progs/lecture5.scala
author Christian Urban <christian.urban@kcl.ac.uk>
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// Scala Lecture 5
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//=================
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// Laziness with style
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//=====================
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// The concept of lazy evaluation doesn’t really 
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// exist in non-functional languages. C-like languages
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// are (sort of) strict. To see the difference, consider
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def square(x: Int) = x * x
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square(42 + 8)
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// This is called "strict evaluation".
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// On the contrary, say we have a pretty expensive operation:
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def peop(n: BigInt): Boolean = peop(n + 1) 
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val a = "foo"
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val b = "foo"
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if (a == b || peop(0)) println("true") else println("false")
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// This is called "lazy evaluation":
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// you delay compuation until it is really 
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// needed. Once calculated though, the result
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// does not need to be re-calculated.
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// A useful example is
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def time_needed[T](i: Int, code: => T) = {
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  val start = System.nanoTime()
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  for (j <- 1 to i) code
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  val end = System.nanoTime()
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  f"${(end - start) / (i * 1.0e9)}%.6f secs"
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}
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// A slightly less obvious example: Prime Numbers.
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// (I do not care how many) primes: 2, 3, 5, 7, 9, 11, 13 ....
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def generatePrimes (s: LazyList[Int]): LazyList[Int] =
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  s.head #:: generatePrimes(s.tail.filter(_ % s.head != 0))
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val primes = generatePrimes(LazyList.from(2))
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// the first 10 primes
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primes.take(100).toList
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time_needed(1, primes.filter(_ > 100).take(3000).toList)
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time_needed(1, primes.filter(_ > 100).take(3000).toList)
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// A Stream (LazyList) of successive numbers:
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LazyList.from(2).take(10)
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LazyList.from(2).take(10).force
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// An Iterative version of the Fibonacci numbers
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def fibIter(a: BigInt, b: BigInt): LazyList[BigInt] =
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  a #:: fibIter(b, a + b)
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fibIter(1, 1).take(10).force
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fibIter(8, 13).take(10).force
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fibIter(1, 1).drop(10000).take(1)
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fibIter(1, 1).drop(10000).take(1).force
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// LazyLists are good for testing
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// Regular expressions - the power of DSLs in Scala
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//                                     and Laziness
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//==================================================
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abstract class Rexp
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case object ZERO extends Rexp                     // nothing
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case object ONE extends Rexp                      // the empty string
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case class CHAR(c: Char) extends Rexp             // a character c
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case class ALT(r1: Rexp, r2: Rexp) extends Rexp   // alternative  r1 + r2
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case class SEQ(r1: Rexp, r2: Rexp) extends Rexp   // sequence     r1 . r2  
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case class STAR(r: Rexp) extends Rexp             // star         r*
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// some convenience for typing in regular expressions
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import scala.language.implicitConversions    
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import scala.language.reflectiveCalls 
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def charlist2rexp(s: List[Char]): Rexp = s match {
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  case Nil => ONE
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  case c::Nil => CHAR(c)
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  case c::s => SEQ(CHAR(c), charlist2rexp(s))
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}
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implicit def string2rexp(s: String): Rexp = 
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  charlist2rexp(s.toList)
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implicit def RexpOps (r: Rexp) = new {
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  def | (s: Rexp) = ALT(r, s)
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  def % = STAR(r)
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  def ~ (s: Rexp) = SEQ(r, s)
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}
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implicit def stringOps (s: String) = new {
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  def | (r: Rexp) = ALT(s, r)
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  def | (r: String) = ALT(s, r)
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  def % = STAR(s)
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  def ~ (r: Rexp) = SEQ(s, r)
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  def ~ (r: String) = SEQ(s, r)
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}
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//example regular expressions
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val digit = "0" | "1" | "2" | "3" | "4" | "5" | "6" | "7" | "8" | "9"
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val sign = "+" | "-" | ""
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val number = sign ~ digit ~ digit.% 
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// Task: enumerate exhaustively regular expressions
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// starting from small ones towards bigger ones.
