为什么这个通量不在多线程中执行？

Question

我有以下例子：

Flux.just(1,2,3,4,5,6,7,8)
    .flatMap(integer -> {
                 System.out.println("val:" + integer + ", thread:" + Thread.currentThread().getId()); 
                 return Mono.just(integer);
             }, 5)
    .repeat()
    .subscribeOn(Schedulers.parallel())
    .subscribe();

日志如下：

val:4, thread:14
val:5, thread:14
val:6, thread:14
val:7, thread:14
val:8, thread:14
val:1, thread:14
val:2, thread:14
val:3, thread:14

为什么到处都是同一个线程？？我如何修改示例，使其在多个线程中执行？

Answer 1

您需要使用如下的parallel操作：

Flux.just(1,2,3,4,5,6,7,8)
    .parallel(2) // mention number of threads
    .runOn(Schedulers.parallel())
    .map(integer -> {
             System.out.println("val:" + integer + ", thread:" + Thread.currentThread().getId()); 
             return integer;
        })   
    .subscribe();

Answer 2

如果你想让每个重复的通量都在不同的线程上，你可以把publishOn移到前面，像这样：

Flux.just(1,2,3,4,5,6,7,8)
        .publishOn(Schedulers.parallel()) // <- before
        .flatMap(integer -> {
           System.out.println("val:" + integer + ", thread:" + Thread.currentThread().getId()); 
           return Mono.just(integer);
        }, 5)
        .repeat()
        .subscribe();

现在的输出是这样的：

val:1, thread:20
val:2, thread:20
val:3, thread:20
val:4, thread:20
val:5, thread:20
val:6, thread:20
val:7, thread:20
val:8, thread:20
val:1, thread:13
val:2, thread:13
val:3, thread:13
val:4, thread:13
val:5, thread:13
val:6, thread:13
val:7, thread:13
val:8, thread:13

如果你想让每个整数在不同的线程中，你可以这样做：

Flux.just(1,2,3,4,5,6,7,8)
        .publishOn(Schedulers.parallel()) // <- Each flux can be published in a different thread
        .flatMap(integer -> {
            return Mono.fromCallable(() -> {
                 System.out.println("val:" + integer + ", thread:" + Thread.currentThread().getId()); 
                 return integer;
            }).publishOn(Schedulers.parallel()); // <- Each Mono processing every integer can be processed in a different thread
         })
        .repeat()
        .subscribe();

输出变为：

val:3, thread:16
val:2, thread:15
val:7, thread:20
val:8, thread:13
val:5, thread:18
val:6, thread:19
val:3, thread:17
val:5, thread:19
val:6, thread:20
val:1, thread:15
val:8, thread:14
val:4, thread:18
val:7, thread:13

为什么这个通量不在多线程中执行？

Why this flux isn't executed in multiple threads?

java

reactor