Naive clustering
parent
1728aea5c8
commit
d34bc54770
GPG Key ID:
3E5F9B3ABD3FDB60
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package org.mimirdb.pip.lib
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trait Distance[I]
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{
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val min: I
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val max: I
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def pointToPoint(a: Array[I], b: Array[I]): Double
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def pointToPlane(a: Array[I], b: I, dim: Int): Double
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}
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@ -0,0 +1,129 @@
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package org.mimirdb.pip.lib
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import scala.collection.mutable
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import scala.collection.mutable.PriorityQueue
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object HierarchicalClustering
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{
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def naive[I, V](elements: IndexedSeq[(Array[I], V)], measure: Distance[I]): Cluster[I, V] =
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{
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def distance(i: Int, cmp: Iterable[Int]): Double =
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cmp.map { j =>
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if(i == j){ 0.0 }
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else { measure.pointToPoint(elements(i)._1, elements(j)._1) }
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}.sum
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assert(!elements.isEmpty)
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if(elements.size == 1){
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Singleton(elements.head._1, elements.head._2)
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} else {
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val all = (0 until elements.size)
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val (furthestIdx, furthestDistance) =
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(0 until elements.size)
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.map { i => i -> distance(i, all) }
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.maxBy { _._2 }
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val left =
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mutable.Set(all.filterNot { _ == furthestIdx }:_*)
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val right =
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mutable.Set[Int](furthestIdx)
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var done = false
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while(left.size > 1 && !done){
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val (bestMoveCandidate, bestMoveScore) =
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left.toSeq
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.map { i =>
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val leftScore =
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(1.0 / (left.size - 1)) * distance(i, left)
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val rightScore =
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(1.0 / right.size) * distance(i, right)
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i -> (leftScore - rightScore)
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}
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.maxBy { _._2 }
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if(bestMoveScore <= 0) { done = true }
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else {
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left -= bestMoveCandidate
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right += bestMoveCandidate
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}
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}
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Group(
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Array(
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naive(left.toIndexedSeq.map { elements(_) }, measure),
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naive(right.toIndexedSeq.map { elements(_) }, measure),
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),
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radius = furthestDistance,
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size = elements.size,
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)
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}
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}
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class ClusterIterator[I, V](root: Cluster[I, V])
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extends Iterator[Cluster[I, V]]
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{
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val queue = PriorityQueue(root)(new Ordering[Cluster[I, V]]{
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def compare(a: Cluster[I, V], b: Cluster[I, V]) =
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Ordering[Double].compare(a.radius, b.radius)
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})
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def hasNext: Boolean = !queue.isEmpty
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def next(): Cluster[I, V] =
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{
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val ret = queue.dequeue()
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ret.children.foreach { queue.enqueue(_) }
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return ret
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}
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}
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trait Cluster[I, V]
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{
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def radius: Double
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def render(firstPrefix: String, restPrefix: String): String
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def size: Int
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def children: Array[Cluster[I, V]]
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def orderedIterator = new ClusterIterator(this)
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def elements: Iterator[Singleton[I, V]]
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def threshold(cutoff: Double): Iterator[Cluster[I, V]] =
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{
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if(radius > cutoff){
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children.iterator.flatMap { _.threshold(cutoff) }
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} else {
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Seq(this).iterator
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}
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}
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override def toString(): String = render("", "")
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}
