Created
June 28, 2019 06:06
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Map-Reduce with ZIO
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import $ivy.`dev.zio::zio:1.0.0-RC8-12` | |
import $ivy.`dev.zio::zio-streams:1.0.0-RC8-12` | |
import zio._, zio.stream._ | |
object Step1 { | |
import java.nio.file.{Files, Paths, Path} | |
import scala.collection.JavaConverters._ | |
import zio.blocking._ | |
def listFiles(dir: String): ZIO[Blocking, Throwable, List[Path]] = | |
effectBlocking { | |
Files.list(Paths.get(dir)).iterator.asScala.toList | |
} | |
def readContents(path: Path): ZIO[Blocking, Throwable, String] = | |
effectBlocking { | |
new String( | |
Files.readAllBytes(path), | |
"UTF-8" | |
) | |
} | |
def countAllWords(dir: String): ZIO[Blocking, Throwable, Long] = | |
for { | |
paths <- listFiles(dir) | |
counts <- ZIO.foreach(paths) { path => | |
readContents(path).map { contents => | |
contents.split(' ').size | |
} | |
} | |
} yield counts.sum | |
} | |
object Step2 { | |
import zio.blocking._ | |
import Step1.{listFiles, readContents} | |
def mapReduce[A, B](dir: String) | |
(map: String => A) | |
(z: B)(reduce: (B, A) => B): ZIO[Blocking, Throwable, B] = | |
for { | |
paths <- listFiles(dir) | |
mapped <- ZIO.foreach(paths) { path => | |
readContents(path).map { contents => | |
map(contents) | |
} | |
} | |
} yield mapped.foldLeft(z)(reduce) | |
def countAllWords(dir: String) = mapReduce(dir)(_.split(' ').size)(0L)(_ + _) | |
} | |
object Step3 { | |
import zio.blocking._ | |
import Step1.{listFiles, readContents} | |
def mapReduce[A, B](dir: String, workers: Int) | |
(map: String => A) | |
(z: B)(reduce: (B, A) => B): ZIO[Blocking, Throwable, B] = | |
for { | |
paths <- listFiles(dir) | |
mapped <- ZIO.foreachParN(workers)(paths) { path => | |
readContents(path).map { contents => | |
map(contents) | |
} | |
} | |
} yield mapped.foldLeft(z)(reduce) | |
def countAllWords(dir: String, workers: Int) = | |
mapReduce(dir, workers)(_.split(' ').size)(0L)(_ + _) | |
} | |
object Step4 { | |
import java.nio.file.Path | |
import zio.blocking._ | |
import Step1.{listFiles, readContents} | |
def createMapWorker[A](inputQueue: Queue[Path], reduceQueue: Queue[A])(map: String => A) = | |
(for { | |
path <- inputQueue.take | |
contents <- readContents(path) | |
a = map(contents) | |
_ <- reduceQueue.offer(a) | |
} yield ()).forever.fork | |
def createReduceWorker[A, B](inputQueue: Queue[A], outputQueue: Queue[B], latest: Ref[B]) | |
(reduce: (B, A) => B) = | |
(for { | |
b <- latest.get | |
a <- inputQueue.take | |
newB = reduce(b, a) | |
_ <- latest.set(newB) | |
_ <- outputQueue.offer(newB) | |
} yield ()).forever.fork | |
def mapReduce[A, B](inputQueue: Queue[Path], reduceQueue: Queue[A], outputQueue: Queue[B], workers: Int) | |
(map: String => A) | |
(z: B)(reduce: (B, A) => B): ZIO[Blocking, Throwable, Unit] = { | |
val mapWorkers = List.fill(workers)(createMapWorker(inputQueue, reduceQueue)(map)) | |
val reduceWorker = | |
for { | |
bRef <- Ref.make(z) | |
fiber <- createReduceWorker(reduceQueue, outputQueue, bRef)(reduce) | |
} yield fiber | |
for { | |
mapFibers <- ZIO.collectAll(mapWorkers) | |
reduceFiber <- reduceWorker | |
_ <- Fiber.joinAll(reduceFiber :: mapFibers) | |
} yield () | |
} | |
def printer(queue: Queue[Long]) = | |
(for { | |
count <- queue.take | |
_ <- UIO(println("Current count: $count")) | |
} yield ()).forever.fork | |
def countAllWords(dir: String, workers: Int) = | |
for { | |
inputQueue <- Queue.bounded[Path](16) | |
reduceQueue <- Queue.bounded[Long](16) | |
outputQueue <- Queue.bounded[Long](16) | |
paths <- listFiles(dir) | |
_ <- inputQueue.offerAll(paths) | |
_ <- mapReduce(inputQueue, reduceQueue, outputQueue, workers)( | |
_.split(' ').size)(0L)(_ + _).fork | |
_ <- printer(outputQueue) | |
} yield () | |
} |
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