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     1  | 
// Scala Lecture 4
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     2  | 
//=================
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     4  | 
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325
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// expressions (essentially trees)
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abstract class Exp
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     8  | 
case class N(n: Int) extends Exp                  // for numbers
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case class Plus(e1: Exp, e2: Exp) extends Exp
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    10  | 
case class Times(e1: Exp, e2: Exp) extends Exp
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    11  | 
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    12  | 
def string(e: Exp) : String = e match {
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    13  | 
  case N(n) => s"$n"
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  case Plus(e1, e2) => s"(${string(e1)} + ${string(e2)})" 
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    15  | 
  case Times(e1, e2) => s"(${string(e1)} * ${string(e2)})"
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    16  | 
}
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val e = Plus(N(9), Times(N(3), N(4)))
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    19  | 
println(string(e))
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    20  | 
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    21  | 
def eval(e: Exp) : Int = e match {
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    22  | 
  case N(n) => n
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    23  | 
  case Plus(e1, e2) => eval(e1) + eval(e2) 
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    24  | 
  case Times(e1, e2) => eval(e1) * eval(e2) 
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    25  | 
}
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    27  | 
println(eval(e))
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    28  | 
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    29  | 
// simplification rules:
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    30  | 
// e + 0, 0 + e => e 
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    31  | 
// e * 0, 0 * e => 0
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    32  | 
// e * 1, 1 * e => e
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    33  | 
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    34  | 
def simp(e: Exp) : Exp = e match {
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    35  | 
  case N(n) => N(n)
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    36  | 
  case Plus(e1, e2) => (simp(e1), simp(e2)) match {
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    37  | 
    case (N(0), e2s) => e2s
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    38  | 
    case (e1s, N(0)) => e1s
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    39  | 
    case (e1s, e2s) => Plus(e1s, e2s)
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    40  | 
  }  
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  case Times(e1, e2) => (simp(e1), simp(e2)) match {
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    42  | 
    case (N(0), _) => N(0)
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    43  | 
    case (_, N(0)) => N(0)
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    case (N(1), e2s) => e2s
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    case (e1s, N(1)) => e1s
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    46  | 
    case (e1s, e2s) => Times(e1s, e2s)
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    47  | 
  }  
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    48  | 
}
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    50  | 
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    51  | 
val e2 = Times(Plus(N(0), N(1)), Plus(N(0), N(9)))
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    52  | 
println(string(e2))
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    53  | 
println(string(simp(e2)))
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// Tokens and Reverse Polish Notation
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abstract class Token
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case class T(n: Int) extends Token
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case object PL extends Token
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case object TI extends Token
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    61  | 
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    62  | 
// transfroming an Exp into a list of tokens
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    63  | 
def rp(e: Exp) : List[Token] = e match {
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    64  | 
  case N(n) => List(T(n))
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    65  | 
  case Plus(e1, e2) => rp(e1) ::: rp(e2) ::: List(PL) 
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  case Times(e1, e2) => rp(e1) ::: rp(e2) ::: List(TI) 
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    67  | 
}
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println(string(e2))
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println(rp(e2))
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def comp(ls: List[Token], st: List[Int]) : Int = (ls, st) match {
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  case (Nil, st) => st.head 
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  case (T(n)::rest, st) => comp(rest, n::st)
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  case (PL::rest, n1::n2::st) => comp(rest, n1 + n2::st)
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    75  | 
  case (TI::rest, n1::n2::st) => comp(rest, n1 * n2::st)
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    76  | 
}
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    78  | 
comp(rp(e), Nil)
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    80  | 
def proc(s: String) : Token = s match {
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    81  | 
  case  "+" => PL
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    82  | 
  case  "*" => TI
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    83  | 
  case  _ => T(s.toInt) 
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}
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    86  | 
comp("1 2 + 4 * 5 + 3 +".split(" ").toList.map(proc), Nil)
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    87  | 
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    88  | 
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    89  | 
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    90  | 
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// Sudoku 
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    92  | 
//========
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    93  | 
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    94  | 
// THE POINT OF THIS CODE IS NOT TO BE SUPER
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    95  | 
// EFFICIENT AND FAST, just explaining exhaustive
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    96  | 
// depth-first search
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    97  | 
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    98  | 
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    99  | 
val game0 = """.14.6.3..
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   100  | 
              |62...4..9
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   101  | 
              |.8..5.6..
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   102  | 
              |.6.2....3
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   103  | 
              |.7..1..5.
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   104  | 
              |5....9.6.
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   105  | 
              |..6.2..3.
