RxJava2初探

1.RxJava概念及原理

RxJava –

Reactive Extensions for the JVM – a library for composing asynchronous

and event-based programs using observable sequences for the Java VM.

为JVM设计使用可观测序列组成异步基于事件的程序库,核心使用观察者模式,以链式函数调用形式展示

(源码地址 、wiki )

RxJava2初探_第1张图片

2.x相对于1.x的改动

  • 操作符基本没有变化,Action命名变化

Rx1.0-----------Rx2.0

Action1--------Action

Action1--------Consumer

Action2--------BiConsumer

后面的Action都去掉了,只保留了ActionN

Function和RxJava1.0相比,他们都增加了throws Exception,也就是说,在这些方法做某些操作就不需要try-catch。

Flowable.just("file.txt").map(name->Files.readLines(name)).subscribe(lines->System.out.println(lines.size()),Throwable::printStackTrace);
  • 把支持背压的Observable单独抽出来到类Flowable
RxJava2初探_第2张图片
  • Scheduler中移除了Schedulers.immediate()这个线程环境,io.reactivex.Scheduler这个抽象 类支持直接调度自定义线程任务

网友指出的rxjava1到2升级踩坑实战 ,不过官方提供了1.x到2.x的迁移库(RxJava2Interop )

2.操作符、背压、Scheduler、Hook以及结合Lambda

2.1 操作符

2.1.1 subscribeOn与ObserveOn

此处以subscribeOn为例


RxJava2初探_第3张图片
subscribeOn.png

2.1.2 map、flatMap、switchMap、concatMap

此处以flatMap为例

涉及到的类图


RxJava2初探_第4张图片
flatMap.png

flatMap:无法保证事件队列U是按序排列

RxJava2初探_第5张图片
flatMap_chart.png

试例:

private void testFlatMap(){
        Log.d(TAG, "testFlatMap start");
        Observable.just("A", "B", "C", "D", "E").flatMap(new Function>() {
            @Override
            public Observable apply(String s) throws Exception {
                Log.d(TAG,"testFlatMap apply "+s);
                return Observable.just(s + "1",s + "2").subscribeOn(Schedulers.newThread());
            }
        }).observeOn(AndroidSchedulers.mainThread()).subscribe(new Observer() {
            @Override
            public void onSubscribe(Disposable d) {

            }

            @Override
            public void onComplete() {
                Log.d(TAG,"testFlatMap ------>onCompleted()");
            }

            @Override
            public void onError(Throwable e) {
                Log.d(TAG,"testFlatMap ------>onError()" + e);
            }

            @Override
            public void onNext(String s) {
                Log.d(TAG,"testFlatMap ------>onNext:" + s);
            }
        }/*s -> {Log.d(TAG,"testFlatMap ------>accept:" + s);int i = 1 / 0;} ,e -> Log.d(TAG,"testFlatMap ------>onError()" + e)*/);
        Log.d(TAG, "testFlatMap end");
    }

运行结果:


03-22 19:48:32.188 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap start

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap apply A

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap apply B

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap apply C

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap apply D

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap apply E

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap end

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:A1

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:A2

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:B1

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:B2

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:D1

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:D2

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:E1

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:E2

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:C1

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onNext:C2

03-22 19:48:32.198 2092-2092/com.example.administrator.rxjavademo D/MainActivity: testFlatMap ------>onCompleted()

concatMap:可以保证按序

RxJava2初探_第6张图片
concatMap_chart.png

草图(非标准类图、非标准时序图,orz...)如下


RxJava2初探_第7张图片
concatMap.png

试例:

同上 换成concatMap

运行结果:


03-22 19:55:31.658 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap start

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap apply A

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap end

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:A1

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:A2

03-22 19:55:31.668 10937-15859/com.example.administrator.rxjavademo D/MainActivity: testConcatMap apply B

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:B1

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:B2

03-22 19:55:31.668 10937-15860/com.example.administrator.rxjavademo D/MainActivity: testConcatMap apply C

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:C1

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:C2

03-22 19:55:31.668 10937-15861/com.example.administrator.rxjavademo D/MainActivity: testConcatMap apply D

