| author | Christian Urban <urbanc@in.tum.de> | 
| Fri, 24 Nov 2017 03:10:23 +0000 | |
| changeset 155 | eccf17f56922 | 
| parent 153 | 316f9c6cc2ff | 
| child 158 | f60e0908f80b | 
| permissions | -rw-r--r-- | 
| 67 | 1  | 
// Scala Lecture 3  | 
2  | 
//=================  | 
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| 155 | 4  | 
// Pattern Matching  | 
5  | 
//==================  | 
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// A powerful tool which is supposed to come to Java in a few years  | 
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// time (https://www.youtube.com/watch?v=oGll155-vuQ)...Scala already  | 
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// has it for many years. Other functional languages have it for  | 
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// decades. I think I would refuse to program in a language that  | 
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// does not have pattern matching....its is just so elegant. ;o)  | 
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// The general schema:  | 
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//  | 
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//    expression match {
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// case pattern1 => expression1  | 
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// case pattern2 => expression2  | 
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// ...  | 
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// case patternN => expressionN  | 
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// }  | 
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// remember  | 
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val lst = List(None, Some(1), Some(2), None, Some(3)).flatten  | 
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def my_flatten(xs: List[Option[Int]]): List[Int] = {
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...?  | 
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}  | 
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def my_flatten(lst: List[Option[Int]]): List[Int] = lst match {
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case Nil => Nil  | 
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case None::xs => my_flatten(xs)  | 
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case Some(n)::xs => n::my_flatten(xs)  | 
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}  | 
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// another example including a catch-all pattern  | 
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def get_me_a_string(n: Int): String = n match {
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case 0 => "zero"  | 
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case 1 => "one"  | 
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case 2 => "two"  | 
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case _ => "many"  | 
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}  | 
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get_me_a_string(0)  | 
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// you can also have cases combined  | 
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def season(month: String) = month match {
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case "March" | "April" | "May" => "It's spring"  | 
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case "June" | "July" | "August" => "It's summer"  | 
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case "September" | "October" | "November" => "It's autumn"  | 
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case "December" | "January" | "February" => "It's winter"  | 
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}  | 
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println(season("November"))
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// What happens if no case matches?  | 
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println(season("foobar"))
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// Collatz function on binary strings  | 
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// adding two binary strings in a very, very lazy manner  | 
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def badd(s1: String, s2: String) : String =  | 
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(BigInt(s1, 2) + BigInt(s2, 2)).toString(2)  | 
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// collatz function on binary numbers  | 
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def bcollatz(s: String) : Long = (s.dropRight(1), s.last) match {
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  case ("", '1') => 1                                  // we reached 1
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case (rest, '0') => 1 + bcollatz(rest) // even number => divide by two  | 
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case (rest, '1') => 1 + bcollatz(badd(s + '1', s)) // odd number => s + '1' is 2 * s + 1  | 
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// add another s gives 3 * s + 1  | 
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}  | 
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bcollatz(9.toBinaryString)  | 
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bcollatz(837799.toBinaryString)  | 
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bcollatz(100000000000000000L.toBinaryString)  | 
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bcollatz(BigInt("1000000000000000000000000000000000000000000000000000000000000000000000000000").toString(2))
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// User-defined Datatypes  | 
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//========================  | 
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abstract class Colour  | 
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case class Red() extends Colour  | 
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case class Green() extends Colour  | 
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case class Blue() extends Colour  | 
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def fav_colour(c: Colour) : Boolean = c match {
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case Red() => false  | 
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case Green() => true  | 
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case Blue() => false  | 
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}  | 
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// actually colors can be written with "object",  | 
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// because they do not take any arguments  | 
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// Roman Numerals  | 
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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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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,I,I,I)) // 4 (invalid roman number)  | 
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RomanNumeral2Int(List(I,V)) // 4  | 
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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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| 67 | 147  | 
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// another example  | 
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//=================  | 
