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December 14, 2010 15:21
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MapReduce in Scala
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package object mapreduce { | |
import _root_.scala.actors.Futures._ | |
import _root_.scala.collection.SortedMap | |
class Mappable[KEYIN, VALUEIN](mappee: Iterable[(KEYIN, VALUEIN)]) { | |
def mapper[KEYOUT, VALUEOUT](mapper: (KEYIN, VALUEIN) => Iterable[(KEYOUT, VALUEOUT)])(implicit ord: Ordering[KEYOUT]) : Iterable[(KEYOUT, VALUEOUT)] = { | |
mappee.map { case (key, value) => future { mapper(key, value) } }.flatMap { _() } | |
} | |
} | |
implicit def iterable2Mappable[A, B](m: Iterable[(A, B)]) = new Mappable(m) | |
class Reducable[KEYIN, VALUEIN](reducee: Iterable[(KEYIN, VALUEIN)])(implicit ord: Ordering[KEYIN]) { | |
def reducer[KEYOUT, VALUEOUT](reducer: (KEYIN, Iterable[VALUEIN]) => (KEYOUT, VALUEOUT)) : Iterable[(KEYOUT, VALUEOUT)] = { | |
reducee.foldLeft(SortedMap.empty[KEYIN, List[VALUEIN]](ord)) { | |
case (map, (key, value)) => { | |
map + (key -> (value :: map.getOrElse(key, Nil))) | |
} | |
}.map { case (key, values) => future { reducer(key, values) } }.map { _() } | |
} | |
} | |
implicit def iterable2Reducable[A, B](r: Iterable[(A, B)])(implicit ord: Ordering[A]) = new Reducable(r)(ord) | |
} |
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object WordCount { | |
def main(args: Array[String]) { | |
import mapreduce._ | |
import _root_.scala.io.Source | |
def textInputFormat(lines: Iterator[String], offset: Long = 0): Stream[(Long, String)] = { | |
if(lines.hasNext) { | |
val line = lines.next | |
Stream.cons((offset, line), textInputFormat(lines, offset+line.length)) | |
} | |
else { | |
Stream.empty | |
} | |
} | |
val source = Source.fromFile(args(0)) | |
try { | |
textInputFormat(source.getLines).mapper { | |
(offset, str) => { | |
str.split("\\W+").collect { case word if word != "" => (word -> 1) } | |
} | |
}.reducer { | |
(word, counts) => { | |
word -> (counts.sum) | |
} | |
}.foreach { case (key, value) => println("%s: %d".format(key, value)) } | |
} finally { | |
source.close | |
} | |
} | |
} |
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