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:D1

03-22 19:55:31.668 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:D2

03-22 19:55:31.668 10937-15862/com.example.administrator.rxjavademo D/MainActivity: testConcatMap apply E

03-22 19:55:31.678 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:E1

03-22 19:55:31.678 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onNext:E2

03-22 19:55:31.678 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testConcatMap ------>onCompleted()

switchMap:旧的中间Observable产生的事件序列没有发送完毕,在下一个中间的Observable开始发送后则停止对原事件序列订阅下发

RxJava2初探_第8张图片
switchMap_chart.png

草图(非标准类图、非标准时序图,orz...)如下


RxJava2初探_第9张图片
switchMap.png

试例:

同上 换成switchMap

运行结果:


03-22 19:53:55.538 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap start

03-22 19:53:55.558 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap apply A

03-22 19:53:55.568 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap apply B

03-22 19:53:55.568 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap apply C

03-22 19:53:55.568 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap apply D

03-22 19:53:55.568 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap apply E

03-22 19:53:55.568 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap end

03-22 19:53:55.568 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap ------>onNext:E1

03-22 19:53:55.568 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap ------>onNext:E2

03-22 19:53:55.568 10937-10937/com.example.administrator.rxjavademo D/MainActivity: testSwitchMap ------>onCompleted()

2.2背压

场景:

当生产者生产事件过慢,消费者消费事件过快,消费者阻塞等待生产者,没有问题

当生产者生产事件过快,而消费者消费事件过慢的情况下,需要额外的缓存开销去容纳生产过剩的事件,而背压提供了异步场景下对生产者流速控制的策略

RxJava2.x中把支持背压的函数分离到Flowable类,Observable类中不支持背压

方式:

1.React pull mode

标准的RxJava是push mode,观察者Subscriber发起订阅后,事件流就从被观察者Flowable中生产并push过来,如何将push mode切换到pull mode的方法是Subscription的request方法


RxJava2初探_第10张图片

上图为网上copy的,下游文字写错,纠正下

//Flowable需要加主动request的,背压策略
    private void testFlowable(){
        Log.d(TAG,"testFlowable start");
//                Flowable.range(1, 10)
//                .subscribeOn(Schedulers.computation())
//                .map(v -> v * v)
//                .subscribe(i -> Log.d(TAG,"range onNext "+i));

        List list = new ArrayList();
        for(int i=0 ; i<10; i++){
            list.add(i);
        }
        Flowable.fromIterable(list)
                .subscribeOn(Schedulers.computation())
                .subscribe(/*i -> Log.d(TAG,"fromIterable onNext "+i)*/
                        new Subscriber() {
                            Subscription subcription;
                            @Override
                            public void onSubscribe(Subscription s) {
                                Log.d(TAG,"fromIterable onSubscribe "+s);
                                subcription = s;
                                subcription.request(1);//默认实现Long.MAX_VALUE
                            }

                            @Override
                            public void onNext(Integer integer) {
                                Log.d(TAG,"fromIterable onNext "+integer);
                                subcription.request(1);
                            }

                            @Override
                            public void onError(Throwable t) {
                                Log.d(TAG,"fromIterable onError "+t);
                            }

                            @Override
                            public void onComplete() {
                                Log.d(TAG,"fromIterable onComplete");
                            }
                        });
        Log.d(TAG,"testFlowable end");
    }

输出结果:


03-23 16:57:19.718 8740-8740/com.example.administrator.rxjavademo D/MainActivity: testFlowable start
03-23 16:57:19.758 8740-8740/com.example.administrator.rxjavademo D/MainActivity: fromIterable onSubscribe null
03-23 16:57:19.758 8740-8740/com.example.administrator.rxjavademo D/MainActivity: testFlowable end
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 0
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 1
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 2
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 3
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 4
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 5
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 6
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 7
03-23 16:57:19.758 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 8
03-23 16:57:19.768 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onNext 9
03-23 16:57:19.768 8740-9904/com.example.administrator.rxjavademo D/MainActivity: fromIterable onComplete

