前 K 个高频元素
本题主要使用 Go 的 heap.Interface 接口来实现一个小顶堆来并解答 TopK 问题，问题链接：
347. 前 K 个高频元素 – 力扣（LeetCode） (leetcode-cn.com)
包 heap 为所有实现了 heap.Interface 的类型提供堆操作
因此要实现 heap.Interface 接口，需要实现上面 5 个方法
—- 我是分割线 —-
一个堆即是一棵树， 这棵树的每个节点的值都比它的子节点的值要小（ 小顶堆 ）， 而整棵树最小的值位于树根（root）， 也即是索引 0 的位置上。
堆是实现优先队列的一种常见方法。 为了构建优先队列， 用户在实现堆接口时， 需要让 Less() 方法返回逆序的结果， 这样就可以在使用 Push 添加元素的同时， 通过 Pop 移除队列中优先级最高的元素了。 具体的实现请看接下来展示的优先队列例子。
package stackqueue
import (
"container/heap"
)
// Item 是优先队列中包含的元素。
type Item struct {
value int // 元素的值，可以是任意字符串。
priority int // 元素在队列中的优先级。
// 元素的索引可以用于更新操作，它由 heap.Interface 定义的方法维护。
index int // 元素在堆中的索引。
}
// PriorityQueue 一个实现了 heap.Interface 接口的优先队列，队列中包含任意多个 Item 结构的指针。
type PriorityQueue []*Item
func (pq PriorityQueue) Len() int { return len(pq) }
func (pq PriorityQueue) Less(i, j int) bool {
// 我们希望 Pop 返回的是最小值而不是最大值，
// 因此这里使用小于号进行对比。
return pq[i].priority < pq[j].priority
}
func (pq PriorityQueue) Swap(i, j int) {
pq[i], pq[j] = pq[j], pq[i]
pq[i].index = i
pq[j].index = j
}
func (pq *PriorityQueue) Push(x interface{}) {
n := len(*pq)
item := x.(*Item)
item.index = n
*pq = append(*pq, item)
}
func (pq *PriorityQueue) Pop() interface{} {
old := *pq
n := len(old)
item := old[n-1]
item.index = -1 // 为了安全性考虑而做的设置
*pq = old[0 : n-1]
return item
}
// 更新函数会修改队列中指定元素的优先级以及值。
func (pq *PriorityQueue) update(item *Item, value int, priority int) {
item.value = value
item.priority = priority
heap.Fix(pq, item.index)
}
func topKFrequent(nums []int, k int) []int {
frequency := make(map[int]int)
for _, n := range nums {
frequency[n]++
}
pq := make(PriorityQueue, 0)
heap.Init(&pq)
for key, val := range frequency {
heap.Push(&pq, &Item{value: key, priority: val})
if pq.Len() > k {
heap.Pop(&pq)
}
}
res := make([]int, 0)
for pq.Len() > 0 {
res = append(res, heap.Pop(&pq).(*Item).value)
}
return res
}
Go 中实现接口时，Receiver 可以是类型本身（虽说slice本身类似指针），也可以是类型的指针
下面这种写法亦可（update 不是 heap.Interface 需要实现）：
package stackqueue
import (
"container/heap"
)
// Item 是优先队列中包含的元素。
type Item struct {
value int // 元素的值，可以是任意字符串。
priority int // 元素在队列中的优先级。
// 元素的索引可以用于更新操作，它由 heap.Interface 定义的方法维护。
index int // 元素在堆中的索引。
}
// PriorityQueue 一个实现了 heap.Interface 接口的优先队列，队列中包含任意多个 Item 结构。
type PriorityQueue []*Item
func (pq *PriorityQueue) Len() int { return len(*pq) }
func (pq *PriorityQueue) Less(i, j int) bool {
// 我们希望 Pop 返回的是最小值而不是最大值，
// 因此这里使用小于号进行对比。
return (*pq)[i].priority < (*pq)[j].priority
}
func (pq *PriorityQueue) Swap(i, j int) {
(*pq)[i], (*pq)[j] = (*pq)[j], (*pq)[i]
(*pq)[i].index = i
(*pq)[j].index = j
}
func (pq *PriorityQueue) Push(x interface{}) {
n := len(*pq)
item := x.(*Item)
item.index = n
*pq = append(*pq, item)
}
func (pq *PriorityQueue) Pop() interface{} {
old := *pq
n := len(old)
item := old[n-1]
item.index = -1 // 为了安全性考虑而做的设置
*pq = old[0 : n-1]
return item
}
func topKFrequent(nums []int, k int) []int {
frequency := make(map[int]int)
for _, n := range nums {
frequency[n]++
}
pq := make(PriorityQueue, 0)
heap.Init(&pq)
for key, val := range frequency {
heap.Push(&pq, &Item{value: key, priority: val})
if pq.Len() > k {
heap.Pop(&pq)
}
}
res := make([]int, 0)
for pq.Len() > 0 {
res = append(res, heap.Pop(&pq).(*Item).value)
}
return res
}
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I do not know whether it’s just me or if perhaps everybody else encountering issues with your website. It appears as though some of the text in your content are running off the screen. Can somebody else please provide feedback and let me know if this is happening to them as well? This may be a problem with my browser because I’ve had this happen before. Kudos
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At this time it sounds like BlogEngine is the preferred blogging platform out there right now. (from what I’ve read) Is that what you’re using on your blog?