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case class Group[I, V](children: Array[Cluster[I,V]], radius: Double, size: Int) extends Cluster[I, V]
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{
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def render(firstPrefix: String, restPrefix: String): String =
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{
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firstPrefix + s"- [$radius]\n" +
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children.zipWithIndex.map { case (child, idx) =>
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child.render(restPrefix + " +-",
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if(idx == children.size - 1){
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restPrefix + " "
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} else {
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restPrefix + " | "
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}
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)
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}.mkString("\n")
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}
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def elements: Iterator[Singleton[I, V]] =
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children.iterator.flatMap { _.elements }
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}
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case class Singleton[I, V](position: Array[I], value: V) extends Cluster[I, V]
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{
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def radius = 0.0
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def size = 1
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def children = Array()
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def render(firstPrefix: String, restPrefix: String): String =
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firstPrefix + " <" + position.mkString(", ") + s"> -> $value"
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def elements: Iterator[Singleton[I, V]] =
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Some(this).iterator
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}
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}
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@ -1,14 +1,6 @@
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package org.mimirdb.pip.lib
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import scala.reflect.ClassTag
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trait KDDistance[I]
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{
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val min: I
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val max: I
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def pointToPoint(a: Array[I], b: Array[I]): Double
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def pointToPlane(a: Array[I], b: I, dim: Int): Double
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}
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class KDTree[I: Ordering, V](dimensions: Int)(implicit iTag: ClassTag[I])
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{
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type Key = Array[I]
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@ -48,7 +40,7 @@ class KDTree[I: Ordering, V](dimensions: Int)(implicit iTag: ClassTag[I])
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}
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}
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def nearest(position: Key, measure: KDDistance[I]): (Key, V) =
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def nearest(position: Key, measure: Distance[I]): (Key, V) =
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{
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val (found, _) =
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root.get.nearest(
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@ -94,7 +86,7 @@ class KDTree[I: Ordering, V](dimensions: Int)(implicit iTag: ClassTag[I])
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def insert(position: Key, value: V): Node
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def insertAll(elements: Seq[(Key, V)]): Node
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def remove(position: Key): (Option[Node], Option[V])
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def nearest(position: Key, measure: KDDistance[I], best: Option[(Leaf, Double)]): (Leaf, Double)
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def nearest(position: Key, measure: Distance[I], best: Option[(Leaf, Double)]): (Leaf, Double)
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def depth(): Int
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def toString(firstPrefix: String, restPrefix: String): String
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}
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@ -163,7 +155,7 @@ class KDTree[I: Ordering, V](dimensions: Int)(implicit iTag: ClassTag[I])
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}
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}
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}
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def nearest(position: Key, measure: KDDistance[I], best: Option[(Leaf, Double)]): (Leaf, Double) =
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def nearest(position: Key, measure: Distance[I], best: Option[(Leaf, Double)]): (Leaf, Double) =
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{
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val (near, far) =
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if(Ordering[I].compare(position(dim), split) >= 0){
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@ -242,7 +234,7 @@ class KDTree[I: Ordering, V](dimensions: Int)(implicit iTag: ClassTag[I])
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return (Some(this), None)
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}
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}
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def nearest(position: Key, measure: KDDistance[I], best: Option[(Leaf, Double)]): (Leaf, Double) =
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def nearest(position: Key, measure: Distance[I], best: Option[(Leaf, Double)]): (Leaf, Double) =
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{
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val distance = measure.pointToPoint(position, this.position)
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best match {
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@ -0,0 +1,79 @@
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package org.mimirdb.pip.lib
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import org.scalatest.flatspec.AnyFlatSpec
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import TestData._
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import org.mimirdb.pip.distribution.Discretized
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class HierarchicalClusteringTests extends AnyFlatSpec {
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def testRadii(cluster: HierarchicalClustering.Cluster[Double, Int], parentRadius: Double): Unit =
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{
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cluster match {
