Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Rx by example – Volume 3 (the multicast edition)

Rx by example – Volume 3 (the multicast edition)

Given at 360|AnDev

Video: https://academy.realm.io/posts/360-andev-2017-kaushik-gopal-rxjava-by-example-multicasting/

As developer’s understanding of RxJava has matured, they’ve started to peel back the layers and unleash its true power and potential.

One such power is “Multicasting” where you get to share work across your app and reuse a whole bunch of stuff. This is really hard to do in general but Rx makes it really really easy.

Rx itself though has a steep learning curve. But the easiest way to grasp the concepts and features of Rx, is through examples. I’ve given talks in the past explaining Rx usage purely through examples and folks have found this to be the easiest way to warm up to Rx.

Kaushik Gopal

July 14, 2017
Tweet

More Decks by Kaushik Gopal

Other Decks in Programming

Transcript

  1. Rx by example

    The Multicast edition
    Vol. 3

    View Slide

  2. Multicasting
    What is
    Why
    How

    View Slide

  3. Multicasting
    2 ways to do
    ConnectableObservables
    Subjects

    View Slide

  4. Multicasting
    with
    ConnectableObservables

    View Slide

  5. val source: Observable =
    Observable.interval(1, TimeUnit.SECONDS)
    source.subscribe { Log.v(TAG, "subscriber 1 : received event $it") }
    subscriber 1 : received event 0
    subscriber 2 : received event 0
    subscriber 1 : received event 1
    subscriber 2 : received event 1
    subscriber 1 : received event 2
    subscriber 2 : received event 2
    subscriber 1 : received event 3
    subscriber 2 : received event 3
    subscriber 1 : received event 4
    subscriber 2 : received event 4
    source.subscribe { Log.v(TAG, "subscriber 2 : received event $it") }

    View Slide

  6. val source: Observable =
    Observable.interval(1, TimeUnit.SECONDS)
    Thread.sleep(1000)
    source.subscribe { Log.v(TAG, "subscriber 1 : received event $it") }
    source.subscribe { Log.v(TAG, "subscriber 2 : received event $it") }
    subscriber 1 : received event 0
    Skipped 59 frames! app may be doing too much work on its main thread.
    subscriber 1 : received event 1
    subscriber 2 : received event 0
    subscriber 1 : received event 2
    subscriber 2 : received event 1
    subscriber 1 : received event 3
    subscriber 2 : received event 2
    subscriber 1 : received event 4
    subscriber 2 : received event 3

    View Slide

  7. val source: Observable =
    Observable.interval(1, TimeUnit.SECONDS)
    Thread.sleep(1000)
    source.subscribe { Log.v(TAG, "subscriber 1 : received event $it") }
    source.subscribe { Log.v(TAG, "subscriber 2 : received event $it") }
    ConnectableObservable =
    .publish()
    source.connect()
    Skipped 59 frames! app may be doing too much work on its main thread.
    subscriber 1 : received event 0
    subscriber 2 : received event 0
    subscriber 1 : received event 1
    subscriber 2 : received event 1
    subscriber 1 : received event 2
    subscriber 2 : received event 2
    subscriber 1 : received event 3
    subscriber 2 : received event 3

    View Slide

  8. .publish().refcou
    .replay().autoCo
    .share().cache(
    .replayingShar
    blish().refcoun
    eplay().autoConnect(n
    share().cache()
    .replayingShare()
    h().refcount()
    y().autoConnect(n)
    ).cache()
    are() .publish().refcount
    .replay().autoConn
    re().cache()
    ngShare(
    Multicasting
    operator
    permutations

    View Slide

  9. val sourceObservable =
    Observable.interval(1, TimeUnit.SECONDS)

