| author | Christian Urban <christian.urban@kcl.ac.uk> | 
| Mon, 08 Nov 2021 01:16:13 +0000 | |
| changeset 402 | 72e43cb53c13 | 
| parent 375 | d886c0fd7374 | 
| child 415 | 368556c8df56 | 
| permissions | -rw-r--r-- | 
| 67 | 1  | 
// Scala Lecture 3  | 
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//=================  | 
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| 320 | 4  | 
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| 343 | 5  | 
// naive quicksort with "On" function  | 
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def sortOn(f: Int => Int, xs: List[Int]) : List[Int] = {
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if (xs.size < 2) xs  | 
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  else {
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val pivot = xs.head  | 
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val (left, right) = xs.partition(f(_) < f(pivot))  | 
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sortOn(f, left) ::: pivot :: sortOn(f, right.tail)  | 
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}  | 
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}  | 
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sortOn(identity, List(99,99,99,98,10,-3,2))  | 
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sortOn(n => - n, List(99,99,99,98,10,-3,2))  | 
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// Recursion Again ;o)  | 
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//====================  | 
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// another well-known example: Towers of Hanoi  | 
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//=============================================  | 
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def move(from: Char, to: Char) =  | 
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println(s"Move disc from $from to $to!")  | 
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def hanoi(n: Int, from: Char, via: Char, to: Char) : Unit = {
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if (n == 0) ()  | 
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  else {
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hanoi(n - 1, from, to, via)  | 
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move(from, to)  | 
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hanoi(n - 1, via, from, to)  | 
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}  | 
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}  | 
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hanoi(4, 'A', 'B', 'C')  | 
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// User-defined Datatypes  | 
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//========================  | 
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abstract class Tree  | 
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case class Leaf(x: Int) extends Tree  | 
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case class Node(s: String, left: Tree, right: Tree) extends Tree  | 
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val lf = Leaf(20)  | 
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val tr = Node("foo", Leaf(10), Leaf(23))
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val lst : List[Tree] = List(lf, tr)  | 
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abstract class Colour  | 
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case object Red extends Colour  | 
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case object Green extends Colour  | 
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case object Blue extends Colour  | 
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case object Yellow extends Colour  | 
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def fav_colour(c: Colour) : Boolean = c match {
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case Green => true  | 
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case _ => false  | 
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}  | 
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fav_colour(Blue)  | 
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// ... a tiny bit more useful: Roman Numerals  | 
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sealed abstract class RomanDigit  | 
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case object I extends RomanDigit  | 
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case object V extends RomanDigit  | 
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case object X extends RomanDigit  | 
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case object L extends RomanDigit  | 
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case object C extends RomanDigit  | 
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case object D extends RomanDigit  | 
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case object M extends RomanDigit  | 
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type RomanNumeral = List[RomanDigit]  | 
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List(X,I,M,A)  | 
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/*  | 
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I -> 1  | 
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II -> 2  | 
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III -> 3  | 
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IV -> 4  | 
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V -> 5  | 
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VI -> 6  | 
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VII -> 7  | 
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VIII -> 8  | 
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IX -> 9  | 
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X -> 10  | 
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*/  | 
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def RomanNumeral2Int(rs: RomanNumeral): Int = rs match { 
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case Nil => 0  | 
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case M::r => 1000 + RomanNumeral2Int(r)  | 
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case C::M::r => 900 + RomanNumeral2Int(r)  | 
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case D::r => 500 + RomanNumeral2Int(r)  | 
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case C::D::r => 400 + RomanNumeral2Int(r)  | 
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case C::r => 100 + RomanNumeral2Int(r)  | 
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case X::C::r => 90 + RomanNumeral2Int(r)  | 
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case L::r => 50 + RomanNumeral2Int(r)  | 
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case X::L::r => 40 + RomanNumeral2Int(r)  | 
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case X::r => 10 + RomanNumeral2Int(r)  | 
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case I::X::r => 9 + RomanNumeral2Int(r)  | 
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case V::r => 5 + RomanNumeral2Int(r)  | 
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case I::V::r => 4 + RomanNumeral2Int(r)  | 
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case I::r => 1 + RomanNumeral2Int(r)  | 
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}  | 
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RomanNumeral2Int(List(I,V)) // 4  | 
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RomanNumeral2Int(List(I,I,I,I)) // 4 (invalid Roman number)  | 
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RomanNumeral2Int(List(V,I)) // 6  | 
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RomanNumeral2Int(List(I,X)) // 9  | 
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RomanNumeral2Int(List(M,C,M,L,X,X,I,X)) // 1979  | 
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RomanNumeral2Int(List(M,M,X,V,I,I)) // 2017  | 
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// expressions (essentially trees)  | 
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abstract class Exp  | 
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case class N(n: Int) extends Exp // for numbers  | 
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case class Plus(e1: Exp, e2: Exp) extends Exp  | 
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case class Times(e1: Exp, e2: Exp) extends Exp  | 