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case _:HierarchicalClustering.Singleton[Double, Int] => ()
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case g:HierarchicalClustering.Group[Double, Int] =>
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{
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assert(g.radius <= parentRadius)
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g.children.foreach { testRadii(_, g.radius) }
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}
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}
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}
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"Naive Clustering" should "be correct" in {
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val clusters =
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Time("Naive Cluster"){
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HierarchicalClustering.naive(
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TEST_POINTS.toIndexedSeq.zipWithIndex,
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Measure
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)
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}
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testRadii(clusters, Double.PositiveInfinity)
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var lastRadius = Double.PositiveInfinity
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for( (c, i) <- clusters.orderedIterator.zipWithIndex)
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{
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assert(c.radius <= lastRadius)
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lastRadius = c.radius
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}
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// println(
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// Scatterplot(clusters.orderedIterator.collect {
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// case c if c.radius > 0 =>
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// {
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// val centroid =
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// positionToBins(
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// Measure.centroid(c.elements.map { _.position }.toSeq)
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// )
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// val divergence =
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// c.elements.map { e =>
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// val bins = positionToBins(e.position)
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// Discretized.klDivergence(bins, centroid)
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// }.max
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// println(s"${c.radius}, $divergence")
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// (c.radius, divergence)
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// }
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// }.toSeq
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// )
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// )
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// println(
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// Scatterplot(clusters.threshold(0.3).collect {
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// case c if c.radius > 0 =>
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// {
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// val centroid =
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// positionToBins(
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// Measure.centroid(c.elements.map { _.position }.toSeq)
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// )
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// val divergence =
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// c.elements.map { e =>
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// val bins = positionToBins(e.position)
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// Discretized.klDivergence(bins, centroid)
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// }.max
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// println(s"${c.radius}, $divergence")
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// (c.radius, divergence)
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// }
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// }.toSeq
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// )
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// )
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// println(clusters)
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}
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}
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@ -1,158 +1,10 @@
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package org.mimirdb.pip.lib
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import org.scalatest.flatspec.AnyFlatSpec
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import TestData._
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class KDTreeTests extends AnyFlatSpec {
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val DIMENSIONS = 10
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type Tree = KDTree[Double, Int]
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object Measure extends KDDistance[Double]
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{
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val min = 0.0
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val max = 1.0
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def pointToPoint(a: Array[Double], b: Array[Double]): Double =
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{
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// Manhattan
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// a.zip(b).map { case (a, b) => Math.abs(a - b) }.sum
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// Euclidean
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Math.sqrt(
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a.zip(b).map { case (a, b) => Math.pow(Math.abs(a - b), 2) }.sum
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)
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}
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def pointToPlane(a: Array[Double], b: Double, dim: Int): Double =
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{
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Math.abs(a(dim) - b)
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}
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}
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// from random import random
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// print("\n".join(
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// "Array(" + ", ".join(normalized)+"),"
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// for i in range(100)
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// for row in [ [random() for j in range(10)] ]
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// for row_tot in [ sum(row) ]
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// for normalized in [ [ str(j / row_tot) for j in row ] ]
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// ))
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val TEST_POINTS = Seq(