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// Once upon a time, in a complete fictional country there were persons...  | 
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abstract class Person  | 
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case class King() extends Person  | 
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case class Peer(deg: String, terr: String, succ: Int) extends Person  | 
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case class Knight(name: String) extends Person  | 
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case class Peasant(name: String) extends Person  | 
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def title(p: Person): String = p match {
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case King() => "His Majesty the King"  | 
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  case Peer(deg, terr, _) => s"The ${deg} of ${terr}"
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  case Knight(name) => s"Sir ${name}"
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case Peasant(name) => name  | 
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}  | 
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def superior(p1: Person, p2: Person): Boolean = (p1, p2) match {
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case (King(), _) => true  | 
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case (Peer(_,_,_), Knight(_)) => true  | 
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case (Peer(_,_,_), Peasant(_)) => true  | 
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case (Peer(_,_,_), Clown()) => true  | 
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case (Knight(_), Peasant(_)) => true  | 
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case (Knight(_), Clown()) => true  | 
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case (Clown(), Peasant(_)) => true  | 
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case _ => false  | 
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}  | 
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val people = List(Knight("David"), 
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                  Peer("Duke", "Norfolk", 84), 
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                  Peasant("Christian"), 
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King(),  | 
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Clown())  | 
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println(people.sortWith(superior(_, _)).mkString(", "))
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// Tail recursion  | 
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//================  | 
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def fact(n: Long): Long =  | 
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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(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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| 155 | 222  | 
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// sudoku again  | 
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val game0 = """.14.6.3..  | 
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|62...4..9  | 
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|.8..5.6..  | 
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|.6.2....3  | 
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|.7..1..5.  | 
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|5....9.6.  | 
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|..6.2..3.  | 
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|1..5...92  | 
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              |..7.9.41.""".stripMargin.replaceAll("\\n", "")
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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) =  | 
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(empty(game) % MaxValue, empty(game) / MaxValue)  | 
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def get_row(game: String, y: Int) =  | 
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indexes.map(col => game(y * MaxValue + col))  | 
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def get_col(game: String, x: Int) =  | 
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indexes.map(row => game(x + row * MaxValue))  | 
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def get_box(game: String, pos: Pos): List[Char] = {
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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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val ys = (y0 until y0 + 3).toList  | 
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(x0 until x0 + 3).toList.flatMap(x => ys.map(y => game(x + y * MaxValue)))  | 
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}  | 
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// this is not mutable!!  | 
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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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def candidates(game: String, pos: Pos): List[Char] =  | 
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allValues.diff(toAvoid(game,pos))  | 
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//candidates(game0, (0,0))  | 
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def pretty(game: String): String =  | 
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"\n" + (game sliding (MaxValue, MaxValue) mkString "\n")  | 
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// not tail recursive  | 
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def search(game: String): List[String] = {
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if (isDone(game)) List(game)  | 
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  else {
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val cs = candidates(game, emptyPosition(game))  | 
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cs.map(c => search(update(game, empty(game), c))).toList.flatten  | 
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| 67 | 284  | 
}  | 
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}  | 
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| 155 | 287  | 
// tail recursive version that searches  | 
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// for all solution  | 
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def searchT(games: List[String], sols: List[String]): List[String] = games match {
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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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    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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}  | 
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}  | 
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| 67 | 298  | 
}  | 
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| 155 | 300  | 
// tail recursive version that searches  | 
301  | 
// for a single solution  | 
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def search1T(games: List[String]): Option[String] = games match {
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| 67 | 303  | 
case Nil => None  | 
| 155 | 304  | 
  case game::rest => {
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if (isDone(game)) Some(game)  | 
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    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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}  | 
