并行流就是把一个内容分成多个数据块,并用不同的线程分别处理每个数据块的流。穿行流则相反,并行流的底层其实就是ForkJoin框架的一个实现。

那么先了解一下ForkJoin框架吧。

Fork/Join框架:在必要的情况下,将一个大任务,进行拆分(fork) 成若干个子任务(拆到不能再拆,这里就是指我们制定的拆分的临界值),再将一个个小任务的结果进行join汇总。

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" alt="" />

Fork/Join与传统线程池的区别!

Fork/Join采用“工作窃取模式”,当执行新的任务时他可以将其拆分成更小的任务执行,并将小任务加到线程队列中,然后再从一个随即线程中偷一个并把它加入自己的队列中。

就比如两个CPU上有不同的任务,这时候A已经执行完,B还有任务等待执行,这时候A就会将B队尾的任务偷过来,加入自己的队列中,对于传统的线程,ForkJoin更有效的利用的CPU资源!

我们来看一下ForkJoin的实现:实现这个框架需要继承RecursiveTask 或者 RecursiveAction ,RecursiveTask是有返回值的,相反Action则没有

package ForkJionP;

import java.util.concurrent.RecursiveTask;

public class ForkJoinWork extends RecursiveTask<Long> {

    private Long start;//起始值
private Long end;//结束值
public static final Long critical = 100000L;//临界值 public ForkJoinWork(Long start, Long end) {
this.start = start;
this.end = end;
} @Override
protected Long compute() {
//判断是否是拆分完毕
Long lenth = end - start;
if(lenth<=critical){
//如果拆分完毕就相加
Long sum = 0L;
for (Long i = start;i<=end;i++){
sum += i;
}
return sum;
}else {
//没有拆分完毕就开始拆分
Long middle = (end + start)/2;//计算的两个值的中间值
ForkJoinWork right = new ForkJoinWork(start,middle);
right.fork();//拆分,并压入线程队列
ForkJoinWork left = new ForkJoinWork(middle+1,end);
left.fork();//拆分,并压入线程队列 //合并
return right.join() + left.join();
}
}
}

测试:

package ForkJionP;

import org.junit.Test;
import java.util.concurrent.ForkJoinPool;
import java.util.concurrent.ForkJoinTask;
import java.util.stream.LongStream; public class ForkJoinWorkDemo { public void test() {
    //ForkJoin实现
long l = System.currentTimeMillis();
ForkJoinPool forkJoinPool = new ForkJoinPool();//实现ForkJoin 就必须有ForkJoinPool的支持
ForkJoinTask<Long> task = new ForkJoinWork(0L,10000000000L);//参数为起始值与结束值
Long invoke = forkJoinPool.invoke(task);
long l1 = System.currentTimeMillis();
System.out.println("invoke = " + invoke+" time: " + (l1-l));
//invoke = -5340232216128654848 time: 76474
} public void test2(){
  //普通线程实现
Long x = 0L;
Long y = 10000000000L;
long l = System.currentTimeMillis();
for (Long i = 0L; i <= y; i++) {
x+=i;
}
long l1 = System.currentTimeMillis();
System.out.println("invoke = " + x+" time: " + (l1-l));
//invoke = -5340232216128654848 time: 160939
}
@Test
public void test3(){
   //Java 8 并行流的实现
long l = System.currentTimeMillis();
long reduce = LongStream.rangeClosed(0, 10000000000L).parallel().reduce(0, Long::sum);
long l1 = System.currentTimeMillis();
System.out.println("invoke = " + reduce+" time: " + (l1-l));
//invoke = -5340232216128654848 time: 15531
} }

我们观察上面可以看出来执行10000000000L的相加操作各自执行完毕的时间不同。观察到当数据很大的时候ForkJoin比普通线程实现有效的多,但是相比之下ForkJoin的实现实在是有点麻烦,这时候Java 8 就为我们提供了一个并行流来实现ForkJoin实现的功能。可以看到并行流比自己实现ForkJoin还要快

Java 8 中将并行流进行了优化,我们可以很容易的对数据进行并行流的操作,Stream API可以声明性的通过parallel()与sequential()在并行流与穿行流中随意切换!

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