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TopDownKBestAStar.scala
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TopDownKBestAStar.scala
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package epic.parser
package kbest
import epic.trees._
import scala.collection.mutable.ArrayBuffer
import scala.collection.mutable
import Trees.Zipper._
import epic.trees.Trees.Zipper
object TopDownKBestAStar {
private implicit def ordTKAItem[L]: Ordering[TKAItem[L]] = Ordering[Double].on((_:TKAItem[L]).weight)
def apply[L, W](chart: RefinedChartMarginal[L, W], k: Int):IndexedSeq[(BinarizedTree[L], Double)] = {
import chart._
val root = chart.topology.rootIndex
val kbestList = new ArrayBuffer[(BinarizedTree[L], Double)]()
val queue = new mutable.PriorityQueue[TKAItem[(Int, Int)]]
queue.enqueue(StartItem)
while (queue.nonEmpty && kbestList.size < k) {
queue.dequeue() match {
case StartItem =>
val begin = 0
val end = length
val span = Span(begin, end)
val l = root
for(lref <- inside.top.enteredLabelRefinements(begin, end, l)) {
val insideScore = inside.top.labelScore(begin, end, l, lref)
queue += TopItem(Zipper(NullaryTree(l -> lref, span)), insideScore)
}
case CompleteTreeItem(tree, weight) =>
kbestList += (tree.map(l => chart.topology.labelIndex.get(l._1)) -> weight)
case TopItem(zipper, weight) =>
val (a, refA) = zipper.tree.label
val begin = zipper.tree.begin
val end = zipper.tree.end
val aScore = inside.top.labelScore(begin, end, a, refA)
for (r <- topology.indexedUnaryRulesWithParent(a); refR <- anchoring.validRuleRefinementsGivenParent(begin, end, r, refA)) {
val b = topology.child(r)
val chain = topology.chain(r)
val refB = anchoring.childRefinement(r, refR)
val bScore = inside.bot.labelScore(begin, end, b, refB)
if (!bScore.isInfinite) {
val rScore = anchoring.scoreUnaryRule(begin, end, r, refR)
val newWeight = weight - aScore + bScore + rScore
val newParentLabel = (b,refB)
val newZipper = zipper.copy(UnaryTree(zipper.tree.label, NullaryTree(newParentLabel, zipper.tree.span), chain, zipper.tree.span)).down.get
assert(newZipper.label == newZipper.label)
queue += BotItem(newZipper, newWeight)
}
}
// completed the whole sentence
case BotItem(zipper, weight) if zipper.begin == zipper.end - 1 =>
zipper.next match {
case None =>
queue += CompleteTreeItem(zipper.upToRoot.tree, weight)
case Some(zip) =>
queue += TopItem(zip, weight)
}
case BotItem(zipper, weight) =>
val (root, rootRef) = zipper.label
val begin = zipper.begin
val end = zipper.end
val aScore = inside.bot.labelScore(begin, end, root, rootRef)
val traceOn = begin == 0 && end == 4
val spanScore = anchoring.scoreSpan(begin, end, root, rootRef)
for {
r <- topology.indexedBinaryRulesWithParent(root)
b = topology.leftChild(r)
c = topology.rightChild(r)
refR <- anchoring.validRuleRefinementsGivenParent(begin, end, r, rootRef)
refB = anchoring.leftChildRefinement(r, refR)
refC = anchoring.rightChildRefinement(r, refR)
split <- inside.top.feasibleSplitPoints(begin, end, b, refB, c, refC)
} {
val ruleScore = anchoring.scoreBinaryRule(begin, split, end, r, refR)
val score = (
ruleScore
+ inside.top.labelScore(begin, split, b, refB)
+ inside.top.labelScore(split, end, c, refC)
+ spanScore
)
assert(score <= aScore + 1E-4, score -> aScore)
val newWeight = weight - aScore + score
if (!newWeight.isInfinite) {
val newZipper = zipper.copy(BinaryTree(zipper.tree.label,
NullaryTree(b -> refB, Span(begin,split)),
NullaryTree(c -> refC, Span(split, end)), zipper.tree.span)).down.get
assert(newZipper.next.get.begin == newZipper.end, newZipper)
queue += TopItem(newZipper, newWeight)
}
}
}
}
kbestList
}
/**
*
* @author dlwh
*/
private sealed trait TKAItem[+L] { def weight: Double }
private case object StartItem extends TKAItem[Nothing] { def weight = 0.0 }
private case class TopItem[L](zipper: Zipper[L], weight: Double) extends TKAItem[L]
private case class BotItem[L](zipper: Zipper[L], weight: Double) extends TKAItem[L]
private case class CompleteTreeItem[L](tree: BinarizedTree[L], weight: Double) extends TKAItem[L]
}