author | Christian Urban <urbanc@in.tum.de> |
Fri, 09 Nov 2018 01:08:43 +0000 | |
changeset 200 | 01ee4b576eb2 |
parent 194 | 060b081523de |
child 217 | e689375abcc1 |
permissions | -rw-r--r-- |
67 | 1 |
// Scala Lecture 3 |
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//================= |
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// Pattern Matching |
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//================== |
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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 already for |
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// decades. I think I would be really upset if a programming language |
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// I have to use does not have pattern matching....its is just so |
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// useful. ;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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if (xs == Nil) Nil |
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else if (xs.head == None) my_flatten(xs.tail) |
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else xs.head.get :: my_flatten(xs.tail) |
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} |
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val lst = List(None, Some(1), Some(2), None, Some(3)) |
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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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my_flatten(lst) |
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Nil == List() |
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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(10) |
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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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// we can also match more complicated pattern |
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// |
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// let's look at the 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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"111".dropRight(1) |
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"111".last |
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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) |
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// even number => divide by two |
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case (rest, '1') => 1 + bcollatz(badd(s + '1', s)) |
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// 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(6.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 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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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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fav_colour(Green) |
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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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abstract class Day |
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case object Monday extends Day |
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case object Tuesday extends Day |
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case object Wednesday extends Day |
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case object Thursday extends Day |
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case object Friday extends Day |
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case object Saturday extends Day |
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case object Sunday extends Day |
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abstract class Suit |
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case object Spades extends Suit |
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case object Hearts extends Suit |
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case object Diamonds extends Suit |
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case object Clubs extends Suit |
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//define function for colour of suits |
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abstract class Rank |
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case class Ace extends Rank |
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case class King extends Rank |
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case class Queen extends Rank |
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case class Jack extends Rank |
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case class Num(n: Int) extends Rank |
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//define functions for beats |
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//beats Ace _ => true |
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//beats _ Acs => false |
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// ... a bit more useful: 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,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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// 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 object 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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case object Clown 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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case Clown => "My name is Boris Johnson" |
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} |
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title(Clown) |
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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(10, 1) |
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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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// 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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///////////////////// |
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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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} |
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} |
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// tail recursive version that searches |
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// for all solutions |
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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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} |
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searchT(List(game3), List()).map(pretty) |
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// tail recursive version that searches |
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// for a single solution |
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158 | 355 |
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155 | 356 |
def search1T(games: List[String]): Option[String] = games match { |
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case Nil => None |
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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 | 365 |
} |
366 |
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search1T(List(game3)).map(pretty) |
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155 | 369 |
// game with multiple solutions |
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val game3 = """.8...9743 |
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|.5...8.1. |
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|.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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|.3.5...8. |
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|9724...5.""".stripMargin.replaceAll("\\n", "") |
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158 | 380 |
searchT(List(game3), Nil).map(pretty) |
155 | 381 |
search1T(List(game3)).map(pretty) |
67 | 382 |
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3cbe3d90b77f
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
73
diff
changeset
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383 |
// Moral: Whenever a recursive function is resource-critical |
158 | 384 |
// (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
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385 |
