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Parallel foldMonoid with fs2
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object pfm { | |
import cats.implicits._ | |
import cats.kernel.CommutativeMonoid | |
import cats.effect._ | |
import fs2._ | |
import scala.concurrent.ExecutionContext | |
// adapted from https://gist.github.com/djspiewak/3ff2fa10fb6aa6d59b02 | |
def parallelFoldMonoid[F[_]: Effect, A: CommutativeMonoid](n: Int)( | |
input: Stream[F, A])(implicit ec: ExecutionContext): Stream[F, A] = | |
Stream.eval(async.boundedQueue[F, Option[A]](n * n)) flatMap { q => // n * n or whatever limit you want | |
val workers = Stream.range(0, n) map { _ => | |
q.dequeue.unNoneTerminate.foldMonoid | |
.onComplete(Stream.eval_(q.enqueue1(None))) | |
} | |
val driver = input.noneTerminate to q.enqueue | |
workers.join(n).foldMonoid concurrently driver | |
} | |
} |
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object Test { | |
import cats.implicits._ | |
import cats.kernel.CommutativeMonoid | |
import cats.effect._ | |
import fs2._ | |
import scala.concurrent.ExecutionContext | |
// same as parallelFoldMonoid, but with some logging to show the parallelism | |
def loggedParallelFoldMonoid[F[_], A: CommutativeMonoid](n: Int)( | |
input: Stream[F, A])(implicit F: Effect[F], ec: ExecutionContext) = | |
Stream.eval(async.boundedQueue[F, Option[A]](n * n)) flatMap { q => // n * n or whatever limit you want | |
val workers = Stream.range(0, n) map { i => | |
q.dequeue.unNoneTerminate | |
.evalMap(x => F.delay{println(s"$i has dequeued $x using Thread ${Thread.currentThread.getName}"); x}) | |
.foldMonoid | |
.evalMap(x => F.delay {println(s"$i has computed $x using Thread ${Thread.currentThread.getName}"); x}) | |
.onComplete(Stream.eval_(q.enqueue1(None))) | |
} | |
val driver = input.noneTerminate to q.enqueue | |
workers.join(n).foldMonoid concurrently driver | |
} | |
import scala.concurrent.ExecutionContext.Implicits.global | |
def stream = loggedParallelFoldMonoid(3) { | |
Stream.range(1, 20).covary[IO] | |
} | |
def res = stream.runLog.unsafeRunSync | |
// scala > Test.res | |
// 0 has dequeued 1 using Thread ForkJoinPool-1-worker-1 | |
// 2 has dequeued 3 using Thread ForkJoinPool-1-worker-1 | |
// 0 has dequeued 4 using Thread ForkJoinPool-1-worker-13 | |
// 2 has dequeued 5 using Thread ForkJoinPool-1-worker-15 | |
// 0 has dequeued 6 using Thread ForkJoinPool-1-worker-15 | |
// 2 has dequeued 7 using Thread ForkJoinPool-1-worker-5 | |
// 0 has dequeued 8 using Thread ForkJoinPool-1-worker-13 | |
// 2 has dequeued 9 using Thread ForkJoinPool-1-worker-13 | |
// 0 has dequeued 10 using Thread ForkJoinPool-1-worker-13 | |
// 1 has dequeued 2 using Thread ForkJoinPool-1-worker-13 | |
// 2 has dequeued 11 using Thread ForkJoinPool-1-worker-13 | |
// 0 has dequeued 12 using Thread ForkJoinPool-1-worker-5 | |
// 1 has dequeued 13 using Thread ForkJoinPool-1-worker-1 | |
// 2 has dequeued 14 using Thread ForkJoinPool-1-worker-11 | |
// 0 has dequeued 15 using Thread ForkJoinPool-1-worker-7 | |
// 1 has dequeued 16 using Thread ForkJoinPool-1-worker-1 | |
// 2 has dequeued 17 using Thread ForkJoinPool-1-worker-11 | |
// 0 has dequeued 18 using Thread ForkJoinPool-1-worker-15 | |
// 1 has dequeued 19 using Thread ForkJoinPool-1-worker-13 | |
// 2 has computed 66 using Thread ForkJoinPool-1-worker-1 | |
// 0 has computed 74 using Thread ForkJoinPool-1-worker-7 | |
// 1 has computed 50 using Thread ForkJoinPool-1-worker-9 | |
// res0: Vector[Int] = Vector(190) | |
} |
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