    .doOnSubscribe{ log("observable (subscribed)") }

    .doOnDispose{ log("observable (disposed)") }

    disposable1?.let {

    it.dispose()

    log("subscriber 1 disposed")

    disposable1 = null

    return

    }
    @OnClick(R.id.btn_1)

    fun onBtn1Click() {
    disposable1 =
    sharedObservable.subscribe({ long ->
    _log(“subscriber 1: onNext $long") })
    }
    https://github.com/kaushikgopal/RxJava-Android-Samples/tree/kg/feat/connect_playground

    View Slide

  10. val sourceObservable =
    Observable.interval(1, TimeUnit.SECONDS)
    sourceObservable.connect()
    .doOnSubscribe{ log("observable (subscribed)") }

    .doOnDispose{ log("observable (disposed)") }
    .publish()
    https://github.com/kaushikgopal/RxJava-Android-Samples/tree/kg/feat/connect_playground

    View Slide

  11. val sourceObservable =
    Observable.interval(1, TimeUnit.SECONDS)
    .doOnSubscribe{ log("observable (subscribed)") }

    .doOnDispose{ log("observable (disposed)") }
    sourceObservable
    .refCount()
    .publish()
    https://github.com/kaushikgopal/RxJava-Android-Samples/tree/kg/feat/connect_playground

    View Slide

  12. sourceObservable
    .publish().refCount()

    View Slide

  13. sourceObservable
    .publish().refCount()
    subscribe
    1 subscriber
    so connect automatically
    0
    0
    onNext
    onNext
    1
    1
    onNext
    onNext
    subscribe
    2 subscribers
    2
    onNext
    onNext
    2
    onNext
    2
    3
    onNext
    onNext
    3
    onNex
    3
    refcount()

    View Slide

  14. ribers
    2
    onNext
    onNext
    2
    onNext
    2
    3
    onNext
    onNext
    3
    onNext
    3
    refcount()
    unsubscribe
    X
    unsubscribe
    1 subscriber left
    4
    4
    onNext
    onNext
    unsubscribe
    X
    X
    0
    subscribers left

    View Slide

  15. ext
    refcount()
    unsubscribe
    X
    unsubscribe
    1 subscriber left
    4
    4
    onNext
    onNext
    X
    X
    0
    subscribers left
    subscribe
    0
    0
    onNext
    onNext
    YO LISTEN UP !!
    THIS IS IMPORTANT

    View Slide

  16. sourceObservable
    .publish().autoConnect(2)

    View Slide

  17. sourceObservable
    .publish().autoConnect(2)
    .autoConnect(2)
    subscribe
    1 subscriber
    (waiting for 2)
    subscribe
    2 subscribers
    0
    onNext
    onNext
    0
    onNext
    0
    1
    onNext
    onNext
    1
    onNext
    1
    unsubscribe
    X
    unsubscribe
    1 subscriber left

    View Slide

  18. sourceObservable
    .publish().autoConnect(2)
    ext
    Next
    Next
    1
    onNext
    onNext
    1
    onNext
    1 X
    unsubscribe
    1 subscriber left
    .autoConnect(2)
    2
    2
    onNext
    onNext
    unsubscribe
    X
    0
    subscribers left
    3 4
    YO Me AGAIN !!
    THIS IS IMPORTANT

    View Slide

  19. sourceObservable
    .publish().autoConnect(2)
    be
    ber left
    2
    2
    onNext
    onNext
    unsubscribe
    X
    0
    subscribers left
    3 4
    .autoConnect(2)
    subscribe
    5
    5
    onNext
    onNext
    first event seen
    is 5

    View Slide

  20. Recap
    .publish()
    .autoConnect(n)
    .refcount()
    Creates ConnectableObservable
    Requires .connect()
    or something else to kickstart
    Source subscription started
    right away
    Source is “restarted” when
    all subscribers leave and 

    new subscribers come in
    Source subscription started

    only after n subscribers start
    Source never stops once
    started (even if all subscribers
    leave)

    View Slide

  21. .publish()
    Creates ConnectableObservable
    .replay(n)
    Creates ConnectableObservable
    Another way to create
    ConnectableObservables
    Start with last “n” events
    “n” defaults to all events