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// 1st idea: enumerate them all in a Set
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// up to a level
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def enuml(l: Int, s: String) : Set[Rexp] = l match {
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  case 0 => Set(ZERO, ONE) ++ s.map(CHAR).toSet
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  case n =>  
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    val rs = enuml(n - 1, s)
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    rs ++
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    (for (r1 <- rs; r2 <- rs) yield ALT(r1, r2)) ++
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    (for (r1 <- rs; r2 <- rs) yield SEQ(r1, r2)) ++
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    (for (r1 <- rs) yield STAR(r1))
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}
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enuml(1, "a")
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enuml(1, "a").size
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enuml(2, "a").size
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enuml(3, "a").size // out of heap space
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def enum(rs: LazyList[Rexp]) : LazyList[Rexp] = 
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  rs #::: enum( (for (r1 <- rs; r2 <- rs) yield ALT(r1, r2)) #:::
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                (for (r1 <- rs; r2 <- rs) yield SEQ(r1, r2)) #:::
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                (for (r1 <- rs) yield STAR(r1)) )
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enum(LazyList(ZERO, ONE, CHAR('a'), CHAR('b'))).take(200).force
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enum(LazyList(ZERO, ONE, CHAR('a'), CHAR('b'))).take(5_000_000).force
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def depth(r: Rexp) : Int = r match {
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  case ZERO => 0
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  case ONE => 0
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  case CHAR(_) => 0
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  case ALT(r1, r2) => Math.max(depth(r1), depth(r2)) + 1
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  case SEQ(r1, r2) => Math.max(depth(r1), depth(r2)) + 1 
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  case STAR(r1) => depth(r1) + 1
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}
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val is = 
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  (enum(LazyList(ZERO, ONE, CHAR('a'), CHAR('b')))
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    .dropWhile(depth(_) < 3)
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    .take(10).foreach(println))
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// (Immutable)
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// Object Oriented Programming in Scala
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// =====================================
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abstract class Animal 
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case class Bird(name: String) extends Animal {
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   override def toString = name
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}
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case class Mammal(name: String) extends Animal
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case class Reptile(name: String) extends Animal
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Mammal("Zebra")
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println(Mammal("Zebra"))
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println(Mammal("Zebra").toString)
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Bird("Sparrow")
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println(Bird("Sparrow"))
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println(Bird("Sparrow").toString)
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Bird("Sparrow").copy(name = "House Sparrow")
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def group(a : Animal) = a match {
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  case Bird(_) => "It's a bird"
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  case Mammal(_) => "It's a mammal"
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}
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// There is a very convenient short-hand notation
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// for constructors:
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class Fraction(x: Int, y: Int) {
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  def numer = x
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  def denom = y
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}
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val half = new Fraction(1, 2)
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half.numer
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case class Fraction(numer: Int, denom: Int)
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val half = Fraction(1, 2)
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half.numer
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half.denom
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// In mandelbrot.scala I used complex (imaginary) numbers 
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// and implemented the usual arithmetic operations for complex 
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// numbers.
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case class Complex(re: Double, im: Double) { 
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  // represents the complex number re + im * i
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  def +(that: Complex) = Complex(this.re + that.re, this.im + that.im)
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  def -(that: Complex) = Complex(this.re - that.re, this.im - that.im)
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  def *(that: Complex) = Complex(this.re * that.re - this.im * that.im,
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                                 this.re * that.im + that.re * this.im)
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  def *(that: Double) = Complex(this.re * that, this.im * that)
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  def abs = Math.sqrt(this.re * this.re + this.im * this.im)
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}
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val test = Complex(1, 2) + Complex (3, 4)
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import scala.language.postfixOps
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List(5,4,3,2,1).sorted.reverse
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// this could have equally been written as
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val test = Complex(1, 2).+(Complex (3, 4))
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// this applies to all methods, but requires
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import scala.language.postfixOps
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List(5, 2, 3, 4).sorted
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List(5, 2, 3, 4) sorted
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// ...to allow the notation n + m * i
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import scala.language.implicitConversions   
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val i = Complex(0, 1)
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implicit def double2complex(re: Double) = Complex(re, 0)
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val inum1 = -2.0 + -1.5 * i
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val inum2 =  1.0 +  1.5 * i
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// All is public by default....so no public is needed.
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// You can have the usual restrictions about private 
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// values and methods, if you are MUTABLE !!!
