Krzysztof Borowski

Akka Paint -requirements

  • Simple
  • Real time changes
  • Multiuser
  • Scalable

Simple

case class Pixel(x: Int, y: Int)

case class DrawEvent(
    changes: Seq[Pixel],
    color:   String
)

//Board state
type Color = String
var drawballBoard = Map.empty[Pixel, Color]

Changes as events

Simple

class DrawballActorSimple() extends PersistentActor {

  var drawballBoard = Map.empty[Pixel, String]

  override def persistenceId: String = "drawballActor"

  override def receiveRecover: Receive = {
    case d: DrawEvent => updateState(d)
  }

  override def receiveCommand: Receive = {
    case Draw(changes, color) =>
      persistAsync(DrawEvent(changes, color)) { de =>
        updateState(de)
      }
  }

  private def updateState(drawEvent: DrawEvent) = {
    drawballBoard = drawEvent.changes.foldLeft(drawballBoard) {
      case (newBoard, pixel) =>
        newBoard.updated(pixel, drawEvent.color)
    }
  }

}

Board as a Persistent Actor

Multiuser

Multiuser and realtime

class DrawballActor() extends PersistentActor {

  var drawballBoard = Map.empty[Pixel, String]
  var registeredClients = Set.empty[ActorRef]

  override def persistenceId: String = "drawballActor"

  override def receiveRecover: Receive = {
    case d: DrawEvent => updateState(d)
  }

  override def receiveCommand: Receive = {
    case Draw(changes, color) =>
      persistAsync(DrawEvent(changes, color)) { de =>
        updateState(de)
        (registeredClients - sender())
          .foreach(_ ! Changes(de.changes, de.color))
      }
    case r: RegisterClient => {
      registeredClients = registeredClients + r.client
      convertBoardToUpdates(drawballBoard, Changes.apply)
        .foreach(r.client ! _)
    }
    case ur: UnregisterClient => {
      registeredClients = registeredClients - ur.client
    }
  }

  private def updateState(drawEvent: DrawEvent) = {
    ...
  } 
}

Multiuser and real time


class ClientConnectionSimple(
  browser: ActorRef,
  drawBoardActor: ActorRef
) extends Actor {

  drawBoardActor ! RegisterClient(self)

  override def receive: Receive = {
    case d: Draw =>
      drawBoardActor ! d
    case c @ Changes =>
      browser ! c
  }

  override def postStop(): Unit = {
    drawBoardActor ! UnregisterClient(self)
  }
}
//Play! controller
def socket = WebSocket.accept[Draw, Changes](requestHeader => {
    ActorFlow.actorRef[Draw, Changes](browser =>
      ClientConnection.props(
        browser,
        drawballActor
      ))
})

Scalable

Scalable

Akka Sharding

 

Akka Sharding to the rescue !

 

Akka Sharding to the rescue !

 

Sharding

def shardingPixels(changes: Iterable[Pixel], color: String): Iterable[DrawEntity] = {
      changes.groupBy { pixel =>
        (pixel.y / entitySize, pixel.x / entitySize)
      }.map {
        case ((shardId, entityId), pixels) =>
          DrawEntity(shardId, entityId, pixels.toSeq, color)
      }
}

private val extractEntityId: ShardRegion.ExtractEntityId = {
    case DrawEntity(_, entityId, pixels, color) ⇒
      (entityId.toString, Draw(pixels, color))
    case ShardingRegister(_, entityId, client) ⇒
      (entityId.toString, RegisterClient(Serialization.serializedActorPath(client)))
    case ShardingUnregister(_, entityId, client) ⇒
      (entityId.toString, UnregisterClient(Serialization.serializedActorPath(client)))
}

private val extractShardId: ShardRegion.ExtractShardId = {
    case DrawEntity(shardId, _, _, _) ⇒
      shardId.toString
    case ShardingRegister(shardId, _, _) ⇒
      shardId.toString
    case ShardingUnregister(shardId, _, _) ⇒
      shardId.toString
}

Sharding Cluster

 

def initializeCluster(): ActorSystem = {
    // Create an Akka system
    val system = ActorSystem("DrawballSystem")

    ClusterSharding(system).start(
      typeName = entityName,
      entityProps = Props[DrawballActor],
      settings = ClusterShardingSettings(system),
      extractEntityId = extractEntityId,
      extractShardId = extractShardId
    )
    system
}

def shardRegion()(implicit actorSystem: ActorSystem) = {
    ClusterSharding(actorSystem).shardRegion(entityName)
}

Scaling - architecture

Akka - snapshoting

 

 override def receiveRecover: Receive = {
    ...
    case SnapshotOffer(_, snapshot: DrawSnapshot) => {
      snapshot.changes.foreach(updateState)
      snapshot.clients.foreach(c => registerClient(RegisterClient(c)))
    }
    case RecoveryCompleted => {
      registeredClients.foreach(c => c ! ReRegisterClient())
      registeredClients = Set.empty
    }
}
override def receiveCommand: Receive = {
    case Draw(changes, color) =>
      persistAsync(DrawEvent(changes, color)) { de =>
        updateState(de)
        changesNumber += 1
        if (changesNumber > 1000) {
          changesNumber = 0
          self ! "snap"
        }
        (registeredClients - sender())
          .foreach(_ ! Changes(de.changes, de.color))
      }
    case "snap" => saveSnapshot(DrawSnapshot(
      convertBoardToUpdates(drawballBoard, DrawEvent.apply).toSeq,
      registeredClients.map(Serialization.serializedActorPath).toSeq
    ))
    ...
}

DEMO

AkkaPaint

History feature

Requirements

  • Look into history
  • Real time
  • Accumulated changes from different periods of time