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Array(0.02786369384379577, 0.2135647897466291, 0.11666002519724866, 0.16060600994096885, 0.1881947749642125, 0.06403963097044776, 0.1568800096393837, 0.008981488712747435, 0.03297208945761692, 0.030237487526949314),
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Array(0.16075003689412376, 0.15606698494069582, 0.16987815773456, 0.026862140241724158, 0.072614915707935, 0.18032312339045223, 0.019560722743463082, 0.012569542805068614, 0.11910516750709621, 0.08226920803488132),
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Array(0.17968588526797769, 0.034774845334380695, 0.1035055839973817, 0.1767062943179949, 0.10444261644493995, 0.09581453253635883, 0.12469490440947303, 0.019050600283866344, 0.060640468089698196, 0.10068426931792872),
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Array(0.054469864839301774, 0.15977197188406447, 0.05522890760609085, 0.14660316269034734, 0.12534406923791186, 0.03281310796715435, 0.02623648065320645, 0.12556136154727013, 0.15822772301042895, 0.11574335056422387),
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Array(0.036597335767986953, 0.06980192128780272, 0.20613728928706976, 0.13349734163305085, 0.08570545470184154, 0.16198326683513503, 0.03416408769409085, 0.011102285434559944, 0.06722279284149091, 0.19378822451697142),
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Array(0.014696065601550116, 0.08076142961134138, 0.17497911095843408, 0.16999633242830414, 0.03714803751862688, 0.1655275169641564, 0.05210590264424636, 0.030203608779210134, 0.13995137099241034, 0.13463062450172023),
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Array(0.09544182650487694, 0.12304472947862866, 0.06700532112081119, 0.09335611140516697, 0.05852684038662141, 0.15129577402652522, 0.005101140939778661, 0.13113776195353483, 0.16922048978853085, 0.10587000439552527),
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Array(0.09841302725336286, 0.004609906162025474, 0.0020254613404004705, 0.099335706548862, 0.19778223934417596, 0.13103099367880117, 0.020242231414964507, 0.09104737013055085, 0.24827107780267862, 0.10724198632417814),
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Array(0.10053434124679797, 0.09690053663156127, 0.016961064845680825, 0.1284012417040199, 0.07593036730094833, 0.03718316159082512, 0.27539117548986564, 0.07420006124257486, 0.08454724028355125, 0.10995080966417474),
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Array(0.14553640850413638, 0.022947418483945308, 0.13935357739008655, 0.10806158990354552, 0.03738831867137737, 0.1524217388990238, 0.08170769648381157, 0.11438558584127417, 0.07053737377098514, 0.1276602920518141),
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Array(0.13905750256508295, 0.06026839869850839, 0.14362824977673022, 0.08286464616062053, 0.043771751931986944, 0.16495463319563128, 0.05412684077454717, 0.001291793672741278, 0.15791801612536574, 0.15211816709878545),
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Array(0.03450571178106437, 0.14910161747541997, 0.20936934065843624, 0.02070157037201108, 0.1756759095703582, 0.08506914704162599, 0.15409531889595104, 0.004045881843195852, 0.09210520768839635, 0.07533029467354076),
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Array(0.2057234435786517, 0.10493719048149984, 0.020287338472567362, 0.20254672365888846, 0.028375418482746502, 0.01625435048306782, 0.14894698664688855, 0.20213846581757053, 0.03591455506722132, 0.03487552731089792),
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Array(0.06596983800464223, 0.05574212028918465, 0.14620125059558675, 0.05085120836064347, 0.15319423683346958, 0.12287030952445653, 0.04263171652560145, 0.09451250962985222, 0.15044704185459362, 0.1175797683819695),
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Array(0.18555377385749874, 0.07871307216511918, 0.15499599602862116, 0.1358584464428079, 0.060900665316316674, 0.09300938609128262, 0.1317806141718268, 0.08414074629373457, 0.03520282582526993, 0.039844473807522374),
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Array(0.14833652803655697, 0.05918767983340056, 0.17614058216936196, 0.11664356250084375, 0.02377138706047284, 0.05986212068247505, 0.06472307371490708, 0.18239528252523526, 0.004068441917034033, 0.16487134155971256),
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Array(0.08235276489612064, 0.10738346146426181, 0.21608377210555152, 0.17469183114182013, 0.105590268615304, 0.10751562144898245, 0.0032152082193963667, 0.0706292192391151, 0.043298004240022135, 0.08923984862942576),
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Array(0.10826799993848797, 0.03406112185025378, 0.10336881344936165, 0.18260565533775105, 0.14081818689739342, 0.02407061707107449, 0.0959948555290124, 0.12232632842609834, 0.1850108304024592, 0.0034755910981077477),
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Array(0.05256010963695636, 0.019164389480340625, 0.1127586018343423, 0.13136201930184083, 0.11227176484238988, 0.16928642657767784, 0.2204302839102031, 0.06404268034494189, 0.009416095747722201, 0.10870762832358485),
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Array(0.15954630727312244, 0.1916376979674094, 0.050378024749961677, 0.027356529819862578, 0.09989300492655918, 0.05340800601232893, 0.04646402819832021, 0.02768228194399227, 0.15448831033308144, 0.1891458087753619),
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Array(0.019200457769131485, 0.1378188474418964, 0.09384242345414984, 0.07951286357790391, 0.07556775333478064, 0.11200594535143274, 0.16501526319239118, 0.0448964581181867, 0.15480810624984326, 0.11733188151028393),
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Array(0.05206307179258512, 0.07055277248158913, 0.08428035122336934, 0.02917298975957042, 0.009695474765426227, 0.1611917483375634, 0.0710332933784978, 0.1743145539140939, 0.17579315105180218, 0.1719025932955026),
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Array(0.08445391973896008, 0.11651733184025334, 0.03511139009625676, 0.027928506021393452, 0.15396570613761867, 0.053631895244169545, 0.015542676077573613, 0.1182971185981754, 0.2272023118283988, 0.16734914441720045),
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Array(0.13930886603994833, 0.0014655710328042983, 0.1972830924367536, 0.054212838876357715, 0.16334652564534255, 0.04378019741714191, 0.1937464410874603, 0.001520443744550877, 0.08040206888269434, 0.124933954836946),
|
||||
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|
||||
Array(0.14870213069734303, 0.16705476117167162, 0.050864827435860155, 0.17029113854684527, 0.13547987517179494, 0.017422927951837527, 0.004147161243030273, 0.1483140185384386, 0.14604330222833023, 0.011679857014848218),
|
||||
Array(0.08992489387572739, 0.10518820408279016, 0.07312023884891752, 0.014449732818078313, 0.05075759011625807, 0.08390089421392577, 0.21442543374895132, 0.1127530473157631, 0.01838619941558753, 0.23709376556400089),
|
||||
Array(0.05685013365480455, 0.12323587951459787, 0.1385773832788023, 0.08673781720966815, 0.0472449947192977, 0.1213310020696927, 0.10356254661000977, 0.10036077345290412, 0.11919967363196823, 0.10289979585825443),
|
||||
Array(0.06210250850199482, 0.07394139633169498, 0.11347634992174827, 0.17509649537205516, 0.02603702022320766, 0.06454778194484233, 0.2009116520031418, 0.04134136491143604, 0.14825132903901547, 0.09429410175086352),
|
||||