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case class BankAccount(init: Int) {
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  private var balance = init
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  def deposit(amount: Int): Unit = {
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    if (amount > 0) balance = balance + amount
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  }
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  def withdraw(amount: Int): Int =
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    if (0 < amount && amount <= balance) {
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      balance = balance - amount
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      balance
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    } else throw new Error("insufficient funds")
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}
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// BUT since we are completely IMMUTABLE, this is 
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// virtually of no concern to us.
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// another example about Fractions
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import scala.language.implicitConversions
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import scala.language.reflectiveCalls
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case class Fraction(numer: Int, denom: Int) {
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  override def toString = numer.toString + "/" + denom.toString
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  def +(other: Fraction) = 
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    Fraction(numer * other.denom + other.numer * denom, 
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             denom * other.denom)
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  def *(other: Fraction) = Fraction(numer * other.numer, denom * other.denom)
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 }
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implicit def Int2Fraction(x: Int) = Fraction(x, 1)
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val half = Fraction(1, 2)
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val third = Fraction (1, 3)
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half + third
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half * third
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1 + half
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// DFAs in Scala  
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//===============
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import scala.util.Try
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// A is the state type
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// C is the input (usually characters)
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case class DFA[A, C](start: A,              // starting state
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                     delta: (A, C) => A,    // transition function
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                     fins:  A => Boolean) { // final states (Set)
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  def deltas(q: A, s: List[C]) : A = s match {
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    case Nil => q
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    case c::cs => deltas(delta(q, c), cs)
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  }
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  def accepts(s: List[C]) : Boolean = 
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    Try(fins(deltas(start, s))).getOrElse(false)
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}
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// the example shown in the handout 
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abstract class State
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case object Q0 extends State
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case object Q1 extends State
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case object Q2 extends State
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case object Q3 extends State
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case object Q4 extends State
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val delta : (State, Char) => State = 
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  { case (Q0, 'a') => Q1
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    case (Q0, 'b') => Q2
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    case (Q1, 'a') => Q4
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    case (Q1, 'b') => Q2
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    case (Q2, 'a') => Q3
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    case (Q2, 'b') => Q2
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    case (Q3, 'a') => Q4
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    case (Q3, 'b') => Q0
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    case (Q4, 'a') => Q4
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   351
    case (Q4, 'b') => Q4 
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   352
    case _ => throw new Exception("Undefined") }
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   353
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   354
val dfa = DFA(Q0, delta, Set[State](Q4))
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   355
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   356
dfa.accepts("abaaa".toList)     // true
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   357
dfa.accepts("bbabaab".toList)   // true
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dfa.accepts("baba".toList)      // false
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   359
dfa.accepts("abc".toList)       // false
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   360
238
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diff changeset
   361
326
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   362
// NFAs (Nondeterministic Finite Automata)
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   363
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   364
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   365
case class NFA[A, C](starts: Set[A],          // starting states
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   366
                     delta: (A, C) => Set[A], // transition function
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   367
                     fins:  A => Boolean) {   // final states 
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   368
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   369
  // given a state and a character, what is the set of 
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   370
  // next states? if there is none => empty set
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   371
  def next(q: A, c: C) : Set[A] = 
383
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   372
    Try(delta(q, c)).getOrElse(Set[A]()) 
326
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   373
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   374
  def nexts(qs: Set[A], c: C) : Set[A] =
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   375
    qs.flatMap(next(_, c))
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   376
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   377
  // depth-first version of accepts
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   378
  def search(q: A, s: List[C]) : Boolean = s match {
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   379
    case Nil => fins(q)
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   380
    case c::cs => next(q, c).exists(search(_, cs))
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   381
  }
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   382
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   383
  def accepts(s: List[C]) : Boolean =
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   384
    starts.exists(search(_, s))
238
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diff changeset
   385
}
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diff changeset
   386
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diff changeset
   387
326
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diff changeset
   388
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   389
// NFA examples
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diff changeset
   390
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   391
val nfa_trans1 : (State, Char) => Set[State] = 
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   392
  { case (Q0, 'a') => Set(Q0, Q1) 
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   393
    case (Q0, 'b') => Set(Q2) 
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   394
    case (Q1, 'a') => Set(Q1) 
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   395
    case (Q2, 'b') => Set(Q2) }
238
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diff changeset
   396
326
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diff changeset
   397
val nfa = NFA(Set[State](Q0), nfa_trans1, Set[State](Q2))
238
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diff changeset
   398
326
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diff changeset
   399
nfa.accepts("aa".toList)             // false
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diff changeset
   400
nfa.accepts("aaaaa".toList)          // false
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parents: 247
diff changeset
   401
nfa.accepts("aaaaab".toList)         // true
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parents: 247
diff changeset
   402
nfa.accepts("aaaaabbb".toList)       // true
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diff changeset
   403
nfa.accepts("aaaaabbbaaa".toList)    // false
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diff changeset
   404
nfa.accepts("ac".toList)             // false
222
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diff changeset
   405
238
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diff changeset
   406
326
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diff changeset
   407
// Q: Why the kerfuffle about the polymorphic types in DFAs/NFAs?