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   106  | 
              |1..5...92
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   107  | 
              |..7.9.41.""".stripMargin.replaceAll("\\n", "")
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   108  | 
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   109  | 
type Pos = (Int, Int)
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   110  | 
val EmptyValue = '.'
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   111  | 
val MaxValue = 9
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   112  | 
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   113  | 
val allValues = "123456789".toList
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val indexes = (0 to 8).toList
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   115  | 
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   116  | 
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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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   121  | 
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   122  | 
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def get_row(game: String, y: Int) = 
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   124  | 
  indexes.map(col => game(y * MaxValue + col))
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   125  | 
def get_col(game: String, x: Int) = 
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   126  | 
  indexes.map(row => game(x + row * MaxValue))
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   128  | 
def get_box(game: String, pos: Pos): List[Char] = {
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   129  | 
    def base(p: Int): Int = (p / 3) * 3
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   130  | 
    val x0 = base(pos._1)
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   131  | 
    val y0 = base(pos._2)
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   132  | 
    val ys = (y0 until y0 + 3).toList
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   133  | 
    (x0 until x0 + 3).toList.flatMap(x => ys.map(y => game(x + y * MaxValue)))
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}
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   135  | 
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   136  | 
//get_row(game0, 0)
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   137  | 
//get_row(game0, 1)
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//get_col(game0, 0)
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   139  | 
//get_box(game0, (3, 1))
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   140  | 
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   141  | 
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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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   145  | 
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   146  | 
def toAvoid(game: String, pos: Pos): List[Char] = 
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   147  | 
  (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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   150  | 
  allValues.diff(toAvoid(game, pos))
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   151  | 
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   152  | 
//candidates(game0, (0,0))
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   153  | 
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   154  | 
def pretty(game: String): String = 
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  "\n" + (game.sliding(MaxValue, MaxValue).mkString("\n"))
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   156  | 
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def search(game: String): List[String] = {
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   159  | 
  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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   165  | 
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   166  | 
search(game0).map(pretty)
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   167  | 
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   168  | 
val game1 = """23.915...
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   169  | 
              |...2..54.
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   170  | 
              |6.7......
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   171  | 
              |..1.....9
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   172  | 
              |89.5.3.17
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   173  | 
              |5.....6..
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   174  | 
              |......9.5
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   175  | 
              |.16..7...
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   176  | 
              |...329..1""".stripMargin.replaceAll("\\n", "")
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   177  | 
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search(game1).map(pretty)
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// a game that is in the hard category
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   181  | 
val game2 = """8........
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   182  | 
              |..36.....
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   183  | 
              |.7..9.2..
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   184  | 
              |.5...7...
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   185  | 
              |....457..
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   186  | 
              |...1...3.
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   187  | 
              |..1....68
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   188  | 
              |..85...1.
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   189  | 
              |.9....4..""".stripMargin.replaceAll("\\n", "")
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   190  | 
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search(game2).map(pretty)
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   192  | 
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// game with multiple solutions
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   194  | 
val game3 = """.8...9743
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   195  | 
              |.5...8.1.
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   196  | 
              |.1.......
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   197  | 
              |8....5...
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   198  | 
              |...8.4...
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   199  | 
              |...3....6
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   200  | 
              |.......7.
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   201  | 
              |.3.5...8.
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   202  | 
              |9724...5.""".stripMargin.replaceAll("\\n", "")
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   204  | 
search(game3).map(pretty).foreach(println)
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// for measuring time
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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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   210  | 
  val end = System.nanoTime()
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   211  | 
  s"${(end - start) / 1.0e9} secs"
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}
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   213  | 
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time_needed(1, search(game2))
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   215  | 
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   216  | 
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// Tail recursion
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   219  | 
//================
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   220  | 
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   221  | 
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   222  | 
def fact(n: Long): Long = 
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   223  | 
  if (n == 0) 1 else n * fact(n - 1)
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   224  | 
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fact(10)              // ok