)
|
||||
|
||||
val TEST_QUERIES = Seq(
|
||||
Array(0.09435371769303323, 0.1233102182440501, 0.035230203246711805, 0.14140749901031638, 0.06014744372531397, 0.0870518687946835, 0.13321966573485866, 0.04078493433809051, 0.12734968037671182, 0.15714476883623013),
|
||||
Array(0.17694310947774938, 0.17566273907454327, 0.04360988797718458, 0.03794594810984841, 0.07369866424191941, 0.061032184207235565, 0.0698539188324209, 0.1553009185894869, 0.041301383797290085, 0.16465124569232142),
|
||||
Array(0.05279511148513846, 0.05601157286831524, 0.14154814872259058, 0.10430107627142228, 0.15002313340757642, 0.06950414061236984, 0.11364641810832642, 0.12601144806948125, 0.0783011297392839, 0.10785782071549557),
|
||||
Array(0.1065115083401876, 0.17946469555540942, 0.03405652390742008, 0.1247966973583643, 0.18874236837731603, 0.12074782714672913, 0.0026503278103620063, 0.0519239521363894, 0.18352257373704428, 0.007583525630777577),
|
||||
Array(0.03667987113643319, 0.09009103953860809, 0.12088138476553231, 0.12088562286925937, 0.1264710071620609, 0.12832491899952636, 0.12412938396670012, 0.14543954572768858, 0.017121037654405494, 0.08997618817978538),
|
||||
Array(0.11157574921223326, 0.1919526862470603, 0.024086150217414424, 0.09159246885001404, 0.05265214855351364, 0.07075989738816084, 0.1399382629458219, 0.19541514307445249, 0.01929324251064926, 0.10273425100067997),
|
||||
Array(0.05969795877369263, 0.20241316322980035, 0.0638817532580585, 0.04689840818476116, 0.06803745210991967, 0.2334322835172291, 0.17343454057411228, 0.12209764056482299, 0.002864067981462762, 0.02724273180614056),
|
||||
Array(0.18839893622558046, 0.10620457231911698, 0.1292661879605831, 0.07176892412623401, 0.12387960260043697, 0.032602352038677444, 0.07875294484104155, 0.10347908925014886, 0.06552736954166116, 0.10012002109651934),
|
||||
Array(0.17025233466774073, 0.11121705371426796, 0.1556308914180297, 0.17664557463788913, 0.011031067141640242, 0.04954155612013968, 0.06614698282241012, 0.03981079415920263, 0.17042516269440885, 0.04929858262427107),
|
||||
Array(0.18831499479266145, 0.04636745966774445, 0.0018217837546960797, 0.1915066571154377, 0.07135828610276607, 0.14086006010078103, 0.051910285700104544, 0.07177581221219843, 0.18672258527455976, 0.0493620752790506),
|
||||
)
|
||||
|
||||
|
||||
"The KD Tree" should "be correct" in {
|
||||
val tree = new KDTree[Double, Int](DIMENSIONS)
|
||||
|
||||
|
|
|
|||
|
|
@ -0,0 +1,44 @@
|
|||
package org.mimirdb.pip.lib
|
||||
|
||||
object Scatterplot
|
||||
{
|
||||
def apply(elems: Iterable[(Double, Double)],
|
||||
width: Int = 80,
|
||||
height: Int = 40
|
||||
): String =
|
||||
{
|
||||
val buffer =
|
||||
Array.fill(height){ Array.fill(width)(" ") }
|
||||
|
||||
val minX = Math.min(elems.map { _._1 }.min, 0)
|
||||
val maxX = Math.max(elems.map { _._1 }.max, 0)
|
||||
val offsetX = maxX - minX
|
||||
|
||||
val minY = Math.min(elems.map { _._2 }.min, 0)
|
||||
val maxY = Math.max(elems.map { _._2 }.max, 0)
|
||||
val offsetY = maxY - minY
|
||||
|
||||
def xToScreen(x: Double): Int =
|
||||
((x - minX) / offsetX * (width-1)).toInt
|
||||
def yToScreen(y: Double): Int =
|
||||
((y - minY) / offsetY * (height-1)).toInt
|
||||
|
||||
val x0 = xToScreen(0.0)
|
||||
for( y <- 0 until height )
|
||||
{
|
||||
buffer(y)(x0) = "|"
|
||||
}
|
||||
val y0 = yToScreen(0.0)
|
||||
for( x <- 0 until width )
|
||||
{
|
||||
buffer(y0)(x) = "-"
|
||||
}
|
||||
buffer(y0)(x0) = "+"
|
||||
|
||||
for( (x, y) <- elems ){
|
||||
buffer(yToScreen(y))(xToScreen(x)) = "*"
|
||||
}
|
||||
|
||||
return buffer.reverse.map { _.mkString }.mkString("\n")
|
||||
}
|
||||
}
|
||||
|
|
@ -0,0 +1,168 @@
|
|||
package org.mimirdb.pip.lib
|
||||
import org.mimirdb.pip.distribution.Discretized
|
||||
|
||||
object TestData
|
||||
{
|
||||
|
||||
val DIMENSIONS = 10
|
||||
val BIN_SIZE = 1.0 / DIMENSIONS
|
||||
|
||||
def positionToBins(position: Array[Double]): Seq[Discretized.Bin] =
|
||||
{
|
||||
position.zipWithIndex.map { case (b, i) =>
|
||||
Discretized.Bin(i * BIN_SIZE, (i+1) * BIN_SIZE, b)
|
||||
}.toSeq
|
||||
}
|
||||
|
||||
object Measure extends Distance[Double]
|
||||
{
|
||||
val min = 0.0
|
||||
val max = 1.0
|
||||
def pointToPoint(a: Array[Double], b: Array[Double]): Double =
|
||||
{
|
||||
// Manhattan
|
||||
a.zip(b).map { case (a, b) => Math.abs(a - b) }.sum
|
||||
|
||||
// Euclidean
|
||||
// Math.sqrt(
|
||||
// a.zip(b).map { case (a, b) => Math.pow(Math.abs(a - b), 2) }.sum
|
||||
// )
|
||||
}
|
||||
def pointToPlane(a: Array[Double], b: Double, dim: Int): Double =
|
||||
{
|
||||
Math.abs(a(dim) - b)
|
||||
}
|
||||
def centroid(a: Seq[Array[Double]]): Array[Double] =
|
||||
{
|
||||
(0 until DIMENSIONS)
|
||||
.map { i => a.map { _(i) }.sum / a.size }
|
||||
.toArray
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
// from random import random
|
||||
// print("\n".join(
|
||||
// "Array(" + ", ".join(normalized)+"),"
|
||||
// for i in range(100)
|
||||
// for row in [ [random() for j in range(10)] ]
|
||||
// for row_tot in [ sum(row) ]
|
||||
// for normalized in [ [ str(j / row_tot) for j in row ] ]
|
||||
// ))
|
||||
|
||||
val TEST_POINTS = Seq(
|
||||
Array(0.02786369384379577, 0.2135647897466291, 0.11666002519724866, 0.16060600994096885, 0.1881947749642125, 0.06403963097044776, 0.1568800096393837, 0.008981488712747435, 0.03297208945761692, 0.030237487526949314),
|
||||
Array(0.16075003689412376, 0.15606698494069582, 0.16987815773456, 0.026862140241724158, 0.072614915707935, 0.18032312339045223, 0.019560722743463082, 0.012569542805068614, 0.11910516750709621, 0.08226920803488132),
|
||||
Array(0.17968588526797769, 0.034774845334380695, 0.1035055839973817, 0.1767062943179949, 0.10444261644493995, 0.09581453253635883, 0.12469490440947303, 0.019050600283866344, 0.060640468089698196, 0.10068426931792872),
|
||||
Array(0.054469864839301774, 0.15977197188406447, 0.05522890760609085, 0.14660316269034734, 0.12534406923791186, 0.03281310796715435, 0.02623648065320645, 0.12556136154727013, 0.15822772301042895, 0.11574335056422387),
|
||||
Array(0.036597335767986953, 0.06980192128780272, 0.20613728928706976, 0.13349734163305085, 0.08570545470184154, 0.16198326683513503, 0.03416408769409085, 0.011102285434559944, 0.06722279284149091, 0.19378822451697142),
|
||||
Array(0.014696065601550116, 0.08076142961134138, 0.17497911095843408, 0.16999633242830414, 0.03714803751862688, 0.1655275169641564, 0.05210590264424636, 0.030203608779210134, 0.13995137099241034, 0.13463062450172023),
|
||||
Array(0.09544182650487694, 0.12304472947862866, 0.06700532112081119, 0.09335611140516697, 0.05852684038662141, 0.15129577402652522, 0.005101140939778661, 0.13113776195353483, 0.16922048978853085, 0.10587000439552527),
|
||||
Array(0.09841302725336286, 0.004609906162025474, 0.0020254613404004705, 0.099335706548862, 0.19778223934417596, 0.13103099367880117, 0.020242231414964507, 0.09104737013055085, 0.24827107780267862, 0.10724198632417814),
|
||||
Array(0.10053434124679797, 0.09690053663156127, 0.016961064845680825, 0.1284012417040199, 0.07593036730094833, 0.03718316159082512, 0.27539117548986564, 0.07420006124257486, 0.08454724028355125, 0.10995080966417474),
|
||||
Array(0.14553640850413638, 0.022947418483945308, 0.13935357739008655, 0.10806158990354552, 0.03738831867137737, 0.1524217388990238, 0.08170769648381157, 0.11438558584127417, 0.07053737377098514, 0.1276602920518141),
|
||||