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diff changeset
   408
// A: Subset construction. Here the state type for the DFA is
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diff changeset
   409
//    sets of states.
238
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diff changeset
   410
383
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diff changeset
   411
326
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   412
def subset[A, C](nfa: NFA[A, C]) : DFA[Set[A], C] = {
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diff changeset
   413
  DFA(nfa.starts, 
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diff changeset
   414
      { case (qs, c) => nfa.nexts(qs, c) }, 
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diff changeset
   415
      _.exists(nfa.fins))
238
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diff changeset
   416
}
046f37a262d0 updated
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diff changeset
   417
326
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diff changeset
   418
subset(nfa).accepts("aa".toList)             // false
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diff changeset
   419
subset(nfa).accepts("aaaaa".toList)          // false
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diff changeset
   420
subset(nfa).accepts("aaaaab".toList)         // true
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diff changeset
   421
subset(nfa).accepts("aaaaabbb".toList)       // true
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diff changeset
   422
subset(nfa).accepts("aaaaabbbaaa".toList)    // false
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diff changeset
   423
subset(nfa).accepts("ac".toList)             // false
238
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diff changeset
   424
046f37a262d0 updated
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diff changeset
   425
222
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diff changeset
   426
240
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diff changeset
   427
// The End ... Almost Christmas
238
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diff changeset
   428
//===============================
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diff changeset
   429
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diff changeset
   430
// I hope you had fun!
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diff changeset
   431
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diff changeset
   432
// A function should do one thing, and only one thing.
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diff changeset
   433
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diff changeset
   434
// Make your variables immutable, unless there's a good 
326
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diff changeset
   435
// reason not to. Usually there is not.
238
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diff changeset
   436
326
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diff changeset
   437
// I did it once, but this is actually not a good reason:
240
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diff changeset
   438
// generating new labels:
b8cdaf51ffef updated
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parents: 238
diff changeset
   439
238
046f37a262d0 updated
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diff changeset
   440
var counter = -1
222
e52cc402caee updated
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parents: 218
diff changeset
   441
238
046f37a262d0 updated
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diff changeset
   442
def Fresh(x: String) = {
046f37a262d0 updated
updated
parents: 226
diff changeset
   443
  counter += 1
046f37a262d0 updated
updated
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diff changeset
   444
  x ++ "_" ++ counter.toString()
046f37a262d0 updated
updated
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diff changeset
   445
}
046f37a262d0 updated
updated
parents: 226
diff changeset
   446
046f37a262d0 updated
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parents: 226
diff changeset
   447
Fresh("x")
046f37a262d0 updated
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diff changeset
   448
Fresh("x")
046f37a262d0 updated
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diff changeset
   449
046f37a262d0 updated
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parents: 226
diff changeset
   450
046f37a262d0 updated
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diff changeset
   451
326
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parents: 247
diff changeset
   452
// I think you can be productive on Day 1, but the 
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parents: 247
diff changeset
   453
// language is deep.
