Created
February 7, 2019 05:21
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probability monad(from LYAHFGG) in scala
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package ex01 | |
import cats.Monad | |
import scala.annotation.tailrec | |
sealed trait Coin | |
case object Heads extends Coin | |
case object Tails extends Coin | |
case class Rational(n: Int, d: Int) { | |
def *(r: Rational) = Rational.apply(n * r.n, d * r.d) | |
} | |
object Rational { | |
implicit class PairOps[A](val t: (A, A)) extends AnyVal { | |
def map[R](f: A => R): (R, R) = (f(t._1), f(t._2)) | |
def foldMap[R, B](f: A => R, g: (R, R) => B): B = g.tupled(t map f) | |
} | |
def apply(n: Int, d: Int): Rational = (n, d) foldMap (_ / gcd(n, d), new Rational(_, _)) | |
private def gcd(a: Int, b: Int): Int = if (b == 0) a else gcd(b, a % b) | |
} | |
import Prob._ | |
case class Prob[+A](es: List[Event[A]]) { | |
def map[B](f: A => B): Prob[B] = Prob(es.map { case (a, r) => f(a) -> r }) | |
def flatMap[B](f: A => Prob[B]): Prob[B] = flatten(map(f)) | |
} | |
object Prob { | |
type Event[+A] = (A, Rational) | |
def flatten[A](ppa: Prob[Prob[A]]): Prob[A] = Prob( for { | |
(pa, r1) <- ppa.es | |
(a, r2) <- pa.es | |
} yield a -> r1 * r2) | |
} | |
object ProbInstances { | |
implicit def probMonad: Monad[Prob] = new Monad[Prob] { | |
def flatMap[A, B](pa: Prob[A])(f: A => Prob[B]): Prob[B] = pa flatMap f | |
def tailRecM[A, B](a: A)(f: A => Prob[Either[A, B]]): Prob[B] = { | |
val buf = List.newBuilder[(B, Rational)] | |
@tailrec def go(pes: List[(Prob[Either[A, B]], Rational)]): Unit = pes match { | |
case (Prob(e :: es), r0) :: tail => e match { | |
case (Right(b), r) => buf += (b -> r * r0) ; go(Prob(es) -> r0 :: tail) | |
case (Left(a2), r) => go(f(a2) -> r :: Prob(es) -> r :: tail) | |
} | |
case (Prob(Nil), _) :: tail => go(tail) | |
case Nil => () | |
} | |
go(pure(f(a)).es) | |
Prob(buf.result) | |
} | |
override def pure[A](a: A): Prob[A] = Prob(List(a -> Rational(1, 1))) | |
} | |
} |
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