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Sample code to find the windowed max in a series of numbers
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import org.scalatest.{Matchers, WordSpec} | |
object SeqOps { | |
// Adds windowing operations to sequences | |
implicit class WindowOps[A](val seq: Seq[A]) extends AnyVal { | |
def windowedMax[T, X](window: T)(t: A => T, x: A => X)(implicit numeric: Numeric[T], ordering: Ordering[X]): Seq[A] = | |
seq.tail.scanLeft(Seq(seq.head)) { case (s, cur) => | |
val tmin = numeric.minus(t(cur), window) | |
val nonExpired = s.dropWhile(e => numeric.lteq(t(e), tmin)) | |
val greater = nonExpired.takeWhile(e => ordering.gt(x(e), x(cur))) | |
greater :+ cur | |
}.map(_.head) | |
} | |
} | |
class GeminiProbSpec extends WordSpec with Matchers { | |
import SeqOps._ | |
case class Element(t: Int, x: Int) | |
"windowedMax" should { | |
"find max in ascending sequence" in { | |
val input = (0 to 5).map(i => Element(i, i)).toSeq | |
val expected = (0 to 5).map(i => Element(i, i)).toSeq | |
input.windowedMax(3)(_.t, _.x) shouldBe expected | |
} | |
"find max in descending sequence" in { | |
val input = (10 to 0 by -1).map(i => Element(10 - i, i)).toSeq | |
val expected = Seq.fill(3)(Element(0, 10)) ++ (1 to 8).map(i => Element(i, 10 - i)) | |
input.windowedMax(3)(_.t, _.x) shouldBe expected | |
} | |
// TODO: Test cyclic and repetitive data sets | |
} | |
} |
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