238
046f37a262d0 updated
updated
parents: 226
diff changeset
   454
//
046f37a262d0 updated
updated
parents: 226
diff changeset
   455
// http://scalapuzzlers.com
046f37a262d0 updated
updated
parents: 226
diff changeset
   456
//
046f37a262d0 updated
updated
parents: 226
diff changeset
   457
// http://www.latkin.org/blog/2017/05/02/when-the-scala-compiler-doesnt-help/
046f37a262d0 updated
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diff changeset
   458
328
0e591f806290 updated
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parents: 326
diff changeset
   459
val two   = 0.2
0e591f806290 updated
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parents: 326
diff changeset
   460
val one   = 0.1
0e591f806290 updated
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parents: 326
diff changeset
   461
val eight = 0.8
0e591f806290 updated
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parents: 326
diff changeset
   462
val six   = 0.6
0e591f806290 updated
Christian Urban <urbanc@in.tum.de>
parents: 326
diff changeset
   463
0e591f806290 updated
Christian Urban <urbanc@in.tum.de>
parents: 326
diff changeset
   464
two - one == one
0e591f806290 updated
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parents: 326
diff changeset
   465
eight - six == two
329
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 328
diff changeset
   466
eight - six
328
0e591f806290 updated
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parents: 326
diff changeset
   467
0e591f806290 updated
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parents: 326
diff changeset
   468
329
8a34b2ebc8cc updated
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parents: 328
diff changeset
   469
// problems about equality and type-errors
328
0e591f806290 updated
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parents: 326
diff changeset
   470
329
8a34b2ebc8cc updated
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parents: 328
diff changeset
   471
List(1, 2, 3).contains("your cup")   // should not compile, but retruns false
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 328
diff changeset
   472
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 328
diff changeset
   473
List(1, 2, 3) == Vector(1, 2, 3)     // again should not compile, but returns true
326
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parents: 247
diff changeset
   474
238
046f37a262d0 updated
updated
parents: 226
diff changeset
   475
046f37a262d0 updated
updated
parents: 226
diff changeset
   476
// I like best about Scala that it lets me often write
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updated
parents: 226
diff changeset
   477
// concise, readable code. And it hooks up with the 
326
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parents: 247
diff changeset
   478
// Isabelle theorem prover. 
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   479
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   480
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   481
// Puzzlers
e5453add7df6 updated
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parents: 247
diff changeset
   482
329
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 328
diff changeset
   483
val month = 12
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parents: 328
diff changeset
   484
val day = 24
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Christian Urban <urbanc@in.tum.de>
parents: 328
diff changeset
   485
val (hour, min, sec) = (12, 0, 0)
326
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parents: 247
diff changeset
   486
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   487
// use lowercase names for variable 
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Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   488
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   489
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   490
//==================
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Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   491
val oneTwo = Seq(1, 2, 3).permutations
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   492
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   493
if (oneTwo.length > 0) {
329
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 328
diff changeset
   494
  println("Permutations of 1,2 and 3:")
326
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parents: 247
diff changeset
   495
  oneTwo.foreach(println)
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   496
}
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   497
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   498
val threeFour = Seq(3, 4, 5).permutations
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   499
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   500
if (!threeFour.isEmpty) {
329
8a34b2ebc8cc updated
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parents: 328
diff changeset
   501
  println("Permutations of 3, 4 and 5:")
326
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   502
  threeFour.foreach(println)
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   503
}
238
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diff changeset
   504
326
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parents: 247
diff changeset
   505
//==================
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Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   506
val (a, b, c) =
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   507
    if (4 < 5) {
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   508
        "bar"
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   509
    } else { 
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   510
        Some(10)
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   511
    }
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   512
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   513
//Because when an expression has multiple return branches, Scala tries to
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   514
//be helpful, by picking the first common ancestor type of all the
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   515
//branches as the type of the whole expression.
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   516
//
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Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   517
//In this case, one branch has type String and the other has type
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   518
//Option[Int], so the compiler decides that what the developer really
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   519
//wants is for the whole if/else expression to have type Serializable,
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   520
//since that’s the most specific type to claim both String and Option as
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   521
//descendants.
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   522
//
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Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   523
//And guess what, Tuple3[A, B, C] is also Serializable, so as far as the
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Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   524
//compiler is concerned, the assignment of the whole mess to (a, b, c)
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   525
//can’t be proven invalid. So it gets through with a warning,
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   526
//destined to fail at runtime.
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   527
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   528
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   529
//================
e5453add7df6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   530
// does not work anymore in 2.13.0
329
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 328
diff changeset
   531
val numbers = List("1", "2").toSet + "3"