问题:
Here is a piece of C++ code that shows some very peculiar behavior. 这是一段C ++代码,显示了一些非常特殊的行为。 For some strange reason, sorting the data miraculously makes the code almost six times faster: 出于某些奇怪的原因,奇迹般地对数据进行排序使代码快了将近六倍:
#include <algorithm>
#include <ctime>
#include <iostream>
int main()
{
// Generate data
const unsigned arraySize = 32768;
int data[arraySize];
for (unsigned c = 0; c < arraySize; ++c)
data[c] = std::rand() % 256;
// !!! With this, the next loop runs faster.
std::sort(data, data + arraySize);
// Test
clock_t start = clock();
long long sum = 0;
for (unsigned i = 0; i < 100000; ++i)
{
// Primary loop
for (unsigned c = 0; c < arraySize; ++c)
{
if (data[c] >= 128)
sum += data[c];
}
}
double elapsedTime = static_cast<double>(clock() - start) / CLOCKS_PER_SEC;
std::cout << elapsedTime << std::endl;
std::cout << "sum = " << sum << std::endl;
}
- Without
std::sort(data, data + arraySize);
没有std::sort(data, data + arraySize);
, the code runs in 11.54 seconds. ,代码将在11.54秒内运行。 - With the sorted data, the code runs in 1.93 seconds. 使用排序的数据,代码将在1.93秒内运行。
Initially, I thought this might be just a language or compiler anomaly, so I tried Java: 最初,我认为这可能只是语言或编译器异常,所以我尝试了Java:
import java.util.Arrays;
import java.util.Random;
public class Main
{
public static void main(String[] args)
{
// Generate data
int arraySize = 32768;
int data[] = new int[arraySize];
Random rnd = new Random(0);
for (int c = 0; c < arraySize; ++c)
data[c] = rnd.nextInt() % 256;
// !!! With this, the next loop runs faster
Arrays.sort(data);
// Test
long start = System.nanoTime();
long sum = 0;
for (int i = 0; i < 100000; ++i)
{
// Primary loop
for (int c = 0; c < arraySize; ++c)
{
if (data[c] >= 128)
sum += data[c];
}
}
System.out.println((System.nanoTime() - start) / 1000000000.0);
System.out.println("sum = " + sum);
}
}
With a similar but less extreme result. 具有相似但不太极端的结果。
My first thought was that sorting brings the data into the cache, but then I thought how silly that was because the array was just generated. 我首先想到的是排序将数据带入缓存,但是后来我想到这样做是多么愚蠢,因为刚刚生成了数组。
- What is going on? 到底是怎么回事?
- Why is processing a sorted array faster than processing an unsorted array? 为什么处理排序数组要比处理未排序数组快?
The code is summing up some independent terms, so the order should not matter. 该代码总结了一些独立的术语,因此顺序无关紧要。
解决方案:
参考一: https://stackoom.com/question/l6rh/为什么处理排序数组要比处理未排序数组快参考二: https://oldbug.net/q/l6rh/Why-is-processing-a-sorted-array-faster-than-processing-an-unsorted-array
来源:oschina
链接:https://my.oschina.net/u/4428122/blog/4443874