    View Slide

  22. Pop Quiz !
    .publish().refCount()
    .publish().autoConnect(1)
    Vs
    a.k.a
    .share()

    View Slide

  23. Pop Quiz !
    .replay(1).refCount()
    .replay(1).autoConnect(1)
    Vs
    ~
    a.k.a
    .cache()
    *

    View Slide

  24. sourceObservable
    .replay(1).refCount()
    .replay(1)
    .refCount()
    subscribe
    1 subscriber
    so connect automatically
    0
    0
    onNext
    onNext
    subscribe
    2 subscribers
    onNext
    0
    unsubscribe
    X
    unsubscribe
    X
    X
    subscribe
    No replay!

    View Slide

  25. sourceObservable
    .replay(1).refCount()
    .replay(1)
    .autoConnect()
    subscribe
    1 subscriber
    so connect automatically
    0
    0
    onNext
    onNext
    subscribe
    2 subscribers
    onNext
    0
    unsubscribe
    X
    unsubscribe
    X
    subscribe
    onNext
    0

    View Slide

  26. Pop Quiz !
    .replayingShare()
    = .replay(1).refcount()
    But remembers the last item even when restarted
    .replay(1).refCount()

    View Slide

  27. Use cases
    Let’s get real

    View Slide

  28. Location provider
    Use case 1
    return RxLocation(context)
    .updates(locationRequest)
    // multicast?
    .publish()
    .autoConnect(n)
    .replay(1)
    .refcount()
    .replayingShare()
    .replay(1)
    .refcount()

    View Slide

  29. Use case 2
    Persist a network call beyond activity rotation
    ViewModels baby ...

    View Slide

  30. Persist a network call beyond activity rotation
    class RotationPersistActivity
    : MyBaseActivity() {
    lateinit var sharedViewModel: SharedViewModel
    override fun onCreate(savedInstanceState: Bundle?) {

    super.onCreate(savedInstanceState)

    sharedViewModel =
    ViewModelProviders.of(activity)
    .get(SharedViewModel::class.java) 

    }


    @OnClick(R.id.btn_rotate_persist)

    fun displayEventsOnBtnClick() {

    // …
    compositeDisposables +=
    sharedViewModel

    .networkRequest()

    .subscribe({ l ->

    Use case 2

    View Slide

  31. class RotationPersistActivity
    : MyBaseActivity() {
    lateinit var sharedViewModel: SharedViewModel
    override fun onCreate(savedInstanceState: Bundle?) {

    super.onCreate(savedInstanceState)

    sharedViewModel =
    ViewModelProviders.of(activity)
    .get(SharedViewModel::class.java) 

    }


    @OnClick(R.id.btn_rotate_persist)

    fun displayEventsOnBtnClick() {

    // …
    compositeDisposables +=
    sharedViewModel

    .networkRequest()

    .subscribe({ l ->

    log("Received element $l")

    })
    }
    }
    Persist a network call beyond activity rotation
    Use case 2

    View Slide

  32. Persist a network call beyond activity rotation
    override fun onCleared() {

    super.onCleared()

    // cleanup
    }
    Use case 2

    fun networkRequest(): Observable {


    // We’ll fill this later
    }

    class SharedViewModel : ViewModel() {


    View Slide

  33. Use case 2
    Persist a network call beyond activity rotation

    fun networkRequest(): Observable {

    
 // We’ll fill this later
    }
    override fun onCleared() {

    super.onCleared()

    // cleanup
    }
    var sharedStream: Observable =
    someApi.makeRequest()
    //.map(…)
    .replay(1)
    .autoConnect()

    class SharedViewModel : ViewModel() {

    return sharedStream

    View Slide

  34. Persist a network call beyond activity rotation
    Use case 2

    fun networkRequest(): Observable {


    }
    override fun onCleared() {

    super.onCleared()