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def string(e: Exp) : String = e match {
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case N(n) => s"$n"  | 
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  case Plus(e1, e2) => s"(${string(e1)} + ${string(e2)})" 
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  case Times(e1, e2) => s"(${string(e1)} * ${string(e2)})"
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}  | 
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val e = Plus(N(9), Times(N(3), N(4)))  | 
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e.toString  | 
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println(string(e))  | 
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def eval(e: Exp) : Int = e match {
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case N(n) => n  | 
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case Plus(e1, e2) => eval(e1) + eval(e2)  | 
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case Times(e1, e2) => eval(e1) * eval(e2)  | 
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}  | 
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println(eval(e))  | 
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// simplification rules:  | 
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// e + 0, 0 + e => e  | 
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// e * 0, 0 * e => 0  | 
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// e * 1, 1 * e => e  | 
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//  | 
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// (....9 ....)  | 
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def simp(e: Exp) : Exp = e match {
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case N(n) => N(n)  | 
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  case Plus(e1, e2) => (simp(e1), simp(e2)) match {
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case (N(0), e2s) => e2s  | 
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case (e1s, N(0)) => e1s  | 
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case (e1s, e2s) => Plus(e1s, e2s)  | 
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}  | 
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  case Times(e1, e2) => (simp(e1), simp(e2)) match {
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case (N(0), _) => N(0)  | 
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case (_, N(0)) => N(0)  | 
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case (N(1), e2s) => e2s  | 
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case (e1s, N(1)) => e1s  | 
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case (e1s, e2s) => Times(e1s, e2s)  | 
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}  | 
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}  | 
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val e2 = Times(Plus(N(0), N(1)), Plus(N(0), N(9)))  | 
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println(string(e2))  | 
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println(string(simp(e2)))  | 
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// String interpolations as patterns  | 
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val date = "2019-11-26"  | 
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val s"$year-$month-$day" = date  | 
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def parse_date(date: String) : Option[(Int, Int, Int)]= date match {
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case s"$year-$month-$day" => Some((day.toInt, month.toInt, year.toInt))  | 
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case s"$day/$month/$year" => Some((day.toInt, month.toInt, year.toInt))  | 
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case s"$day.$month.$year" => Some((day.toInt, month.toInt, year.toInt))  | 
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case _ => None  | 
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}  | 
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parse_date("2019-11-26")
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parse_date("26/11/2019")
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parse_date("26.11.2019")
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// guards in pattern-matching  | 
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def foo(xs: List[Int]) : String = xs match {
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case Nil => s"this list is empty"  | 
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case x :: xs if x % 2 == 0  | 
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=> s"the first elemnt is even"  | 
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case x :: y :: rest if x == y  | 
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=> s"this has two elemnts that are the same"  | 
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case hd :: tl => s"this list is standard $hd::$tl"  | 
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}  | 
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foo(Nil)  | 
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foo(List(1,2,3))  | 
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foo(List(1,2))  | 
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foo(List(1,1,2,3))  | 
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foo(List(2,2,2,3))  | 
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// Tail recursion  | 
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//================  | 
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def fact(n: BigInt): BigInt =  | 
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if (n == 0) 1 else n * fact(n - 1)  | 
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fact(10) //ok  | 
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fact(10000) // produces a stackoverflow  | 
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def factT(n: BigInt, acc: BigInt): BigInt =  | 
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if (n == 0) acc else factT(n - 1, n * acc)  | 
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factT(10, 1)  | 
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println(factT(100000, 1))  | 
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// there is a flag for ensuring a function is tail recursive  | 
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import scala.annotation.tailrec  | 
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@tailrec  | 
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def factT(n: BigInt, acc: BigInt): BigInt =  | 
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if (n == 0) acc else factT(n - 1, n * acc)  | 
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// for tail-recursive functions the Scala compiler  | 
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// generates loop-like code, which does not need  | 
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// to allocate stack-space in each recursive  | 
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// call; Scala can do this only for tail-recursive  | 
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// functions  | 
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def length(xs: List[Int]) : Int = xs match {
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case Nil => 0  | 
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case _ :: tail => 1 + length(tail)  | 
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}  | 
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| 366 | 248  | 
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@tailrec  | 
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def lengthT(xs: List[Int], acc : Int) : Int = xs match {
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case Nil => acc  | 
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case _ :: tail => lengthT(tail, 1 + acc)  | 
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}  | 
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lengthT(List.fill(10000000)(1), 0)  | 
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| 366 | 256  | 
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// Sudoku  | 
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//========  | 
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type Pos = (Int, Int)  | 
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val emptyValue = '.'  | 
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val maxValue = 9  | 
