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WorkerLogic.scala
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WorkerLogic.scala
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package hu.sztaki.ilab.ps
import java.util.concurrent.locks.{Condition, ReentrantLock}
import scala.collection.mutable
import scala.concurrent.{CanAwait, ExecutionContext, Future}
import scala.concurrent.duration.Duration
import scala.util.{Success, Try}
/**
* Logic of the worker, that stores and processes the data.
* To use the ParameterServer, this must be implemented.
*
* @tparam T
* Type of incoming data.
* @tparam Id
* Type of parameter identifiers.
* @tparam P
* Type of parameters.
* @tparam WOut
* Type of worker output.
*/
trait WorkerLogic[T, Id, P, WOut] extends LooseWorkerLogic[T, Id, P, P, WOut]
/**
* Logic of the worker, that stores and processes the data.
* To use the ParameterServer, this must be implemented.
*
* @tparam T
* Type of incoming data.
* @tparam Id
* Type of parameter identifiers.
* @tparam PullP
* Type of parameters for pull.
* @tparam PushP
* Type of parameters for push.
* @tparam WOut
* Type of worker output.
*/
trait LooseWorkerLogic[T, Id, PullP, PushP, WOut] extends Serializable {
/**
* Method called when the Flink operator is created
*/
def open(): Unit ={}
/**
* Method called when new data arrives.
*
* @param data
* New data.
* @param ps
* Interface to ParameterServer.
*/
def onRecv(data: T, ps: ParameterServerClient[Id, PushP, WOut]): Unit
/**
* Method called when an answer arrives to a pull message.
* It contains the parameter.
*
* @param paramId
* Identifier of the received parameter.
* @param paramValue
* Value of the received parameter.
* @param ps
* Interface to ParameterServer.
*/
def onPullRecv(paramId: Id, paramValue: PullP, ps: ParameterServerClient[Id, PushP, WOut]): Unit
/**
* Method called when processing is finished.
*/
def close(): Unit = ()
}
object WorkerLogic {
/**
* Adds a pull limiter to a [[WorkerLogic]].
* If there are more unanswered pulls by a worker than the pull limit,
* the pulling is blocked until pull answers arrive.
*
* Thus, worker must do the pulling in another thread in order to avoid deadlock.
*
* @param workerLogic
* User defined [[WorkerLogic]]
* @param pullLimit
* Limit of unanswered pulls at a worker instance.
* @tparam T
* Type of training data.
* @tparam Id
* Type of parameter identifiers.
* @tparam P
* Type of parameters.
* @tparam WOut
* Type of worker output.
* @return
* [[WorkerLogic]] that limits pulls.
*/
def addBlockingPullLimiter[T, Id, P, WOut, WLogic <: WorkerLogic[T, Id, P, WOut]](workerLogic: WLogic,
pullLimit: Int): WorkerLogic[T, Id, P, WOut] = {
new WorkerLogic[T, Id, P, WOut] {
private var pullCounter = 0
val psLock = new ReentrantLock()
val canPull: Condition = psLock.newCondition()
val wrappedPS = new ParameterServerClient[Id, P, WOut] {
private var ps: ParameterServerClient[Id, P, WOut] = _
def setPS(ps: ParameterServerClient[Id, P, WOut]): Unit = {
psLock.lock()
try {
this.ps = ps
} finally {
psLock.unlock()
}
}
override def pull(id: Id): Unit = {
psLock.lock()
try {
while (pullCounter >= pullLimit) {
canPull.await()
}
pullCounter += 1
ps.pull(id)
} finally {
psLock.unlock()
}
}
override def push(id: Id, deltaUpdate: P): Unit = {
psLock.lock()
try {
ps.push(id, deltaUpdate)
} finally {
psLock.unlock()
}
}
override def output(out: WOut): Unit = {
psLock.lock()
try {
ps.output(out)
} finally {
psLock.unlock()
}
}
}
override def onRecv(data: T, ps: ParameterServerClient[Id, P, WOut]): Unit = {
wrappedPS.setPS(ps)
workerLogic.onRecv(data, wrappedPS)
}
override def onPullRecv(paramId: Id,
paramValue: P,
ps: ParameterServerClient[Id, P, WOut]): Unit = {
wrappedPS.setPS(ps)
workerLogic.onPullRecv(paramId, paramValue, wrappedPS)
psLock.lock()
try {
pullCounter -= 1
canPull.signal()
} finally {
psLock.unlock()
}
}
}
}
/**
* Adds a pull limiter to a [[WorkerLogic]].
