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c++ - 快速排序线性时间?

转载 作者:行者123 更新时间:2023-12-03 13:32:26 26 4
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我正在对quicksort(来自c++ STL的qsort)算法进行分析,代码为:

#include <iostream>
#include <fstream>
#include <ctime>
#include <bits/stdc++.h>
#include <cstdlib>
#include <iomanip>

#define MIN_ARRAY 256000
#define MAX_ARRAY 1000000000
#define MAX_RUNS 100

using namespace std;

int* random_array(int size) {
int* array = new int[size];

for (int c = 0; c < size; c++) {
array[c] = rand()*rand() % 1000000;
}

return array;
}

int compare(const void* a, const void* b) {
return (*(int*)a - *(int*)b);
}

int main()
{
ofstream fout;
fout.open("data.csv");
fout << "array size,";
srand(time(NULL));
int size;
int counter = 1;

std::clock_t start;
double duration;

for (size = MIN_ARRAY; size < MAX_ARRAY; size *= 2) {
fout << size << ",";
}
fout << "\n";

for (counter = 1; counter <= MAX_RUNS; counter++) {
fout << "run " << counter << ",";
for (size = MIN_ARRAY; size < MAX_ARRAY; size *= 2) {
try {
int* arr = random_array(size);

start = std::clock();
qsort(arr, size, sizeof(int), compare);
duration = (std::clock() - start) / (double)CLOCKS_PER_SEC;

//cout << "size: " << size << " duration: " << duration << '\n';
fout << setprecision(15) << duration << ",";

delete[] arr;
}
catch (bad_alloc) {
cout << "bad alloc caught, size: " << size << "\n";
fout << "bad alloc,";
}

}
fout << "\n";
cout << counter << "% done\n";
}

fout.close();
return 0;
}
当我运行它时,数据完全线性地返回:
data
这到底是怎么回事?快速排序不是 O(nlogn) 吗?
这是使用的数组大小以及所有 100 次运行的每个大小的平均时间(以秒为单位):
arraysize,256000,512000,1024000,2048000,4096000,8192000,16384000,32768000,65536000,131072000,262144000,524288000
average,0.034,0.066,0.132,0.266,0.534,1.048,2.047,4.023,7.951,15.833,31.442

最佳答案

平均而言,确实是 O(N log N)。
只是 f(N) = N log(N) 的图形看起来非常线性。
绘制它并亲自查看,或引用下面的一个。这个平均时间使算法如此聪明:
enter image description here

关于c++ - 快速排序线性时间?,我们在Stack Overflow上找到一个类似的问题: https://stackoverflow.com/questions/66660409/

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