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val allValues = "123456789".toList  | 
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val indexes = (0 to 8).toList  | 
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def empty(game: String) = game.indexOf(emptyValue)  | 
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def isDone(game: String) = empty(game) == -1  | 
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def emptyPosition(game: String) : Pos =  | 
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(empty(game) % maxValue, empty(game) / maxValue)  | 
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def get_row(game: String, y: Int) = indexes.map(col => game(y * maxValue + col))  | 
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def get_col(game: String, x: Int) = indexes.map(row => game(x + row * maxValue))  | 
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def get_box(game: String, pos: Pos): List[Char] = {
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280  | 
def base(p: Int): Int = (p / 3) * 3  | 
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val x0 = base(pos._1)  | 
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val y0 = base(pos._2)  | 
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for (x <- (x0 until x0 + 3).toList;  | 
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y <- (y0 until y0 + 3).toList) yield game(x + y * maxValue)  | 
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}  | 
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def update(game: String, pos: Int, value: Char): String =  | 
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game.updated(pos, value)  | 
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def toAvoid(game: String, pos: Pos): List[Char] =  | 
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(get_col(game, pos._1) ++ get_row(game, pos._2) ++ get_box(game, pos))  | 
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293  | 
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def candidates(game: String, pos: Pos): List[Char] =  | 
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allValues.diff(toAvoid(game, pos))  | 
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def search(game: String): List[String] = {
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if (isDone(game)) List(game)  | 
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299  | 
else  | 
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300  | 
candidates(game, emptyPosition(game)).par.  | 
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301  | 
map(c => search(update(game, empty(game), c))).toList.flatten  | 
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302  | 
}  | 
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| 375 | 304  | 
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| 366 | 305  | 
def search1T(games: List[String]): Option[String] = games match {
 | 
306  | 
case Nil => None  | 
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307  | 
  case game::rest => {
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308  | 
if (isDone(game)) Some(game)  | 
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309  | 
    else {
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val cs = candidates(game, emptyPosition(game))  | 
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search1T(cs.map(c => update(game, empty(game), c)) ::: rest)  | 
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312  | 
}  | 
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313  | 
}  | 
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}  | 
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def pretty(game: String): String =  | 
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317  | 
  "\n" + (game.sliding(maxValue, maxValue).mkString(",\n"))
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| 155 | 320  | 
// tail recursive version that searches  | 
| 158 | 321  | 
// for all solutions  | 
322  | 
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| 155 | 323  | 
def searchT(games: List[String], sols: List[String]): List[String] = games match {
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324  | 
case Nil => sols  | 
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  case game::rest => {
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if (isDone(game)) searchT(rest, game::sols)  | 
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327  | 
    else {
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val cs = candidates(game, emptyPosition(game))  | 
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searchT(cs.map(c => update(game, empty(game), c)) ::: rest, sols)  | 
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330  | 
}  | 
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331  | 
}  | 
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| 67 | 332  | 
}  | 
333  | 
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| 158 | 334  | 
searchT(List(game3), List()).map(pretty)  | 
335  | 
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| 155 | 337  | 
// tail recursive version that searches  | 
338  | 
// for a single solution  | 
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| 158 | 339  | 
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| 155 | 340  | 
def search1T(games: List[String]): Option[String] = games match {
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| 67 | 341  | 
case Nil => None  | 
| 155 | 342  | 
  case game::rest => {
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343  | 
if (isDone(game)) Some(game)  | 
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344  | 
    else {
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345  | 
val cs = candidates(game, emptyPosition(game))  | 
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346  | 
search1T(cs.map(c => update(game, empty(game), c)) ::: rest)  | 
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347  | 
}  | 
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348  | 
}  | 
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| 67 | 349  | 
}  | 
350  | 
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| 158 | 351  | 
search1T(List(game3)).map(pretty)  | 
| 217 | 352  | 
time_needed(10, search1T(List(game3)))  | 
353  | 
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| 158 | 354  | 
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| 155 | 355  | 
// game with multiple solutions  | 
356  | 
val game3 = """.8...9743  | 
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357  | 
|.5...8.1.  | 
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358  | 
|.1.......  | 
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359  | 
|8....5...  | 
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360  | 
|...8.4...  | 
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361  | 
|...3....6  | 
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362  | 
|.......7.  | 
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363  | 
|.3.5...8.  | 
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364  | 
              |9724...5.""".stripMargin.replaceAll("\\n", "")
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365  | 
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| 158 | 366  | 
searchT(List(game3), Nil).map(pretty)  | 
| 155 | 367  | 
search1T(List(game3)).map(pretty)  | 
| 67 | 368  | 
|
| 
77
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
369  | 
// Moral: Whenever a recursive function is resource-critical  | 
| 158 | 370  | 
// (i.e. works with large recursion depth), then you need to  | 
| 
77
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
371  | 
// write it in tail-recursive fashion.  | 
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
372  | 
//  | 
| 155 | 373  | 
// Unfortuantely, Scala because of current limitations in  | 
374  | 
// the JVM is not as clever as other functional languages. It can  | 
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| 
77
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
375  | 
// only optimise "self-tail calls". This excludes the cases of  | 
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
376  | 
// multiple functions making tail calls to each other. Well,  | 
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
377  | 
// nothing is perfect.  | 
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
378  |