// write it in tail-recursive fashion. |
3cbe3d90b77f
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
73
diff
changeset
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386 |
// |
155 | 387 |
// Unfortuantely, Scala because of current limitations in |
388 |
// the JVM is not as clever as other functional languages. It can |
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3cbe3d90b77f
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
73
diff
changeset
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389 |
// 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
|
390 |
// 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
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391 |
// nothing is perfect. |
3cbe3d90b77f
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
73
diff
changeset
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392 |
|
3cbe3d90b77f
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
73
diff
changeset
|
393 |
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67 | 394 |
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395 |
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71 | 396 |
// Polymorphic Types |
397 |
//=================== |
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398 |
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72 | 399 |
// You do not want to write functions like contains, first |
71 | 400 |
// and so on for every type of lists. |
401 |
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67 | 402 |
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72 | 403 |
def length_string_list(lst: List[String]): Int = lst match { |
67 | 404 |
case Nil => 0 |
72 | 405 |
case x::xs => 1 + length_string_list(xs) |
67 | 406 |
} |
407 |
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158 | 408 |
def length_int_list(lst: List[Int]): Int = lst match { |
409 |
case Nil => 0 |
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410 |
case x::xs => 1 + length_int_list(xs) |
|
411 |
} |
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67 | 412 |
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158 | 413 |
length_string_list(List("1", "2", "3", "4")) |
414 |
length_int_list(List(1, 2, 3, 4)) |
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67 | 415 |
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158 | 416 |
//----- |
67 | 417 |
def length[A](lst: List[A]): Int = lst match { |
418 |
case Nil => 0 |
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419 |
case x::xs => 1 + length(xs) |
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420 |
} |
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158 | 421 |
length(List("1", "2", "3", "4")) |
422 |
length(List(King, Knight("foo"), Clown)) |
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423 |
length(List(1, 2, 3, 4)) |
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53 | 424 |
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158 | 425 |
def map[A, B](lst: List[A], f: A => B): List[B] = lst match { |
67 | 426 |
case Nil => Nil |
427 |
case x::xs => f(x)::map_int_list(xs, f) |
|
428 |
} |
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429 |
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430 |
map_int_list(List(1, 2, 3, 4), square) |
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431 |
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432 |
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433 |
// Remember? |
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434 |
def first[A, B](xs: List[A], f: A => Option[B]): Option[B] = ... |
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435 |
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436 |
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437 |
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158 | 438 |
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439 |
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155 | 440 |
// Cool Stuff |
441 |
//============ |
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72 | 442 |
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155 | 443 |
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444 |
// Implicits |
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445 |
//=========== |
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446 |
// |
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447 |
// For example adding your own methods to Strings: |
|
448 |
// Imagine you want to increment strings, like |
|
449 |
// |
|
450 |
// "HAL".increment |
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451 |
// |
|
452 |
// you can avoid ugly fudges, like a MyString, by |
|
453 |
// using implicit conversions. |
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67 | 454 |
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455 |
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155 | 456 |
implicit class MyString(s: String) { |
457 |
def increment = for (c <- s) yield (c + 1).toChar |
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67 | 458 |
} |
459 |
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155 | 460 |
"HAL".increment |
67 | 461 |
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53 | 462 |
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463 |
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464 |
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71 | 465 |
// Regular expressions - the power of DSLs in Scala |
466 |
//================================================== |
|
67 | 467 |
|
468 |
abstract class Rexp |
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155 | 469 |
case object ZERO extends Rexp // nothing |
470 |
case object ONE extends Rexp // the empty string |
|
471 |
case class CHAR(c: Char) extends Rexp // a character c |
|
71 | 472 |
case class ALT(r1: Rexp, r2: Rexp) extends Rexp // alternative r1 + r2 |
155 | 473 |
case class SEQ(r1: Rexp, r2: Rexp) extends Rexp // sequence r1 o r2 |
71 | 474 |
case class STAR(r: Rexp) extends Rexp // star r* |
67 | 475 |
|
476 |
||
158 | 477 |
|
67 | 478 |
// (ab)* |
72 | 479 |
val r0 = STAR(SEQ(CHAR('a'), CHAR('b'))) |
67 | 480 |
|
481 |
||
482 |
// some convenience for typing in regular expressions |
|
483 |
import scala.language.implicitConversions |
|
484 |
import scala.language.reflectiveCalls |
|
485 |
||
486 |
def charlist2rexp(s: List[Char]): Rexp = s match { |
|
487 |
case Nil => ONE |
|
488 |
case c::Nil => CHAR(c) |
|
489 |
case c::s => SEQ(CHAR(c), charlist2rexp(s)) |
|
490 |
} |
|
491 |
implicit def string2rexp(s: String): Rexp = charlist2rexp(s.toList) |
|
492 |
||
493 |
||
494 |
val r1 = STAR("ab") |
|
158 | 495 |
val r2 = STAR(ALT("ab")) |
72 | 496 |
val r3 = STAR(ALT("ab", "baa baa black sheep")) |
67 | 497 |
|
498 |
implicit def RexpOps (r: Rexp) = new { |
|
499 |
def | (s: Rexp) = ALT(r, s) |
|
500 |
def % = STAR(r) |
|
501 |
def ~ (s: Rexp) = SEQ(r, s) |
|
502 |
} |
|
503 |
||
504 |
implicit def stringOps (s: String) = new { |
|
505 |
def | (r: Rexp) = ALT(s, r) |
|
506 |
def | (r: String) = ALT(s, r) |
|
507 |
def % = STAR(s) |
|
508 |
def ~ (r: Rexp) = SEQ(s, r) |
|
509 |
def ~ (r: String) = SEQ(s, r) |
|
510 |
} |
|
511 |
||
153 | 512 |
//example regular expressions |
67 | 513 |
val digit = "0" | "1" | "2" | "3" | "4" | "5" | "6" | "7" | "8" | "9" |
514 |
val sign = "+" | "-" | "" |
|
515 |
val number = sign ~ digit ~ digit.% |
|
516 |
||
517 |
||
518 |
||
519 |
||
520 |
||
521 |
// The End |
|
522 |
//========= |
|
523 |
||
524 |
// A function should do one thing, and only one thing. |
|
525 |
||
526 |
// Make your variables immutable, unless there's a good |
|
527 |
// reason not to. |
|
528 |
||
529 |
// You can be productive on Day 1, but the language is deep. |
|
158 | 530 |
// |
531 |
// http://scalapuzzlers.com |
|
532 |
// |
|
533 |
// http://www.latkin.org/blog/2017/05/02/when-the-scala-compiler-doesnt-help/ |
|
67 | 534 |
|
158 | 535 |
List(1, 2, 3) contains "your mom" |
536 |
||
537 |
// I like best about Scala that it lets me often write |
|
155 | 538 |
// concise, readable code. |
68 | 539 |
|
170 | 540 |
|
541 |
||
542 |
// You can define your own while loop |
|
543 |
||
544 |
||
545 |
def my_while(condition: => Boolean)(block: => Unit): Unit = |
|
546 |
if (condition) { block ; my_while(condition) { block } } else { } |
|
547 |
||
548 |
||
549 |
var x = 10 |
|
550 |
my_while (x > 0) { |
|
551 |
println(s"$x") ; x = x - 1 |
|
552 |
} |
|
553 |
||
554 |
||
555 |
`symbol |
|
556 |
`symbol` |