Array(0.13905750256508295, 0.06026839869850839, 0.14362824977673022, 0.08286464616062053, 0.043771751931986944, 0.16495463319563128, 0.05412684077454717, 0.001291793672741278, 0.15791801612536574, 0.15211816709878545),
|
||||
Array(0.03450571178106437, 0.14910161747541997, 0.20936934065843624, 0.02070157037201108, 0.1756759095703582, 0.08506914704162599, 0.15409531889595104, 0.004045881843195852, 0.09210520768839635, 0.07533029467354076),
|
||||
Array(0.2057234435786517, 0.10493719048149984, 0.020287338472567362, 0.20254672365888846, 0.028375418482746502, 0.01625435048306782, 0.14894698664688855, 0.20213846581757053, 0.03591455506722132, 0.03487552731089792),
|
||||
Array(0.06596983800464223, 0.05574212028918465, 0.14620125059558675, 0.05085120836064347, 0.15319423683346958, 0.12287030952445653, 0.04263171652560145, 0.09451250962985222, 0.15044704185459362, 0.1175797683819695),
|
||||
Array(0.18555377385749874, 0.07871307216511918, 0.15499599602862116, 0.1358584464428079, 0.060900665316316674, 0.09300938609128262, 0.1317806141718268, 0.08414074629373457, 0.03520282582526993, 0.039844473807522374),
|
||||
Array(0.14833652803655697, 0.05918767983340056, 0.17614058216936196, 0.11664356250084375, 0.02377138706047284, 0.05986212068247505, 0.06472307371490708, 0.18239528252523526, 0.004068441917034033, 0.16487134155971256),
|
||||
Array(0.08235276489612064, 0.10738346146426181, 0.21608377210555152, 0.17469183114182013, 0.105590268615304, 0.10751562144898245, 0.0032152082193963667, 0.0706292192391151, 0.043298004240022135, 0.08923984862942576),
|
||||
Array(0.10826799993848797, 0.03406112185025378, 0.10336881344936165, 0.18260565533775105, 0.14081818689739342, 0.02407061707107449, 0.0959948555290124, 0.12232632842609834, 0.1850108304024592, 0.0034755910981077477),
|
||||
Array(0.05256010963695636, 0.019164389480340625, 0.1127586018343423, 0.13136201930184083, 0.11227176484238988, 0.16928642657767784, 0.2204302839102031, 0.06404268034494189, 0.009416095747722201, 0.10870762832358485),
|
||||
Array(0.15954630727312244, 0.1916376979674094, 0.050378024749961677, 0.027356529819862578, 0.09989300492655918, 0.05340800601232893, 0.04646402819832021, 0.02768228194399227, 0.15448831033308144, 0.1891458087753619),
|
||||
Array(0.019200457769131485, 0.1378188474418964, 0.09384242345414984, 0.07951286357790391, 0.07556775333478064, 0.11200594535143274, 0.16501526319239118, 0.0448964581181867, 0.15480810624984326, 0.11733188151028393),
|
||||
Array(0.05206307179258512, 0.07055277248158913, 0.08428035122336934, 0.02917298975957042, 0.009695474765426227, 0.1611917483375634, 0.0710332933784978, 0.1743145539140939, 0.17579315105180218, 0.1719025932955026),
|
||||
Array(0.08445391973896008, 0.11651733184025334, 0.03511139009625676, 0.027928506021393452, 0.15396570613761867, 0.053631895244169545, 0.015542676077573613, 0.1182971185981754, 0.2272023118283988, 0.16734914441720045),
|
||||
Array(0.13930886603994833, 0.0014655710328042983, 0.1972830924367536, 0.054212838876357715, 0.16334652564534255, 0.04378019741714191, 0.1937464410874603, 0.001520443744550877, 0.08040206888269434, 0.124933954836946),
|
||||
Array(0.001501069391163595, 0.11912933962270829, 0.1139100036368197, 0.1697588821026031, 0.2002010249473232, 0.011009229447535176, 0.07085825240084082, 0.06118818225252381, 0.11645801786380054, 0.13598599833468167),
|
||||
Array(0.11198651380073302, 0.07016838904931964, 0.10501991622186009, 0.17093428610316377, 0.14139783951894258, 0.1359566584991451, 0.024403446712022783, 0.06283315341496183, 0.07431085312299472, 0.10298894355685662),
|
||||
Array(0.02674983175823556, 0.14102838319019134, 0.07471775101084588, 0.100662073794369, 0.1249608784899519, 0.01168085763966831, 0.10895479478392615, 0.14700798084213076, 0.08822437146565835, 0.17601307702502278),
|
||||
Array(0.07282509184093233, 0.16462082249063442, 0.011944597581792534, 0.05869211153850399, 0.17837675679678575, 0.14137448988829124, 0.03625761144310586, 0.20002926104446406, 0.11505874611373491, 0.020820511261754937),
|
||||
Array(0.07312467632109246, 0.07131405646070389, 0.05364984326304017, 0.1275885897183236, 0.15203832211005996, 0.14688485553287495, 0.053414244252040104, 0.11218171860255759, 0.10747214301281464, 0.10233155072649258),
|
||||
Array(0.052264907847167585, 0.13996869391737796, 0.1237850202151384, 0.15548961890806612, 0.039113931956737576, 0.12313879212039727, 0.10013984076208021, 0.02443537013724052, 0.1982285126031362, 0.04343531153265826),
|
||||
Array(0.060913521771762354, 0.10986915923669321, 0.1634626908013808, 0.06175139118263744, 0.04459449533029302, 0.08455861393061977, 0.009479421364473285, 0.05025890017186922, 0.21439085061081703, 0.20072095559945394),
|
||||
Array(0.015217540126475011, 0.1517449337660542, 0.14459441588156344, 0.14173612515367662, 0.04711350556716002, 0.024059517089045322, 0.23635518579554576, 0.1487064632659587, 0.015194521500470206, 0.07527779185405052),
|
||||
Array(0.05745323442281053, 0.17324336310424626, 0.1878853267088442, 0.06831265890243099, 0.09304489444215407, 0.030537555722050774, 0.1862273749084694, 0.07137934514175667, 0.12119313329031117, 0.01072311335692596),
|
||||
Array(0.08860513632762504, 0.04173430420618502, 0.16594185265286898, 0.11766022206961535, 0.16943251635941364, 0.09213380182191239, 0.0835760598725975, 0.05035706965912134, 0.018786463035932434, 0.17177257399472837),
|
||||
Array(0.0895669672527639, 0.032415022388931986, 0.14551951973176522, 0.03414782270970075, 0.10021140103430214, 0.09915006195274664, 0.12865709512186582, 0.15134017300691519, 0.10353937487222276, 0.1154525619287855),
|
||||
Array(0.03442521286270366, 0.06035874299364749, 0.2437951665921442, 0.043501578124571484, 0.0626675613469455, 1.9433901486353943e-06, 0.09810751486613992, 0.13263672018606582, 0.1872474160869221, 0.13725814355071117),
|
||||
Array(0.05745233251260445, 0.056509977834535624, 0.028561488118698523, 0.061159065978089434, 0.23159729489044467, 0.08024399331098168, 0.23839854038499997, 0.07219252165186028, 0.060291594577759254, 0.1135931907400262),
|
||||
Array(0.006545298567172542, 0.012024749274310546, 0.1981070785543689, 0.010983495021697626, 0.17095342603363287, 0.15511216552845877, 0.20061590070833488, 0.16898316302017716, 0.014957858914186684, 0.06171686437765987),
|
||||
Array(0.112452632250053, 0.0873577911566027, 0.09808604910468359, 0.11268407968923635, 0.028850384504150794, 0.22762058873094965, 0.044980420796501885, 0.2328021417794967, 3.159367582590486e-05, 0.05513431831249941),
|
||||
Array(0.1370870974799079, 0.1567295881948363, 0.045537507740712004, 0.1408988907940065, 0.08538191870740057, 0.02688394461781232, 0.10178178483134608, 0.018535253815448512, 0.061416252984871106, 0.22574776083365886),
|
||||
Array(0.0828723419576967, 0.09456812652251853, 0.087599663117369, 0.06940196305570533, 0.15814054917175766, 0.08649935758047966, 0.1511194981586785, 0.030327479239717826, 0.030069969120044247, 0.20940105207603266),
|
||||
Array(0.14762781614886256, 0.04023623467374839, 0.1748064132090026, 0.0026407953142249434, 0.0015271528530661253, 0.15465689623253037, 0.07383003179295365, 0.1908504597043735, 0.1350662560688042, 0.0787579440024339),
|
||||
Array(0.11882225305025361, 0.05836498159445185, 0.007323881155458715, 0.11200456710077376, 0.04877839292261081, 0.17700695269172076, 0.05125787050557799, 0.1245864966070685, 0.15069411272264194, 0.15116049164944198),
|
||||
Array(0.13112175832248862, 0.08319329882632863, 0.01760138535760466, 0.027501955918210818, 0.11123330954725533, 0.04399177715468523, 0.13546971264403335, 0.21036905882472404, 0.20325115371673885, 0.03626658968793039),
