You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
65 lines
1.3 KiB
65 lines
1.3 KiB
7 months ago
|
=begin
|
||
|
File: top_k.rb
|
||
|
Created Time: 2024-04-19
|
||
|
Author: Blue Bean (lonnnnnnner@gmail.com)
|
||
|
=end
|
||
|
|
||
|
require_relative "./my_heap"
|
||
|
|
||
|
### 元素入堆 ###
|
||
|
def push_min_heap(heap, val)
|
||
|
# 元素取反
|
||
|
heap.push(-val)
|
||
|
end
|
||
|
|
||
|
### 元素出堆 ###
|
||
|
def pop_min_heap(heap)
|
||
|
# 元素取反
|
||
|
-heap.pop
|
||
|
end
|
||
|
|
||
|
### 访问堆顶元素 ###
|
||
|
def peek_min_heap(heap)
|
||
|
# 元素取反
|
||
|
-heap.peek
|
||
|
end
|
||
|
|
||
|
### 取出堆中元素 ###
|
||
|
def get_min_heap(heap)
|
||
|
# 将堆中所有元素取反
|
||
|
heap.max_heap.map { |x| -x }
|
||
|
end
|
||
|
|
||
|
### 基于堆查找数组中最大的 k 个元素 ###
|
||
|
def top_k_heap(nums, k)
|
||
|
# 初始化小顶堆
|
||
|
# 请注意:我们将堆中所有元素取反,从而用大顶堆来模拟小顶堆
|
||
|
max_heap = MaxHeap.new([])
|
||
|
|
||
|
# 将数组的前 k 个元素入堆
|
||
|
for i in 0...k
|
||
|
push_min_heap(max_heap, nums[i])
|
||
|
end
|
||
|
|
||
|
# 从第 k+1 个元素开始,保持堆的长度为 k
|
||
|
for i in k...nums.length
|
||
|
# 若当前元素大于堆顶元素,则将堆顶元素出堆、当前元素入堆
|
||
|
if nums[i] > peek_min_heap(max_heap)
|
||
|
pop_min_heap(max_heap)
|
||
|
push_min_heap(max_heap, nums[i])
|
||
|
end
|
||
|
end
|
||
|
|
||
|
get_min_heap(max_heap)
|
||
|
end
|
||
|
|
||
|
### Driver Code ###
|
||
|
if __FILE__ == $0
|
||
|
nums = [1, 7, 6, 3, 2]
|
||
|
k = 3
|
||
|
|
||
|
res = top_k_heap(nums, k)
|
||
|
puts "最大的 #{k} 个元素为"
|
||
|
print_heap(res)
|
||
|
end
|