epsilon is now calculated
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@ -16,12 +16,12 @@ class HHCSim(
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customers
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.flatMap(checkEmpty)
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.map(Util.formAdjMatrix)
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.tap(_ => logger.debug("Edge matrix: "))
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.tap(logGraph)
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.map(edges => Util.mstUsingPrims(edges))
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.tap(_ => logger.debug("MST: "))
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.tap(logGraph)
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.map(mst => Util.findCentroids(mst))
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.tap(logMST)
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.map(
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e => Util.findCentroids(mst = e._1, epsilon = e._2)
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)
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.tap(logCentroids)
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.tap(logRemovedEdges)
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.map(
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@ -48,16 +48,30 @@ class HHCSim(
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case _ => Right(customers)
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}
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def printGraph(graph: Array[Array[Double]]) = graph.foreach { e =>
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e.foreach { d =>
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print(f"$d%.2f, ")
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}
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println
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}
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def logGraph(it: Either[String, Array[Array[Double]]]): Unit =
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it.map(
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mst => {
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graph => {
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logger.whenDebugEnabled {
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mst.foreach { e =>
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e.foreach { d =>
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print(f"$d%.2f, ")
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}
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println
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}
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println("Graph: ")
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printGraph(graph)
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}
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}
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)
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def logMST(it: Either[String, (Array[Array[Double]], Double)]): Unit =
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it.map(
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t => {
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logger.whenDebugEnabled {
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println(s"Epsilon = ${t._2}")
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println("MST: ")
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printGraph(graph = t._1)
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}
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}
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)
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@ -102,7 +102,8 @@ object Main {
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e.toArray
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}).toArray
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val mst = Util.mstUsingPrims(edges)
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val (mst,eps) = Util.mstUsingPrims(edges)
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println(s"Epsilon: $eps")
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// mst
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// 0, 9 , 0 , 0 , 0
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@ -168,7 +169,7 @@ object Main {
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// 0, 0, 51, 0 , 31
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// 0, 0, 0 , 0 , 0
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val (mst2, centr, removed) = Util.findCentroids(mst)
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val (mst2, centr, removed) = Util.findCentroids(mst, eps)
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// val (centr2, eds2) = Util.findCentroids(edges2)
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println()
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@ -93,7 +93,7 @@ object Util extends LazyLogging {
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def mstUsingPrims[T: ClassTag](
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edges: Array[Array[T]]
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)(implicit num: Numeric[T]): Array[Array[T]] = {
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)(implicit num: Numeric[T]): (Array[Array[T]], T) = {
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val n = edges.length
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val selected: ArrayBuffer[Boolean] = ArrayBuffer.fill(n)(false)
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@ -101,6 +101,8 @@ object Util extends LazyLogging {
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val mst: Array[Array[T]] = Array.ofDim[T](n, n)
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var sum = 0
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for (_ <- 0 until n - 1) {
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var min = 999999
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var x = 0
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@ -121,10 +123,10 @@ object Util extends LazyLogging {
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// println(s"Edge selected $x - $y : ${edges(x)(y)}")
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mst(x)(y) = edges(x)(y)
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mst(y)(x) = edges(x)(y)
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sum += num.toInt(edges(x)(y))
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selected(y) = true
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}
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mst
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(mst, num.fromInt(sum / n))
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}
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def findClusters[T](
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@ -166,7 +168,8 @@ object Util extends LazyLogging {
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}
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def findCentroids[T](
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mst: Array[Array[T]]
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mst: Array[Array[T]],
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epsilon: T
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)(
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implicit ev: Numeric[T]
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): (Array[Array[T]], IndexedSeq[Int], IndexedSeq[(Int, Int, T)]) = {
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@ -175,7 +178,7 @@ object Util extends LazyLogging {
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val removed: ArrayBuffer[(Int, Int, T)] = ArrayBuffer.empty
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for (i <- 0 until n) {
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for (j <- 0 until n) {
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if (ev.gt(mst(i)(j), ev.fromInt(20)) && mst(i)(j) != 0) {
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if (ev.gt(mst(i)(j), epsilon) && mst(i)(j) != 0) {
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// println(s" $i $j = ${mst(i)(j)}")
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centroids += i
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centroids += j
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