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   227  | 
fact(1000)            // silly
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   228  | 
fact(10000)           // produces a stackoverflow
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   229  | 
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   230  | 
def factB(n: BigInt): BigInt = 
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   231  | 
  if (n == 0) 1 else n * factB(n - 1)
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   232  | 
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   233  | 
factB(1000)
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   234  | 
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   235  | 
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   236  | 
def factT(n: BigInt, acc: BigInt): BigInt =
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   237  | 
  if (n == 0) acc else factT(n - 1, n * acc)
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   238  | 
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   239  | 
factT(10, 1)
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   240  | 
println(factT(100000, 1))
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   241  | 
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   242  | 
// there is a flag for ensuring a function is tail recursive
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   243  | 
import scala.annotation.tailrec
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   244  | 
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   245  | 
@tailrec
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   246  | 
def factT(n: BigInt, acc: BigInt): BigInt =
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   247  | 
  if (n == 0) acc else factT(n - 1, n * acc)
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   248  | 
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   249  | 
factT(100000, 1)
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   250  | 
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   251  | 
// for tail-recursive functions the Scala compiler
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   252  | 
// generates loop-like code, which does not need
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   253  | 
// to allocate stack-space in each recursive
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   254  | 
// call; Scala can do this only for tail-recursive
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   255  | 
// functions
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   256  | 
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   257  | 
// tail recursive version that searches 
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   258  | 
// for all Sudoku solutions
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   259  | 
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   260  | 
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   261  | 
def searchT(games: List[String], sols: List[String]): List[String] = games match {
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   262  | 
  case Nil => sols
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   263  | 
  case game::rest => {
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   264  | 
    if (isDone(game)) searchT(rest, game::sols)
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   265  | 
    else {
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   266  | 
      val cs = candidates(game, emptyPosition(game))
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   267  | 
      searchT(cs.map(c => update(game, empty(game), c)) ::: rest, sols)
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   268  | 
    }
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   269  | 
  }
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   270  | 
}
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   271  | 
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   272  | 
searchT(List(game3), List()).map(pretty)
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   273  | 
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   274  | 
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   275  | 
// tail recursive version that searches 
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   276  | 
// for a single solution
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   277  | 
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   278  | 
def search1T(games: List[String]): Option[String] = games match {
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   279  | 
  case Nil => None
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   280  | 
  case game::rest => {
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   281  | 
    if (isDone(game)) Some(game)
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   282  | 
    else {
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   283  | 
      val cs = candidates(game, emptyPosition(game))
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   284  | 
      search1T(cs.map(c => update(game, empty(game), c)) ::: rest)
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   285  | 
    }
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   286  | 
  }
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   287  | 
}
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   288  | 
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   289  | 
search1T(List(game3)).map(pretty)
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   290  | 
time_needed(1, search1T(List(game3)))
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   291  | 
time_needed(1, search1T(List(game2)))
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   292  | 
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   293  | 
// game with multiple solutions
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   294  | 
val game3 = """.8...9743
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   295  | 
              |.5...8.1.
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   296  | 
              |.1.......
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   297  | 
              |8....5...
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   298  | 
              |...8.4...
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   299  | 
              |...3....6
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   300  | 
              |.......7.
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   301  | 
              |.3.5...8.
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   302  | 
              |9724...5.""".stripMargin.replaceAll("\\n", "")
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   303  | 
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   304  | 
searchT(List(game3), Nil).map(pretty)
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   305  | 
search1T(List(game3)).map(pretty)
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   306  | 
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   307  | 
// Moral: Whenever a recursive function is resource-critical
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   308  | 
// (i.e. works with large recursion depth), then you need to
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   309  | 
// write it in tail-recursive fashion.
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   310  | 
// 
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   311  | 
// Unfortuantely, Scala because of current limitations in 
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   312  | 
// the JVM is not as clever as other functional languages. It can 
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   313  | 
// only optimise "self-tail calls". This excludes the cases of 
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   314  | 
// multiple functions making tail calls to each other. Well,
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   315  | 
// nothing is perfect. 
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   316  | 
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   317  | 
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   318  | 
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   319  | 
  | 
| 
222
 | 
   320  | 
// Polymorphic Types
  | 
| 
 | 
   321  | 
//===================
  | 
| 
 | 
   322  | 
  | 
| 
 | 
   323  | 
// You do not want to write functions like contains, first, 
  | 
| 
 | 
   324  | 
// length and so on for every type of lists.