    // cleanup
    }
    var sharedStream: Observable =
    someApi.makeRequest()
    //.map(…)
    .replay(1)
    .autoConnect()

    class SharedViewModel : ViewModel() {

    return sharedStream

    View Slide

  35. Persist a network call beyond activity rotation
    .replay(1)
    .autoConnect(1, disposable -> {
    myDisposable = disposable
    })
    var myDisposable: Disposable? = null
    myDisposable?.dispose

    class SharedViewModel : ViewModel() {

    var sharedStream: Observable =
    someApi.makeRequest()
    //.map(…)
    override fun onCleared() {

    super.onCleared()

    // cleanup
    }
    fun networkRequest(): Observable {

    return sharedStream
    }
    Use case 2

    View Slide

  36. _paginator
    .map(items ->{ //do something })
    .onBackPressureDrop()
    .doOnNext(

    i -> {

    _progressBar.setVisibility(View.VISIBLE);

    })
    .concatMap(this::itemsFromNetworkCall)
    .observeOn(AndroidSchedulers.mainThread())
    .map(items -> {

    _adapter.addItems(items);

    _adapter.notifyDataSetChanged();

    return items;

    })

    .subscribe(strings -> {

    _progressBar.setVisibility(View.INVISIBLE);

    });

    Use case 3
    Reduce side effects

    View Slide

  37. .concatMap(this::itemsFromNetworkCall)
    .observeOn(AndroidSchedulers.mainThread())
    .map(items -> {

    _adapter.addItems(items);

    _adapter.notifyDataSetChanged();

    return items;

    })

    .subscribe(strings -> {

    _progressBar.setVisibility(View.INVISIBLE);

    });

    Use case 3
    Reduce side effects
    .doOnNext(

    i -> {

    _progressBar.setVisibility(View.VISIBLE);

    })
    _paginator
    .map(items ->{ //do something })
    .onBackPressureDrop()

    View Slide

  38. .doOnNext(

    i -> {

    _progressBar.setVisibility(View.VISIB
    })
    Use case 3
    Reduce side effects
    _paginator
    .map(items ->{ //do something })
    .onBackPressureDrop()
    .publish()
    ConnectableObservable shared =
    shared
    shared
    .subscribe(

    i -> {

    _progressBar.setVisibility(View.VISIB
    })
    .concatMap(this::itemsFromNetworkCall)
    .observeOn(AndroidSchedulers.mainThread())
    .map(items -> {

    _adapter.addItems(items);

    _adapter.notifyDataSetChanged();

    return items;

    })

    .subscribe(strings -> {

    _progressBar.setVisibility(View.INVISIBLE);

    });


    View Slide

  39. .concatMap(this::itemsFromNetworkCall)
    .observeOn(AndroidSchedulers.mainThread())
    .map(items -> {

    _adapter.addItems(items);

    _adapter.notifyDataSetChanged();

    return items;

    })

    .subscribe(strings -> {

    _progressBar.setVisibility(View.INVISIBLE);

    });

    Use case 3
    Reduce side effects
    _paginator
    .map(items ->{ //do something })
    .onBackPressureDrop()
    .publish()
    ConnectableObservable shared =
    shared.connect();
    .subscribe(

    i -> {

    _progressBar.setVisibility(View.VISIBLE);

    })
    shared
    shared

    View Slide


  40. fragmentedpodcast.com
    @kaushikgopal
    kaush.co
    We're hiring Android devs!
    tech.instacart.com

    View Slide

  41. Guided Q&A

    View Slide

  42. I'm worried about Multicasting
    leaking things around?
    Should I be?
    If multi-casted stream
    "errors"/"terminates"
    What happens to subscribers?
    How do I dispose of
    ConnectableObs.
    when using autoConnect?
    Where Multicasting begins
    (at which point
    of the Observable) before/after
    publish ?
    When should I use
    ConnectableObsv.
    vs
    Subjects ?
    1
    2
    3
    4
    5

    View Slide