* If there are more unanswered pulls by a worker than the pull limit,
* the pulls get buffered until pull answers arrive.
*
* @param workerLogic
* User defined [[WorkerLogic]]
* @param pullLimit
* Limit of unanswered pulls at a worker instance.
* @tparam T
* Type of training data.
* @tparam Id
* Type of parameter identifiers.
* @tparam P
* Type of parameters.
* @tparam WOut
* Type of worker output.
* @return
* [[WorkerLogic]] that limits pulls.
*/
def addPullLimiter[T, Id, P, WOut](workerLogic: WorkerLogic[T, Id, P, WOut],
pullLimit: Int): WorkerLogic[T, Id, P, WOut] = {
new WorkerLogic[T, Id, P, WOut] {
private var pullCounter = 0
private val pullQueue = mutable.Queue[Id]()
val wrappedPS = new ParameterServerClient[Id, P, WOut] {
private var ps: ParameterServerClient[Id, P, WOut] = _
def setPS(ps: ParameterServerClient[Id, P, WOut]): Unit = {
this.ps = ps
}
override def pull(id: Id): Unit = {
pullQueue synchronized {
if (pullCounter < pullLimit) {
pullCounter += 1
ps.pull(id)
} else {
pullQueue.enqueue(id)
}
}
}
override def push(id: Id, deltaUpdate: P): Unit = {
ps.push(id, deltaUpdate)
}
override def output(out: WOut): Unit = {
ps.output(out)
}
}
override def onRecv(data: T, ps: ParameterServerClient[Id, P, WOut]): Unit = {
wrappedPS.setPS(ps)
workerLogic.onRecv(data, wrappedPS)
}
override def onPullRecv(paramId: Id,
paramValue: P,
ps: ParameterServerClient[Id, P, WOut]): Unit = {
wrappedPS.setPS(ps)
workerLogic.onPullRecv(paramId, paramValue, wrappedPS)
pullQueue synchronized {
pullCounter -= 1
if (pullQueue.nonEmpty) {
val id = pullQueue.dequeue()
wrappedPS.pull(id)
}
}
}
}
}
/**
* Adds a pull limiter to a [[WorkerLogic]].
* If there are more unanswered pulls by a worker than the pull limit,
* the pulls get buffered until pull answers arrive.
*
* @param workerLogic
* User defined [[WorkerLogic]]
* @param pullLimit
* Limit of unanswered pulls at a worker instance.
* @tparam T
* Type of training data.
* @tparam Id
* Type of parameter identifiers.
* @tparam PullP
* Type of Pull parameters.
* @tparam PushP
* Type of Push parameters.
* @tparam WOut
* Type of worker output.
* @return
* [[WorkerLogic]] that limits pulls.
*/
def addPullLimiter[T, Id, PullP, PushP, WOut](workerLogic: LooseWorkerLogic[T, Id, PullP, PushP, WOut],
pullLimit: Int): LooseWorkerLogic[T, Id, PullP, PushP, WOut] =
new LooseWorkerLogic[T, Id, PullP, PushP, WOut] {
private var pullCounter = 0
private val pullQueue = mutable.Queue[Id]()
val wrappedPS = new ParameterServerClient[Id, PushP, WOut] {
private var ps: ParameterServerClient[Id, PushP, WOut] = _
def setPS(ps: ParameterServerClient[Id, PushP, WOut]): Unit = {
this.ps = ps
}
override def pull(id: Id): Unit = {
pullQueue synchronized {
if (pullCounter < pullLimit) {
pullCounter += 1
ps.pull(id)
} else {
pullQueue.enqueue(id)
}
}
}
override def push(id: Id, deltaUpdate: PushP): Unit = {
ps.push(id, deltaUpdate)
}
override def output(out: WOut): Unit = {
ps.output(out)
}
}
override def onRecv(data: T, ps: ParameterServerClient[Id, PushP, WOut]): Unit = {
wrappedPS.setPS(ps)
workerLogic.onRecv(data, wrappedPS)
}
override def onPullRecv(paramId: Id,
paramValue: PullP,
ps: ParameterServerClient[Id, PushP, WOut]): Unit = {
wrappedPS.setPS(ps)
workerLogic.onPullRecv(paramId, paramValue, wrappedPS)
pullQueue synchronized {
pullCounter -= 1
if (pullQueue.nonEmpty) {
val id = pullQueue.dequeue()
wrappedPS.pull(id)
}
}
}
}
}
/**
* Somewhat simplified worker logic with pulls returning [[Future]].