|
||||
Array(0.12312411171596355, 0.15851997068360643, 0.07252339856567444, 0.027003412117436752, 0.1365971405823504, 0.13664381594953265, 0.09357162473310766, 0.058408790174600246, 0.11319857048567528, 0.08040916499205246),
|
||||
Array(0.14236614881385598, 0.12973728493303155, 0.09450314652995326, 0.013288030160468837, 0.13727428356328655, 0.03659259516042904, 0.18996513121810632, 0.08930002405246872, 0.08382435962082861, 0.08314899594757105),
|
||||
Array(0.10236780204015723, 0.10035637646153997, 0.16609171402360112, 0.07102726518267725, 0.19238063351329496, 0.03111588057898452, 0.06596072225967456, 0.11939758795170409, 0.12277570183113637, 0.02852631615722993),
|
||||
Array(0.038427451265671826, 0.03552767539437494, 0.09219452547216199, 0.020730190479507946, 0.0525290169775004, 0.1971651865499051, 0.20127608608880615, 0.05659518743569417, 0.2217251820500291, 0.08382949828634836),
|
||||
Array(0.06906678154873087, 0.06424257692768835, 0.16045435036892947, 0.15674198874413098, 0.10205174258571183, 0.1600182411888799, 0.07227763616472796, 0.09726723426667229, 0.10729473698096009, 0.010584711223568294),
|
||||
Array(0.04303408979606997, 0.11506659899040815, 0.10512435670911709, 0.025136402035547175, 0.043604950211019705, 0.1463989451069652, 0.12135301739113916, 0.09917783050679913, 0.11126446973527448, 0.1898393395176599),
|
||||
Array(0.1383421159312698, 0.017020935780186985, 0.11095773109625401, 0.05317066820330746, 0.17993298108381683, 0.10922460166249907, 0.15272433817653416, 0.05730233669034009, 0.07162200938236066, 0.10970228199343099),
|
||||
Array(0.08238869085687614, 0.19828645657813956, 0.1033809052822856, 0.14219789273160144, 0.022054842876676983, 0.13446380986140266, 0.008520389446564379, 0.17372304480237788, 0.013514872280462185, 0.12146909528361316),
|
||||
Array(0.07146308358640838, 0.11554509979386697, 0.12195456606203131, 0.11026445069573283, 0.050695003724245846, 0.08847974634326809, 0.16501175848054325, 0.03635828429806049, 0.06892282119405908, 0.1713051858217837),
|
||||
Array(0.031003911118011148, 0.18453324078441044, 0.04589523340882497, 0.0014457919011631284, 0.19811328040024434, 0.17542175454472703, 0.04407676435028674, 0.15322298978330823, 0.11913313399701377, 0.04715389971201023),
|
||||
Array(0.12136288250452541, 0.12200057525297012, 0.0959592751166102, 0.13479202548737337, 0.04542223158973626, 0.098389670106214, 0.1039037274421444, 0.08616931699326366, 0.14065143310896572, 0.05134886239819683),
|
||||
Array(0.0610841293894362, 0.10188113215530137, 0.1612521333551918, 0.1603116702924079, 0.11483383120307003, 0.14787591994528515, 0.0401354177270283, 0.021346682661379342, 0.15213496497507203, 0.039144118295827764),
|
||||
Array(0.18620934268608338, 0.07256616550566836, 0.05405720101212947, 0.019072243525862603, 0.11437576612350972, 0.06392597855865172, 0.053496498025236684, 0.18402861234038595, 0.12323023175142413, 0.12903796047104776),
|
||||
Array(0.09612630437653323, 0.11218060999035627, 0.08494531942445314, 0.1545252974988426, 0.18043534216852417, 0.13695460159572437, 0.1373109579971919, 0.0306844560238321, 0.03264618464079689, 0.034190926283745204),
|
||||
Array(0.20457414906586738, 0.04001494152709804, 0.0832459217129384, 0.16588363609797907, 0.20215312685412995, 0.046690283788707876, 0.01062427956004096, 0.04897152328932626, 0.19156571500543407, 0.00627642309847815),
|
||||
Array(0.11129899181354237, 0.04683584505447576, 0.1572992495502157, 0.14641700712243083, 0.17155552523447126, 0.03075988820331225, 0.1656223506124421, 0.01558815127355019, 0.005279112927205255, 0.14934387820835415),
|
||||
Array(0.06767382466414455, 0.05375831181296221, 0.03991282557279321, 0.14448155207677496, 0.12640537574685487, 0.08587846976098351, 0.12024219323027723, 0.17571017720793888, 0.0028146701812585095, 0.18312259974601194),
|
||||
Array(0.15197947386288257, 0.06333665700705148, 0.09880659263608725, 0.08889102627448789, 0.1425165332698214, 0.12499207001522576, 0.09140509463456094, 0.16261101106037534, 0.06090731422621665, 0.014554227013290677),
|
||||
Array(0.027192311131099413, 0.17948327140041206, 0.17128646886226406, 0.013561308532162959, 0.15577896801106117, 0.06560073101026488, 0.12191557858569357, 0.020534308512634197, 0.14721014185043346, 0.09743691210397429),
|
||||
Array(0.09589145399363277, 0.161883046219811, 0.15958616151973698, 0.17358072813034178, 0.07913872162732073, 0.10915531019737526, 0.03333300622497551, 0.1196088388997209, 0.043633695057876225, 0.024189038129208553),
|
||||
Array(0.10240296921547659, 0.07979930760561445, 0.07494419877571525, 0.026943945001596473, 0.11299465698027668, 0.1251080756117822, 0.10742320477840746, 0.11585913821208153, 0.12234511368543098, 0.13217939013361843),
|
||||
Array(0.018272481282677513, 0.07881215294990411, 0.07329684760969837, 0.10577098545384651, 0.13834150656071298, 0.2612620102866262, 0.05146690621582695, 0.07516672003663458, 0.07702984811722105, 0.12058054148685161),
|
||||
Array(0.038323843482331955, 0.16082109101115258, 0.15622897692374535, 0.021090597948624654, 0.1631008356609383, 0.0577162642655181, 0.14948296472662748, 0.04081398698490246, 0.16827909007455513, 0.044142348921603874),
|
||||
Array(0.13905243603651857, 0.05937272808206395, 0.1295316158368605, 0.008030893488493477, 0.11269955036810822, 0.08330801795412077, 0.10463908779528827, 0.16710523981841136, 0.12119521465912618, 0.07506521596100874),
|
||||
Array(0.007052506966823561, 0.15005628267684076, 0.10592010799082947, 0.19374549331925403, 0.08510635081973832, 0.06266414145516808, 0.06929792991232463, 0.06720234090262948, 0.15025971652801526, 0.10869512942837657),
|
||||
Array(0.14076756079430117, 0.14219908274155096, 0.04919064264593424, 0.0041672195648900165, 0.12277866590145003, 0.0996550860392083, 0.18192102615499783, 0.1161200994003205, 0.007787134091381239, 0.13541348266596562),
|
||||
Array(0.08035870130087652, 0.041408830577689376, 0.05721717327547464, 0.05313940905601734, 0.14078976126274104, 0.0430548858233374, 0.1875912075375216, 0.12845666782358606, 0.15602065513815644, 0.11196270820459969),
|
||||
Array(0.08464213592351863, 0.1663362794095464, 0.11701432794811453, 0.1132305246217393, 0.04537987062087066, 0.14817422552931084, 0.0801461215400441, 0.04863611505341482, 0.17495773443566762, 0.02148266491777331),
|
||||
Array(0.14387591124606855, 0.0036153959999540007, 0.041261288784413375, 0.164162789329692, 0.09704271492032002, 0.1515295948870589, 0.07687415942230265, 0.0749058835388297, 0.1286797155368104, 0.1180525463345503),
|
||||
Array(0.11678527688359384, 0.05701481306075269, 0.036233802076254644, 0.016007525984071427, 0.19053078281109453, 0.08757587756821966, 0.17679759340566178, 0.08083439825244075, 0.17569698909701914, 0.06252294086089163),
|
||||
Array(0.10575602840156381, 0.08829117000476625, 0.1344773048869035, 0.1215749081064526, 0.055782367675050654, 0.06020409328653541, 0.052553470285285044, 0.1287637478862188, 0.1931919200521899, 0.059404989415033915),
|
||||
Array(0.05106095374343528, 0.07067388123959531, 0.007635580569668982, 0.07749573541523033, 0.0002908062524857475, 0.13335924831853244, 0.2541104723669051, 0.1926156883238885, 0.14400886481888273, 0.0687487689513756),
|
||||
Array(0.1946837775687716, 0.09941344324391299, 0.015689877925444753, 0.08915416153416461, 0.10047568992072241, 0.07878857782918293, 0.21183909989412525, 0.08800928522146421, 0.05409522006270209, 0.06785086679950908),
|
||||
