Also-by: Johan Andrén <johan@markatta.com> Also-by: Roland Kuhn <rk@rkuhn.info> Also-by: Martynas Mickevičius <mmartynas@gmail.com>
82 lines
2.4 KiB
Scala
82 lines
2.4 KiB
Scala
package docs.stream.cookbook
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import akka.NotUsed
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import akka.stream.{ Graph, FlowShape, Inlet, Outlet, Attributes, OverflowStrategy }
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import akka.stream.scaladsl._
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import scala.concurrent.{ Await, Future }
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import scala.concurrent.duration._
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import akka.stream.stage.{ GraphStage, GraphStageLogic }
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class RecipeReduceByKey extends RecipeSpec {
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"Reduce by key recipe" must {
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val MaximumDistinctWords = 1000
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"work with simple word count" in {
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def words = Source(List("hello", "world", "and", "hello", "universe", "akka") ++ List.fill(1000)("rocks!"))
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//#word-count
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val counts: Source[(String, Int), NotUsed] = words
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// split the words into separate streams first
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.groupBy(MaximumDistinctWords, identity)
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// add counting logic to the streams
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.fold(("", 0)) {
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case ((_, count), word) => (word, count + 1)
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}
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// get a stream of word counts
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.mergeSubstreams
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//#word-count
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Await.result(counts.grouped(10).runWith(Sink.head), 3.seconds).toSet should be(Set(
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("hello", 2),
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("world", 1),
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("and", 1),
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("universe", 1),
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("akka", 1),
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("rocks!", 1000)))
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}
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"work generalized" in {
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def words = Source(List("hello", "world", "and", "hello", "universe", "akka") ++ List.fill(1000)("rocks!"))
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//#reduce-by-key-general
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def reduceByKey[In, K, Out](
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maximumGroupSize: Int,
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groupKey: (In) => K,
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foldZero: (K) => Out)(fold: (Out, In) => Out): Flow[In, (K, Out), NotUsed] = {
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Flow[In]
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.groupBy(maximumGroupSize, groupKey)
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.fold(Option.empty[(K, Out)]) {
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case (None, elem) =>
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val key = groupKey(elem)
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Some((key, fold(foldZero(key), elem)))
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case (Some((key, out)), elem) =>
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Some((key, fold(out, elem)))
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}
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.map(_.get)
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.mergeSubstreams
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}
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val wordCounts = words.via(reduceByKey(
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MaximumDistinctWords,
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groupKey = (word: String) => word,
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foldZero = (key: String) => 0)(fold = (count: Int, elem: String) => count + 1))
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//#reduce-by-key-general
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Await.result(wordCounts.grouped(10).runWith(Sink.head), 3.seconds).toSet should be(Set(
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("hello", 2),
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("world", 1),
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("and", 1),
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("universe", 1),
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("akka", 1),
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("rocks!", 1000)))
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}
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}
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}
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