
ListNode
*l2
=
sortList(l2begin);
return
mergeTwoList(l1, l2);
}
ListNode
*
mergeTwoList(ListNode
*l1, ListNode
*l2) {
ListNode
dummy(
-
1);
ListNode
*p
=
&dummy;
while (l1
&&l2) {
if (l1->
val
>= l2->
val) {
p->
next
= l2;
l2
= l2->
next;
}
else {
p->
next
= l1;
l1
= l1->
next;
}
p
= p->
next;
}
p->
next
= l1
? l1
: l2;
return dummy.
next;
}
};
桶排序的链表实现形式也可以结合链表归并排序:
我这个实现形式是把数据装入到桶里面,一个桶即是一个有序链表,每个桶的大小(链表长度)不超过100,桶的个数为a.size()/100,当然除以200,500都是可以的,经过我的测试(数据规模为50000),发现100和200的时候最佳.数据装入桶的时候要保证有序插入,最后把这些有序链表merge一下就可以了:
//桶排序
//struct ListNode {
// int val;
// ListNode *next;
// ListNode() : val(-1), next(NULL) {}
// ListNode(int x) : val(x), next(nullptr) {}
// ListNode(int x, ListNode *p) : val(x), next(p) {}
//};
//插入链表,保证有序
ListNode
*
insert(ListNode
*head,
int _val) {
ListNode
dummy(
-
1);
dummy.
next
= head;
ListNode
*newNode
=
new
ListNode(_val);
ListNode
*pre
=
&dummy;
ListNode
*cur
= head;
while (cur
&&_val
>= cur->
val) {
pre
= cur;
cur
= cur->
next;
}
newNode->
next
= cur;
pre->
next
= newNode;
return dummy.
next;
}
ListNode
*
mergeTwoLists(ListNode
* l1, ListNode
* l2) {
if (l1
==
nullptr)
return l2;
if (l2
==
nullptr)
return l1;
ListNode
dummy(
-
1);
ListNode
*p
=
&dummy;
while (l1
&&l2) {
if (l1->
val
>= l2->
val) {
p->
next
= l2;
l2
= l2->
next;
}
else {
p->
next
= l1;
l1
= l1->
next;
}
p
= p->
next;
}
//指向剩余的部分
p->
next
= l1
? l1
: l2;
return dummy.
next;
}
void
bucketSort(vector
<
int
>&a) {
int BUCKET_NUM
=
1
+a.
size()
/
100;
//初始化BUCKET_NUM个桶,
vector
<ListNode
*>buckets;
ListNode
*p
=
new ListNode[BUCKET_NUM];
for (
int i
=
0; i
!= BUCKET_NUM;
++i)
buckets.
push_back(
&p[i]);
for (
int i
=
0; i
!= a.
size();
++i) {
int index
= a[i]
/
100;
ListNode
*head
= buckets[index];
buckets[index]
=
insert(head, a[i]);
}
//删除表头-1的节点
for (
int i
=
0; i
!= BUCKET_NUM;
++i) {
buckets[i]
= buckets[i]->
next;
}
ListNode
*merge
= buckets[
0];
for (
int i
=
1; i
!= BUCKET_NUM;
++i) {
merge
=
mergeTwoLists(merge, buckets[i]);
}
for (
int i
=
0; i
!= a.
size();
++i) {
a[i]
= merge->
val;
merge
= merge->
next;
}
}
其他排序方法参考我的另一篇博客:排序算法总结