2.丢弃sample、缓冲buffer window

3.onBackpresureBuffer、onBackPressureDrop

此处牵涉到两个概念

Hot Observable跟Cold Observable

  • Hot Observable指的是被观察者创建即开始生产事件发送,不等有观察者订阅才发送,如鼠标事件、股票价格 Observable.pulish()可以把cold observable转换为hot observable

  • Cold Observable指的是一般的被观察者等有观察者订阅才开始生产事件发送,interval range函数创建的都属于该类

总结:

背压只适用于异步场景,并不是说同步场景也需要用背压策略去流速控制

针对flowable事件发布速率过快的场景肯定需要加上request做背压

2.3 Scheduler

2.4 Hook

2.5 Lambada

3.android项目应用举例(结合retrofit)

3.1 先添加rxAndroid依赖(默认会自动引入对应的rxJava包)

dependencies {

compile"com.squareup.retrofit2:retrofit:$parent.ext.retrofitVersion"

compile"com.squareup.retrofit2:adapter-rxjava2:$parent.ext.retrofitVersion"

compile"com.squareup.retrofit2:converter-gson:$parent.ext.retrofitVersion"

compile"com.squareup.retrofit2:converter-scalars:$parent.ext.retrofitVersion"

compile"com.squareup.okhttp3:logging-interceptor:$parent.ext.okhttpVersion"

compile"io.reactivex.rxjava2:rxandroid:$parent.ext.rxAndroidVersion"

}

3.2 retrofit添加callAdapter适配业务接口方法返回类型为Observable

业务接口方法形如


@GET("{headUrl}")

Observable getNewstockCount(

@Path(value ="headUrl",encoded =true) String url,

@QueryMapMap params);

此处Observable一般使用会替换成Observable T指的是接受通用返回body的bean类

rerotfit构造如下


public static Retrofit getRetrofitInstance(){
        OkHttpClient okHttpClient = new OkHttpClient.Builder()
                .addInterceptor(new HttpLoggingInterceptor().setLevel(HttpLoggingInterceptor.Level.BODY))
                .connectTimeout(DEFAULT_TIMEOUT, TimeUnit.SECONDS)
                .writeTimeout(DEFAULT_TIMEOUT, TimeUnit.SECONDS)
                .readTimeout(DEFAULT_TIMEOUT, TimeUnit.SECONDS).build();

        return new Retrofit.Builder().baseUrl("XXX")
                .addCallAdapterFactory(RxJava2CallAdapterFactory.createAsync())
                .addConverterFactory(ScalarsConverterFactory.create()).client(okHttpClient).build();
    }

这里加粗的String一般实际运用根据业务需要指定接受相应body的bean类型

3.3直接使用返回的Observable进行subscribe做相应的链式处理


private void testRetrofit(){
        Log.d(TAG, "testRetrofit start");
        //结合retrofit使用
        NetworkApi networkApi = RetrofitFactory.getRetrofitInstance().create(NetworkApi.class);
        networkApi.getNewstockCount("XXXX",new HashMap()).subscribe(new Observer(){
            @Override
            public void onSubscribe(Disposable d) {
            }

            @Override
            public void onComplete() {
                Log.d(TAG,"onCompleted");
            }

            @Override
            public void onError(Throwable e) {
                Log.d(TAG,"onError="+e.getLocalizedMessage());
            }

            @Override
            public void onNext(String stringResponse) {
                Log.d(TAG,"onNext="+stringResponse);
            }
        });
        Log.d(TAG, "testRetrofit end");
    }

4.相关开源库(RxBus、RxBinding、frodo、RxLifecycle)

RxBinding

frodo

RxLifecycle

5.优缺点

优点:

1.链式调用让用例流程清晰明了,某种程度上来说也是解耦,不再需要Handler 、new Thread

2.强大的数据变换功能以及线程切换,实际运用项目的时候可以插拔自己项目的线程池策略

缺点:

1.学习成本比较高,需要理解各种操作符,初期使用可能会有函数比较冗长的即视感

2.rxjava库升级带来的项目替换成本

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