General Idea

  1. Read every persisted event
  2. Aggregate events within different time periods
  3. Generate and save image
  4. Serve the history independently from AkkaPaint main application

General Idea - flow

akka-streams

Akka Streams provides a way to express and run a chain of asynchronous processing steps acting on a sequence of elements.

akka-streams

implicit val system = ActorSystem()
implicit val materializer = ActorMaterializer()

val source = Source(1 to 10)

source
    .map(_ + 1)
    .runWith(Sink.foreach(println))

val sink = Sink.fold[Int, Int](0)(_ + _)

val sum: Future[Int] = source.runWith(sink)

akka-streams

val writeAuthors: Sink[Author, NotUsed] = ???
val writeHashtags: Sink[Hashtag, NotUsed] = ???
val g = RunnableGraph.fromGraph(GraphDSL.create() { implicit b =>
  import GraphDSL.Implicits._

  val bcast = b.add(Broadcast[Tweet](2))
  tweets ~> bcast.in
  bcast.out(0) ~> Flow[Tweet].map(_.author) ~> writeAuthors
  bcast.out(1) ~> Flow[Tweet].mapConcat(_.hashtags.toList) ~> writeHashtags
  ClosedShape
})
g.run()

Starting point - source

private val readJournal =
    PersistenceQuery(context.system).readJournalFor[CassandraReadJournal](
      CassandraReadJournal.Identifier
    )

def originalEventStream(firstOffset: UUID): 
        Source[(DateTime, DrawEvent, TimeBasedUUID), NotUsed] = 
    readJournal
    .eventsByTag("draw_event", TimeBasedUUID(firstOffset))
    .map {
      case EventEnvelope(offset @ TimeBasedUUID(time), _, _, d: DrawEvent) =>
        val timestamp = new DateTime(UUIDToDate.getTimeFromUUID(time))
        (timestamp, d, offset)
    }

Generate image

def generate(timeSlot: ReadablePeriod) =
    Flow[(DateTime, DrawEvent, Offset)].scan(
      ImageUpdate(defaultDate, newDefaultImage(), offset = Offset.noOffset)
    ) {
        case (
                ImageUpdate(lastEmitDateTime, image, _, _), 
                (datetime, d: DrawEvent, offset)
             ) =>
          updateImageAndEmit(image, offset, lastEmitDateTime, datetime, d, timeSlot)
      }
      .collect { case ImageUpdate(_, _, _, Some(emit)) => emit }

Save image

object CassandraFlow {
  def apply[T](
    parallelism: Int,
    statement: PreparedStatement,
    statementBinder: (T, PreparedStatement) => BoundStatement
  )(implicit session: Session, ex: ExecutionContext): Flow[T, T, NotUsed] =
    Flow[T]
      .mapAsyncUnordered(parallelism) { t =>
        session.executeAsync(statementBinder(t, statement)).asScala().map(_ => t)
      }
}

Image per minute sink

override def apply(commitOffset: (Offset) => Unit)
    : Sink[(DateTime, DrawEvent, Offset), NotUsed] = {
    ImageAggregationFlowFactory().generate(org.joda.time.Minutes.ONE)
      .via(flowForImagePerMinute)
      .via(flowForSaveChangesList)
      .to(Sink.foreach(t => commitOffset(t.offset)))
  }

Projection skeleton

case class AkkaPaintDrawEventProjection(
    persistenceId: String,
    generateConsumer: (Offset => Unit) => 
        Sink[(DateTime, DrawEvent, Offset), NotUsed]
) extends PersistentActor {

  var lastOffset = readJournal.firstOffset

  override def receiveCommand: Receive = {
    case Start => startProjection()
  }

  override def receiveRecover: Receive = {
    case NewOffsetSaved(offset) => {
      lastOffset = UUID.fromString(offset)
    }
    case RecoveryCompleted => {
      self ! Start
    }
  }

  def startProjection() = {
    case SaveNewOffset(offset) => persist(NewOffsetSaved(offset)) { e =>
      lastOffset = UUID.fromString(offset)
    }
  }

}

Cluster Singleton

akkaPaintHistorySystem.actorOf(
    ClusterSingletonManager.props(
      singletonProps = Props(AkkaPaintDrawEventProjection(
        persistenceId = "PerMinuteHistory",
        akkaPaintHistoryConfig = akkaPaintHistoryConfig,
        generateConsumer = FlowForImagePerMinute()
      )),
      terminationMessage = PoisonPill,
      settings = ClusterSingletonManagerSettings(akkaPaintHistorySystem)
    ),
    name = "PicturePerMinuteGenerator"
)

Cluster Singleton

//to get the reference to singleton
val historyGenerator = akkaPaintHistoryActorSystem.actorOf(
    ClusterSingletonProxy.props(
      singletonManagerPath = "/user/PicturePerMinuteGenerator",
      settings = ClusterSingletonProxySettings(system)
    ),
    name = "consumerProxy"
)

def regenerateHistory() = Action {
    historyGenerator ! ResetProjection()
    Ok(Json.toJson("Regeneration started"))
}

Tips and tricks

  • Use `ClusterSharding.startProxy` to not hold any entities on the node.
  • Distributed coordinator - akka.extensions += "akka.cluster.ddata.DistributedData" (Experimental).
  • Use Protocol Buffer.
  • Be careful about message buffering.  
  • Tag events from the very beginning

Summary:

  • first working version - lines of Code: 275!,
  • multiuser,
  • scalable,
  • fault tolerant,
  • with extensive history insight.

Bibliography

  • http://www.slideshare.net/bantonsson/akka-persistencescaladays2014
  • http://doc.akka.io/docs/akka/current/scala/cluster-sharding.html
  • https://github.com/trueaccord/ScalaPB

AkkaPains - KJUG

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