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}  | 
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| 67 | 311  | 
}  | 
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| 155 | 313  | 
// game with multiple solutions  | 
314  | 
val game3 = """.8...9743  | 
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|.5...8.1.  | 
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316  | 
|.1.......  | 
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|8....5...  | 
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|...8.4...  | 
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|...3....6  | 
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|.......7.  | 
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321  | 
|.3.5...8.  | 
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322  | 
              |9724...5.""".stripMargin.replaceAll("\\n", "")
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324  | 
searchT(List(game3), List()).map(pretty)  | 
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search1T(List(game3)).map(pretty)  | 
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| 67 | 326  | 
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77
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
327  | 
// Moral: Whenever a recursive function is resource-critical  | 
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
328  | 
// (i.e. works with large recursion depths), then you need to  | 
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
329  | 
// write it in tail-recursive fashion.  | 
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
330  | 
//  | 
| 155 | 331  | 
// Unfortuantely, Scala because of current limitations in  | 
332  | 
// 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
 | 
333  | 
// 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
 | 
334  | 
// 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
 | 
335  | 
// nothing is perfect.  | 
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
336  | 
|
| 
 
3cbe3d90b77f
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
73 
diff
changeset
 | 
337  | 
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| 67 | 338  | 
|
339  | 
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| 71 | 340  | 
// Polymorphic Types  | 
341  | 
//===================  | 
|
342  | 
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| 72 | 343  | 
// You do not want to write functions like contains, first  | 
| 71 | 344  | 
// and so on for every type of lists.  | 
345  | 
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| 67 | 346  | 
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| 72 | 347  | 
def length_string_list(lst: List[String]): Int = lst match {
 | 
| 67 | 348  | 
case Nil => 0  | 
| 72 | 349  | 
case x::xs => 1 + length_string_list(xs)  | 
| 67 | 350  | 
}  | 
351  | 
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| 72 | 352  | 
length_string_list(List("1", "2", "3", "4"))
 | 
| 67 | 353  | 
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354  | 
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355  | 
def length[A](lst: List[A]): Int = lst match {
 | 
|
356  | 
case Nil => 0  | 
|
357  | 
case x::xs => 1 + length(xs)  | 
|
358  | 
}  | 
|
359  | 
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| 53 | 360  | 
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| 67 | 361  | 
def map_int_list(lst: List[Int], f: Int => Int): List[Int] = lst match {
 | 
362  | 
case Nil => Nil  | 
|
363  | 
case x::xs => f(x)::map_int_list(xs, f)  | 
|
364  | 
}  | 
|
365  | 
||
366  | 
map_int_list(List(1, 2, 3, 4), square)  | 
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367  | 
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368  | 
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369  | 
// Remember?  | 
|
370  | 
def first[A, B](xs: List[A], f: A => Option[B]): Option[B] = ...  | 
|
371  | 
||
372  | 
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373  | 
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| 155 | 374  | 
// Cool Stuff  | 
375  | 
//============  | 
|
| 72 | 376  | 
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| 155 | 377  | 
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| 67 | 378  | 
|
379  | 
||
| 155 | 380  | 
// Implicits  | 
381  | 
//===========  | 
|
382  | 
//  | 
|
383  | 
// For example adding your own methods to Strings:  | 
|
384  | 
// Imagine you want to increment strings, like  | 
|
385  | 
//  | 
|
386  | 
// "HAL".increment  | 
|
387  | 
//  | 
|
388  | 
// you can avoid ugly fudges, like a MyString, by  | 
|
389  | 
// using implicit conversions.  | 
|
| 67 | 390  | 
|
391  | 
||
| 155 | 392  | 
implicit class MyString(s: String) {
 | 
393  | 
def increment = for (c <- s) yield (c + 1).toChar  | 
|
| 67 | 394  | 
}  | 
395  | 
||
| 155 | 396  | 
"HAL".increment  | 
| 67 | 397  | 
|
| 53 | 398  | 
|
399  | 
||
400  | 
||
| 71 | 401  | 
// Regular expressions - the power of DSLs in Scala  | 
402  | 
//==================================================  | 
|
| 67 | 403  | 
|
404  | 
abstract class Rexp  | 
|
| 155 | 405  | 
case object ZERO extends Rexp // nothing  | 
406  | 
case object ONE extends Rexp // the empty string  | 
|
407  | 
case class CHAR(c: Char) extends Rexp // a character c  | 
|
| 71 | 408  | 
case class ALT(r1: Rexp, r2: Rexp) extends Rexp // alternative r1 + r2  | 
| 155 | 409  | 
case class SEQ(r1: Rexp, r2: Rexp) extends Rexp // sequence r1 o r2  | 
| 71 | 410  | 
case class STAR(r: Rexp) extends Rexp // star r*  | 
| 67 | 411  | 
|
412  | 
||
413  | 
// (ab)*  | 
|
| 72 | 414  | 
val r0 = STAR(SEQ(CHAR('a'), CHAR('b')))
 | 
| 67 | 415  | 
|
416  | 
||
417  | 
// some convenience for typing in regular expressions  | 
|
418  | 
import scala.language.implicitConversions  | 
|
419  | 
import scala.language.reflectiveCalls  | 
|
420  | 
||
421  | 
def charlist2rexp(s: List[Char]): Rexp = s match {
 | 
|
422  | 
case Nil => ONE  | 
|
423  | 
case c::Nil => CHAR(c)  | 
|
424  | 
case c::s => SEQ(CHAR(c), charlist2rexp(s))  | 
|
425  | 
}  | 
|
426  | 
implicit def string2rexp(s: String): Rexp = charlist2rexp(s.toList)  | 
|
427  | 
||
428  | 
||
429  | 
val r1 = STAR("ab")
 | 
|
430  | 
val r2 = STAR("")
 | 
|
| 72 | 431  | 
val r3 = STAR(ALT("ab", "baa baa black sheep"))
 | 
| 67 | 432  | 
|
433  | 
implicit def RexpOps (r: Rexp) = new {
 | 
|
434  | 
def | (s: Rexp) = ALT(r, s)  | 
|
435  | 
def % = STAR(r)  | 
|
436  | 
def ~ (s: Rexp) = SEQ(r, s)  | 
|
437  | 
}  | 
|
438  | 
||
439  | 
implicit def stringOps (s: String) = new {
 | 
|
440  | 
def | (r: Rexp) = ALT(s, r)  | 
|
441  | 
def | (r: String) = ALT(s, r)  | 
|
442  | 
def % = STAR(s)  | 
|
443  | 
def ~ (r: Rexp) = SEQ(s, r)  | 
|
444  | 
def ~ (r: String) = SEQ(s, r)  | 
|
445  | 
}  | 
|
446  | 
||
| 153 | 447  | 
//example regular expressions  | 
| 67 | 448  | 
val digit = "0" | "1" | "2" | "3" | "4" | "5" | "6" | "7" | "8" | "9"  | 
449  | 
val sign = "+" | "-" | ""  | 
|
450  | 
val number = sign ~ digit ~ digit.%  | 
|
451  | 
||
452  | 
||
453  | 
||
454  | 
||
455  | 
||
456  | 
// The End  | 
|
457  | 
//=========  | 
|
458  | 
||
459  | 
// A function should do one thing, and only one thing.  | 
|
460  | 
||
461  | 
// Make your variables immutable, unless there's a good  | 
|
462  | 
// reason not to.  | 
|
463  | 
||
464  | 
// You can be productive on Day 1, but the language is deep.  | 
|
465  | 
||
| 68 | 466  | 
// I like best about Scala that it lets me write  | 
| 155 | 467  | 
// concise, readable code.  | 
| 68 | 468  |