Created
March 10, 2012 13:31
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Dijkstra using scalding
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import com.twitter.scalding._ | |
class DijkstraJob(args: Args) extends Job(args) { | |
val iteration = args.getOrElse("iteration", "0").toInt | |
Tsv(args("input"), ('node, 'dist, 'adjacent)) | |
.read | |
.flatMap(('node, 'dist, 'adjacent) -> ('node, 'dist, 'adjacent)) { p: (String, Int, String) => | |
val (node, distance, adjacent) = p | |
(node, distance, adjacent) +: adjacent.split(":").map { part: String => | |
(part, distance + 1, "") | |
} | |
}.project(('node, 'dist, 'adjacent)) | |
.groupBy('node) { | |
_.foldLeft(('dist, 'adjacent) -> ('min, 'adjacent))((Int.MaxValue, "")) { (min: (Int, String), current: (Int, String)) => | |
if (min._1 < current._1) | |
(min._1, min._2 + current._2) | |
else | |
(current._1, min._2 + current._2) | |
} | |
}.write(Tsv(args("output"))) | |
.then { pipe : RichPipe => | |
if (iteration > 0) { | |
Tsv(args("temp"), ('tnode, 'tdist, 'tadjacent)) | |
.read | |
.joinWithSmaller('tnode -> 'node, pipe) | |
.groupAll { | |
_.count(('min, 'tdist) -> ('count)) { p: (Int, Int) => | |
val (min, dist) = p | |
min - dist != 0 | |
} | |
} | |
.write(Tsv(args("diff"))) | |
} | |
pipe | |
} | |
override def next: Option[Job] = { | |
val nextArgs = args + ("input", Some(args("output"))) + | |
("temp", Some(args("output"))) + | |
("output", Some(args("temp"))) + | |
("iteration", Some((iteration + 1).toString)) | |
if (iteration > 0) { | |
val diff = Tsv(args("diff")).readAtSubmitter[Int].head | |
if (diff > 0) { | |
Some(clone(nextArgs)) | |
} else { | |
None | |
} | |
} else { | |
Some(clone(nextArgs)) | |
} | |
} | |
} |
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