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November 9, 2014 11:42
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Karger minimum cut in Scala
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package coursera | |
import scala.io.Source | |
import scala.util.Random | |
object RandomContraction extends App { | |
def readFile(path: String): Map[Int, List[Int]] = { | |
val f = Source.fromFile(path) | |
(f.getLines().flatMap { line => | |
val xs = line.split("\t").map(_.toInt).toList | |
Map(xs.head -> xs.tail) | |
}).toMap | |
} | |
def randomEdge(vertices: Map[Int, List[Int]]): (Int, Int) = { | |
val u = vertices.keys.toList(r.nextInt(vertices.size)) | |
var v = u | |
while (v == u) | |
v = vertices(u)(r.nextInt(vertices(u).length)) | |
(u, v) | |
} | |
// find minimum cut | |
// vts : the graph, abbrv for vertices | |
def randomContract(vts: Map[Int, List[Int]]): Map[Int, List[Int]] = vts.size match { | |
case 2 => vts | |
case _ => { | |
// 1. pick a remaining edge uniformly at random | |
val (u, v) = randomEdge(vts) | |
// 2. contract | |
val uv = vts(u) ++ vts(v) | |
val vts1 = vts + (u -> uv) | |
val vRemovedMaps = vts1(v).map(x => x -> { | |
// we should add `u` as many as 'v' | |
val vNum = vts1(x).filter(_ == v).length | |
vts1(x).filter(_ != v) ++ (for(i <- 0 until vNum) yield u) | |
}) | |
val vts2 = vts1 ++ vRemovedMaps - v | |
// 3. remove self-loops | |
val loopRemovedVertex_u = vts2(u).filter(_ != u) | |
val vts3 = vts2 + (u -> loopRemovedVertex_u) | |
// 3. recursive call | |
randomContract(vts3) | |
} | |
} | |
// you can download this file Here | |
// http://spark-public.s3.amazonaws.com/algo1/programming_prob/kargerMinCut.txt | |
val path = "src/main/scala/coursera/kargerMinCut.txt" | |
val vertices: Map[Int, List[Int]] = readFile(path) | |
val r = new Random() // stochastic simulation due to multiple trials | |
def simulate(trials: Int) = { | |
(for(t <- 0 until trials) yield (randomContract(vertices).toList)(0)._2.length).min | |
} | |
println(simulate(100)) | |
} |
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