  | 
| 
 | 
   325  | 
  | 
| 
224
 | 
   326  | 
  | 
| 
222
 | 
   327  | 
def length_string_list(lst: List[String]): Int = lst match {
 | 
| 
 | 
   328  | 
  case Nil => 0
  | 
| 
 | 
   329  | 
  case x::xs => 1 + length_string_list(xs)
  | 
| 
 | 
   330  | 
}
  | 
| 
 | 
   331  | 
  | 
| 
 | 
   332  | 
def length_int_list(lst: List[Int]): Int = lst match {
 | 
| 
 | 
   333  | 
  case Nil => 0
  | 
| 
 | 
   334  | 
  case x::xs => 1 + length_int_list(xs)
  | 
| 
 | 
   335  | 
}
  | 
| 
 | 
   336  | 
  | 
| 
 | 
   337  | 
length_string_list(List("1", "2", "3", "4"))
 | 
| 
 | 
   338  | 
length_int_list(List(1, 2, 3, 4))
  | 
| 
 | 
   339  | 
  | 
| 
 | 
   340  | 
def length[A](lst: List[A]): Int = lst match {
 | 
| 
 | 
   341  | 
  case Nil => 0
  | 
| 
 | 
   342  | 
  case x::xs => 1 + length(xs)
  | 
| 
 | 
   343  | 
}
  | 
| 
 | 
   344  | 
length(List("1", "2", "3", "4"))
 | 
| 
 | 
   345  | 
length(List(1, 2, 3, 4))
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| 
 | 
   346  | 
  | 
| 
 | 
   347  | 
  | 
| 
 | 
   348  | 
def map[A, B](lst: List[A], f: A => B): List[B] = lst match {
 | 
| 
 | 
   349  | 
  case Nil => Nil
  | 
| 
 | 
   350  | 
  case x::xs => f(x)::map(xs, f) 
  | 
| 
 | 
   351  | 
}
  | 
| 
 | 
   352  | 
  | 
| 
226
 | 
   353  | 
map(List(1, 2, 3, 4), (x: Int) => x.toString)
  | 
| 
222
 | 
   354  | 
  | 
| 
 | 
   355  | 
  | 
| 
 | 
   356  | 
  | 
| 
 | 
   357  | 
// distinct / distinctBy
  | 
| 
 | 
   358  | 
  | 
| 
 | 
   359  | 
val ls = List(1,2,3,3,2,4,3,2,1)
  | 
| 
 | 
   360  | 
ls.distinct
  | 
| 
 | 
   361  | 
  | 
| 
226
 | 
   362  | 
ls.minBy(_._2)
  | 
| 
 | 
   363  | 
ls.sortBy(_._1)
  | 
| 
222
 | 
   364  | 
  | 
| 
223
 | 
   365  | 
def distinctBy[B, C](xs: List[B], 
  | 
| 
 | 
   366  | 
                     f: B => C, 
  | 
| 
 | 
   367  | 
                     acc: List[C] = Nil): List[B] = xs match {
 | 
| 
218
 | 
   368  | 
  case Nil => Nil
  | 
| 
223
 | 
   369  | 
  case x::xs => {
 | 
| 
218
 | 
   370  | 
    val res = f(x)
  | 
| 
 | 
   371  | 
    if (acc.contains(res)) distinctBy(xs, f, acc)  
  | 
| 
 | 
   372  | 
    else x::distinctBy(xs, f, res::acc)
  | 
| 
 | 
   373  | 
  }
  | 
| 
 | 
   374  | 
} 
  | 
| 
 | 
   375  | 
  | 
| 
223
 | 
   376  | 
// distinctBy  with the identity function is 
  | 
| 
 | 
   377  | 
// just distinct
  | 
| 
222
 | 
   378  | 
distinctBy(ls, (x: Int) => x)
  | 
| 
 | 
   379  | 
  | 
| 
 | 
   380  | 
  | 
| 
 | 
   381  | 
val cs = List('A', 'b', 'a', 'c', 'B', 'D', 'd')
 | 
| 
 | 
   382  | 
  | 
| 
 | 
   383  | 
distinctBy(cs, (c:Char) => c.toUpper)
  | 
| 
 | 
   384  | 
  | 
| 
 | 
   385  | 
  | 
| 
 | 
   386  | 
  | 
| 
 | 
   387  | 
// Type inference is local in Scala
  | 
| 
 | 
   388  | 
  | 
| 
 | 
   389  | 
def id[T](x: T) : T = x
  | 
| 
 | 
   390  | 
  | 
| 
 | 
   391  | 
val x = id(322)          // Int
  | 
| 
 | 
   392  | 
val y = id("hey")        // String
 | 
| 
226
 | 
   393  | 
val z = id(Set[Int](1,2,3,4)) // Set[Int]
  | 
| 
222
 | 
   394  | 
  | 
| 
 | 
   395  | 
  | 
| 
 | 
   396  | 
  | 
| 
 | 
   397  | 
// The type variable concept in Scala can get really complicated.
  | 
| 
 | 
   398  | 
//
  | 
| 
 | 
   399  | 
// - variance (OO)
  | 
| 
 | 
   400  | 
// - bounds (subtyping)
  | 
| 
 | 
   401  | 
// - quantification
  | 
| 
 | 
   402  | 
  | 
| 
 | 
   403  | 
// Java has issues with this too: Java allows
  | 
| 
223
 | 
   404  | 
// to write the following incorrect code, and
  | 
| 
 | 
   405  | 
// only recovers by raising an exception
  | 
| 
 | 
   406  | 
// at runtime.