Wow that was unusual. I just wrote an really long comment but after I clicked submit my comment didn’t show up. Grrrr… well I’m not writing all that over again. Regardless, just wanted to say excellent blog!
Currently it looks like BlogEngine is the best blogging platform available right now. (from what I’ve read) Is that what you are using on your blog?
Right now it appears like Movable Type is the preferred blogging platform available right now. (from what I’ve read) Is that what you’re using on your blog?
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Hey I know this is off topic but I was wondering if you knew of any widgets I could add to my blog that automatically tweet my newest twitter updates. I’ve been looking for a plug-in like this for quite some time and was hoping maybe you would have some experience with something like this. Please let me know if you run into anything. I truly enjoy reading your blog and I look forward to your new updates.
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Hey I know this is off topic but I was wondering if you knew of any widgets I could add to my blog that automatically tweet my newest twitter updates. I’ve been looking for a plug-in like this for quite some time and was hoping maybe you would have some experience with something like this. Please let me know if you run into anything. I truly enjoy reading your blog and I look forward to your new updates.
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Wow that was odd. I just wrote an incredibly long comment but after I clicked submit my comment didn’t show up. Grrrr… well I’m not writing all that over again. Anyways, just wanted to say superb blog!
Wow that was odd. I just wrote an really long comment but after I clicked submit my comment didn’t appear. Grrrr… well I’m not writing all that over again. Regardless, just wanted to say superb blog!
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Wow that was odd. I just wrote an very long comment but after I clicked submit my comment didn’t appear. Grrrr… well I’m not writing all that over again. Anyway, just wanted to say great blog!
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Can I simply just say what a comfort to find an individual who really knows what they’re discussing over the internet. You actually realize how to bring a problem to light and make it important. More people need to look at this and understand this side of your story. I was surprised that you aren’t more popular because you surely possess the gift.
May I simply say what a comfort to uncover somebody that really understands what they are discussing on the web. You certainly realize how to bring an issue to light and make it important. More people need to look at this and understand this side of the story. I can’t believe you aren’t more popular since you surely possess the gift.
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Hey I know this is off topic but I was wondering if you knew of any widgets I could add to my blog that automatically tweet my newest twitter updates. I’ve been looking for a plug-in like this for quite some time and was hoping maybe you would have some experience with something like this. Please let me know if you run into anything. I truly enjoy reading your blog and I look forward to your new updates.
Wow that was odd. I just wrote an really long comment but after I clicked submit my comment didn’t appear. Grrrr… well I’m not writing all that over again. Anyways, just wanted to say excellent blog!
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Hey I know this is off topic but I was wondering if you knew of any widgets I could add to my blog that automatically tweet my newest twitter updates. I’ve been looking for a plug-in like this for quite some time and was hoping maybe you would have some experience with something like this. Please let me know if you run into anything. I truly enjoy reading your blog and I look forward to your new updates.
Hey I know this is off topic but I was wondering if you knew of any widgets I could add to my blog that automatically tweet my newest twitter updates. I’ve been looking for a plug-in like this for quite some time and was hoping maybe you would have some experience with something like this. Please let me know if you run into anything. I truly enjoy reading your blog and I look forward to your new updates.
Hey I know this is off topic but I was wondering if you knew of any widgets I could add to my blog that automatically tweet my newest twitter updates. I’ve been looking for a plug-in like this for quite some time and was hoping maybe you would have some experience with something like this. Please let me know if you run into anything. I truly enjoy reading your blog and I look forward to your new updates.
Aw, this was an incredibly good post. Spending some time and actual effort to create a top notch article… but what can I say… I hesitate a lot and never seem to get nearly anything done.
Right now it sounds like BlogEngine is the preferred blogging platform out there right now. (from what I’ve read) Is that what you’re using on your blog?
Wow that was unusual. I just wrote an incredibly long comment but after I clicked submit my comment didn’t show up. Grrrr… well I’m not writing all that over again. Regardless, just wanted to say excellent blog!
Wow that was odd. I just wrote an extremely long comment but after I clicked submit my comment didn’t show up. Grrrr… well I’m not writing all that over again. Anyway, just wanted to say fantastic blog!
Wow that was strange. I just wrote an very long comment but after I clicked submit my comment didn’t appear. Grrrr… well I’m not writing all that over again. Regardless, just wanted to say great blog!
Wow that was odd. I just wrote an incredibly long comment but after I clicked submit my comment didn’t appear. Grrrr… well I’m not writing all that over again. Anyway, just wanted to say excellent blog!
Right now it seems like Expression Engine is the top blogging platform out there right now. (from what I’ve read) Is that what you’re using on your blog?
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Hey I know this is off topic but I was wondering if you knew of any widgets I could add to my blog that automatically tweet my newest twitter updates. I’ve been looking for a plug-in like this for quite some time and was hoping maybe you would have some experience with something like this. Please let me know if you run into anything. I truly enjoy reading your blog and I look forward to your new updates.
Right now it seems like Movable Type is the best blogging platform available right now. (from what I’ve read) Is that what you are using on your blog?