*
* @tparam T
* Type of incoming data.
* @tparam Id
* Type of parameter identifiers.
* @tparam P
* Type of parameters.
* @tparam WOut
* Type of worker output.
*/
trait WorkerLogicWithFuture[T, Id, P, WOut] extends WorkerLogic[T, Id, P, WOut] {
// TODO test performance (memory and computation time) against simple implementation
// TODO test
/**
* Method called when new data arrives.
*
* @param data
* New data.
* @param ps
* Interface to ParameterServer with [[Future]] in pulls.
*/
def onDataRecv(data: T, ps: PSClientWithFuture[Id, P, WOut]): Unit
private val pullWaiter = mutable.HashMap[Id, mutable.Queue[PullAnswerFuture[Id, P]]]()
private val psClient = new PSClientWithFuture[Id, P, WOut] {
private var ps: ParameterServerClient[Id, P, WOut] = _
def setPS(ps: ParameterServerClient[Id, P, WOut]): Unit = {
this.ps = ps
}
override def pull(id: Id): Future[(Id, P)] = {
val pullAnswerFuture = PullAnswerFuture[Id, P](id)
pullWaiter.getOrElseUpdate(id, mutable.Queue.empty)
.enqueue(pullAnswerFuture)
pullAnswerFuture
}
override def push(id: Id, deltaUpdate: P): Unit = {
ps.push(id, deltaUpdate)
}
override def output(out: WOut): Unit = {
ps.output(out)
}
}
/**
* Method called when new data arrives.
*
* @param data
* New data.
* @param ps
* Interface to ParameterServer.
*/
override def onRecv(data: T, ps: ParameterServerClient[Id, P, WOut]): Unit = {
psClient.setPS(ps)
onDataRecv(data, psClient)
}
/**
* Method called when an answer arrives to a pull message.
* It contains the parameter.
*
* @param paramId
* Identifier of the received parameter.
* @param paramValue
* Value of the received parameter.
* @param ps
* Interface to ParameterServer.
*/
override def onPullRecv(paramId: Id, paramValue: P, ps: ParameterServerClient[Id, P, WOut]): Unit = {
pullWaiter(paramId).dequeue().pullArrived(paramId, paramValue)
}
}
trait PSClientWithFuture[Id, P, WorkerOut] extends Serializable {
def pull(id: Id): Future[(Id, P)]
def push(id: Id, deltaUpdate: P): Unit
def output(out: WorkerOut): Unit
}
case class PullAnswerFuture[Id, P](paramId: Id) extends Future[(Id, P)] {
private var callback: Try[(Id, P)] => Any = x => ()
private var pullAnswer: Option[Try[(Id, P)]] = None
def pullArrived(paramId: Id, param: P): Unit = {
pullAnswer = Some(Success(paramId -> param))
callback(pullAnswer.get)
}
override def onComplete[U](f: (Try[(Id, P)]) => U)(implicit executor: ExecutionContext): Unit = {
pullAnswer match {
case None =>
callback = x => {
callback(x)
f(x)
}
case Some(ans) =>
f(ans)
}
}
override def isCompleted: Boolean = {
pullAnswer.isDefined
}
override def value: Option[Try[(Id, P)]] = {
pullAnswer
}
override def ready(atMost: Duration)(implicit permit: CanAwait): PullAnswerFuture.this.type = {
this
}
override def result(atMost: Duration)(implicit permit: CanAwait): (Id, P) = {
throw new UnsupportedOperationException()
}
}