Array(0.02089287310094577, 0.12865061496681493, 0.14867470087523896, 0.1290356586660657, 0.16187900052758378, 0.09629872811391459, 0.13550646865875327, 0.1432009110907077, 0.01789172189110897, 0.017969322108866054),
|
||||
Array(0.12889069548710222, 0.07177805872946336, 0.015574519037764451, 0.16599706072338122, 0.17635827057529121, 0.05360207894659873, 0.025043073723883084, 0.00841039526102416, 0.11703540427845688, 0.23731044323703468),
|
||||
Array(0.07692723997162568, 0.12477992505848887, 0.15233127930472243, 0.11490899123875933, 0.07367056097970794, 0.08470471978223348, 0.10988906546704379, 0.13425224747056186, 0.11930929073472826, 0.009226679992128485),
|
||||
Array(0.1476803839992263, 0.11737829061979849, 0.021037777863082675, 0.019593901851785844, 0.12152028001323316, 0.2600949943989843, 0.048220905571511145, 0.08398824455572904, 0.11187382280204103, 0.06861139832460808),
|
||||
Array(0.11553108094874572, 0.15160135563262345, 0.0765114299190399, 0.16035122231239185, 0.05160218332494809, 0.1351482916622384, 0.05717312513079071, 0.06744072248528292, 0.10781618199896906, 0.07682440658496992),
|
||||
Array(0.0013460797570203123, 0.19398646249663465, 0.16505519347895306, 0.006031889147179139, 0.06335279956378362, 0.05696159938098616, 0.17270295416968828, 0.042022589068066066, 0.20004958681511806, 0.09849084612257067),
|
||||
Array(0.110901595666389, 0.02813994433050754, 0.13287394783050363, 0.016796897890290808, 0.0953827610982354, 0.13966083811301064, 0.14956378010013927, 0.11106465442773401, 0.07778370592297548, 0.13783187462021415),
|
||||
Array(0.08047800613791091, 0.20550193792608948, 0.028433554624275197, 0.06972349687277409, 0.1895224006584368, 0.04394132302671363, 0.05391915581735497, 0.14343917585601257, 0.06736122532122182, 0.11767972375921057),
|
||||
Array(0.08120524567415402, 0.1325019699972708, 0.1403129142885263, 0.1155021290536291, 0.07928062442710866, 0.1029096864052427, 0.11380150370781267, 0.05044786372181201, 0.09677906233820972, 0.08725900038623399),
|
||||
Array(0.07341055713353306, 0.19496109162308006, 0.0991356776684781, 0.11550769181843593, 0.04818315020253669, 0.08361951827201225, 0.16335956188944104, 0.11659543070463235, 0.07375150317914303, 0.031475817508707614),
|
||||
Array(0.00931456554807569, 0.01910089441469917, 0.09513445045078563, 0.16626585205771405, 0.1332822725601691, 0.13857787263650406, 0.15434544153776117, 0.09695036299392755, 0.09812464404279193, 0.0889036437575716),
|
||||
Array(0.17448370568521204, 0.14180587401771316, 0.028245844069491873, 0.06132943246747549, 0.17445513703908866, 0.01594226338873566, 0.03770125570411761, 0.09222827138864834, 0.17949961294141703, 0.09430860329810005),
|
||||
Array(0.0640398951259249, 0.1840760812877578, 0.14655638655976444, 0.12672848715574925, 0.03719907009330565, 0.049839410953140116, 0.05737874189763877, 0.1605711480344574, 0.14377626239622437, 0.02983451649603743),
|
||||
Array(0.01554080270021833, 0.06282138247723013, 0.09780175378296682, 0.014820617689894525, 0.2115203235999544, 0.1882009025723618, 0.18598745074906148, 0.028158752817529553, 0.010473640701422066, 0.18467437290936095),
|
||||
Array(0.15650802915539924, 0.06260347808619696, 0.014681122978988595, 0.02293146608507115, 0.18076543062564712, 0.0794753490280972, 0.005596700126883443, 0.07231201241717639, 0.21854292519888413, 0.18658348629765584),
|
||||
Array(0.14158695686146752, 0.073752243870097, 0.12584239274702985, 0.04541979041504646, 0.08119921746780319, 0.08921688454251944, 0.061174608112587014, 0.12895619869703842, 0.1485642567225797, 0.10428745056383144),
|
||||
Array(0.004493512534186644, 0.22891409798555748, 0.11765683068937702, 0.013775782465550352, 0.13714842098668178, 0.10207697690191013, 0.1754825455443045, 0.11149658214106123, 0.02660961429105109, 0.08234563646031984),
|
||||
Array(0.016162492311754456, 0.08046306590581803, 0.006204266960017437, 0.13953545564278846, 0.022109927432781153, 0.13036969386397787, 0.21797705986478916, 0.12165267548642489, 0.079320128896581, 0.18620523363506764),
|
||||
Array(0.16330552446703467, 0.07729365834616232, 0.08491683478227961, 0.05372076913470597, 0.10603150542124849, 0.14163279994268874, 0.09806560340082228, 0.0665972382478773, 0.09541506488877434, 0.11302100136840619),
|
||||
Array(0.14870213069734303, 0.16705476117167162, 0.050864827435860155, 0.17029113854684527, 0.13547987517179494, 0.017422927951837527, 0.004147161243030273, 0.1483140185384386, 0.14604330222833023, 0.011679857014848218),
|
||||
Array(0.08992489387572739, 0.10518820408279016, 0.07312023884891752, 0.014449732818078313, 0.05075759011625807, 0.08390089421392577, 0.21442543374895132, 0.1127530473157631, 0.01838619941558753, 0.23709376556400089),
|
||||
Array(0.05685013365480455, 0.12323587951459787, 0.1385773832788023, 0.08673781720966815, 0.0472449947192977, 0.1213310020696927, 0.10356254661000977, 0.10036077345290412, 0.11919967363196823, 0.10289979585825443),
|
||||
Array(0.06210250850199482, 0.07394139633169498, 0.11347634992174827, 0.17509649537205516, 0.02603702022320766, 0.06454778194484233, 0.2009116520031418, 0.04134136491143604, 0.14825132903901547, 0.09429410175086352),
|
||||
)
|
||||
|
||||
val TEST_QUERIES = Seq(
|
||||
Array(0.09435371769303323, 0.1233102182440501, 0.035230203246711805, 0.14140749901031638, 0.06014744372531397, 0.0870518687946835, 0.13321966573485866, 0.04078493433809051, 0.12734968037671182, 0.15714476883623013),
|
||||
Array(0.17694310947774938, 0.17566273907454327, 0.04360988797718458, 0.03794594810984841, 0.07369866424191941, 0.061032184207235565, 0.0698539188324209, 0.1553009185894869, 0.041301383797290085, 0.16465124569232142),
|
||||
Array(0.05279511148513846, 0.05601157286831524, 0.14154814872259058, 0.10430107627142228, 0.15002313340757642, 0.06950414061236984, 0.11364641810832642, 0.12601144806948125, 0.0783011297392839, 0.10785782071549557),
|
||||
Array(0.1065115083401876, 0.17946469555540942, 0.03405652390742008, 0.1247966973583643, 0.18874236837731603, 0.12074782714672913, 0.0026503278103620063, 0.0519239521363894, 0.18352257373704428, 0.007583525630777577),
|
||||
Array(0.03667987113643319, 0.09009103953860809, 0.12088138476553231, 0.12088562286925937, 0.1264710071620609, 0.12832491899952636, 0.12412938396670012, 0.14543954572768858, 0.017121037654405494, 0.08997618817978538),
|
||||
Array(0.11157574921223326, 0.1919526862470603, 0.024086150217414424, 0.09159246885001404, 0.05265214855351364, 0.07075989738816084, 0.1399382629458219, 0.19541514307445249, 0.01929324251064926, 0.10273425100067997),
|
||||
Array(0.05969795877369263, 0.20241316322980035, 0.0638817532580585, 0.04689840818476116, 0.06803745210991967, 0.2334322835172291, 0.17343454057411228, 0.12209764056482299, 0.002864067981462762, 0.02724273180614056),
|
||||
Array(0.18839893622558046, 0.10620457231911698, 0.1292661879605831, 0.07176892412623401, 0.12387960260043697, 0.032602352038677444, 0.07875294484104155, 0.10347908925014886, 0.06552736954166116, 0.10012002109651934),
|
||||
Array(0.17025233466774073, 0.11121705371426796, 0.1556308914180297, 0.17664557463788913, 0.011031067141640242, 0.04954155612013968, 0.06614698282241012, 0.03981079415920263, 0.17042516269440885, 0.04929858262427107),
|
||||
Array(0.18831499479266145, 0.04636745966774445, 0.0018217837546960797, 0.1915066571154377, 0.07135828610276607, 0.14086006010078103, 0.051910285700104544, 0.07177581221219843, 0.18672258527455976, 0.0493620752790506),
|
||||
)
|
||||
}
|
||||
Loading…
Reference in New Issue