将k个有序链表合并成一个有序链表
这里以从小到大排序为例,
时间复杂度为O(nlgk)。
特点:利用最小堆来完成k路归并
思路:取每个列表中的第一个元素,并将其放在最小堆中。与每个元素一起,必须跟踪从哪个列表中获取它。当合并时,从堆中取最小的元素,然后从它的来源列表中插入另一个元素(除非列表为空,为空时最小堆减少)。继续执行,直到清空堆。
辅助类:1⃣️ KeyValuePair
跟踪是哪个链表
class KeyValuePair {
public:int key;int value;
public:KeyValuePair();KeyValuePair(int key,int value);
};
KeyValuePair::KeyValuePair(){}
KeyValuePair::KeyValuePair(int key,int value):key(key),value(value){};
2⃣️MinimumHeapTemplate
模版类最小堆的构建
里面所含的头文件代码:堆排序
#include "heap_sort.h"
#include <iostream>
using namespace std;
template <typename T>
void min_heapify(vector<T>& array,int heap_size,int parent_index)
{int smallest = parent_index;int l = left(parent_index);int r = right(parent_index);if(l<heap_size && array[l].key<array[smallest].key)smallest = l;if(r<heap_size && array[r].key<array[smallest].key)smallest = r;if(parent_index != smallest){T temp = array[smallest];array[smallest] = array[parent_index];array[parent_index] = temp;min_heapify(array,heap_size,smallest);}
}template <typename T>
void build_min_heap(vector<T>& array,int length)
{for(int i= length/2;i>=0;i--){min_heapify(array,length,i);}
}
最终合并实现
#include "MinimumHeapTemplate.h"
#include "KeyValuePair.h"
#include <vector>
#include <stdexcept>using namespace std;
void merge_ordered_arrays(int **array,int row,int column,int *out_array);void merge_ordered_arrays(int **array,int row,int column,int *out_array){vector<KeyValuePair> heap_sort_array(row);int *count_array = new int [row];int heap_size = row;for (int i = 0; i < row; ++i) {count_array[i] = 1;}for (int i = 0; i < row; ++i) {heap_sort_array[i].key = array[i][0];heap_sort_array[i].value = i;}build_min_heap(heap_sort_array,row);int index = 0;while (heap_size>0){KeyValuePair top = heap_sort_array[0];out_array[index] = top.key;index++;if(count_array[top.value]<column){heap_sort_array[0].key = array[top.value][count_array[top.value]];heap_sort_array[0].value = top.value;count_array[top.value]++;min_heapify(heap_sort_array,heap_size,0);}else{heap_size--;heap_sort_array[0] = heap_sort_array[heap_size];min_heapify(heap_sort_array,heap_size,0);}}delete [] count_array;
}