  | 
| 
222
 | 
   407  | 
  | 
| 
223
 | 
   408  | 
// Object[] arr = new Integer[10];
  | 
| 
 | 
   409  | 
// arr[0] = "Hello World";
  | 
| 
222
 | 
   410  | 
  | 
| 
 | 
   411  | 
  | 
| 
226
 | 
   412  | 
// Scala gives you a compile-time error, which
  | 
| 
 | 
   413  | 
// is much better.
  | 
| 
222
 | 
   414  | 
  | 
| 
 | 
   415  | 
var arr = Array[Int]()
  | 
| 
 | 
   416  | 
arr(0) = "Hello World"
  | 
| 
 | 
   417  | 
  | 
| 
 | 
   418  | 
  | 
| 
 | 
   419  | 
  | 
| 
 | 
   420  | 
  | 
| 
325
 | 
   421  | 
// Cool Stuff in Scala
  | 
| 
 | 
   422  | 
//=====================
  | 
| 
 | 
   423  | 
  | 
| 
 | 
   424  | 
  | 
| 
 | 
   425  | 
// Implicits or How to Pimp your Library
  | 
| 
 | 
   426  | 
//======================================
  | 
| 
 | 
   427  | 
//
  | 
| 
 | 
   428  | 
// For example adding your own methods to Strings:
  | 
| 
 | 
   429  | 
// Imagine you want to increment strings, like
  | 
| 
 | 
   430  | 
//
  | 
| 
 | 
   431  | 
//     "HAL".increment
  | 
| 
 | 
   432  | 
//
  | 
| 
 | 
   433  | 
// you can avoid ugly fudges, like a MyString, by
  | 
| 
 | 
   434  | 
// using implicit conversions.
  | 
| 
 | 
   435  | 
  | 
| 
 | 
   436  | 
  | 
| 
 | 
   437  | 
implicit class MyString(s: String) {
 | 
| 
 | 
   438  | 
  def increment = s.map(c => (c + 1).toChar) 
  | 
| 
 | 
   439  | 
}
  | 
| 
 | 
   440  | 
  | 
| 
 | 
   441  | 
"HAL".increment
  | 
| 
 | 
   442  | 
  | 
| 
 | 
   443  | 
  | 
| 
 | 
   444  | 
// Abstract idea:
  | 
| 
 | 
   445  | 
// In that version implicit conversions were used to solve the 
  | 
| 
 | 
   446  | 
// late extension problem; namely, given a class C and a class T, 
  | 
| 
 | 
   447  | 
// how to have C extend T without touching or recompiling C. 
  | 
| 
 | 
   448  | 
// Conversions add a wrapper when a member of T is requested 
  | 
| 
 | 
   449  | 
// from an instance of C.
  | 
| 
 | 
   450  | 
  | 
| 
 | 
   451  | 
//Another example (TimeUnit in 2.13?)
  | 
| 
 | 
   452  | 
  | 
| 
 | 
   453  | 
import scala.concurrent.duration.{TimeUnit,SECONDS,MINUTES}
 | 
| 
 | 
   454  | 
  | 
| 
 | 
   455  | 
case class Duration(time: Long, unit: TimeUnit) {
 | 
| 
 | 
   456  | 
  def +(o: Duration) = 
  | 
| 
 | 
   457  | 
    Duration(time + unit.convert(o.time, o.unit), unit)
  | 
| 
 | 
   458  | 
}
  | 
| 
 | 
   459  | 
  | 
| 
 | 
   460  | 
implicit class Int2Duration(that: Int) {
 | 
| 
 | 
   461  | 
  def seconds = new Duration(that, SECONDS)
  | 
| 
 | 
   462  | 
  def minutes = new Duration(that, MINUTES)
  | 
| 
 | 
   463  | 
}
  | 
| 
 | 
   464  | 
  | 
| 
 | 
   465  | 
5.seconds + 2.minutes   //Duration(125L, SECONDS )
  | 
| 
 | 
   466  | 
2.minutes + 60.seconds
  | 
| 
 | 
   467  | 
  | 
| 
 | 
   468  | 
  | 
| 
 | 
   469  | 
  | 
| 
 | 
   470  | 
  | 
| 
 | 
   471  | 
// Regular expressions - the power of DSLs in Scala
  | 
| 
 | 
   472  | 
//==================================================
  | 
| 
 | 
   473  | 
  | 
| 
 | 
   474  | 
abstract class Rexp
  | 
| 
 | 
   475  | 
case object ZERO extends Rexp                     // nothing
  | 
| 
 | 
   476  | 
case object ONE extends Rexp                      // the empty string
  | 
| 
 | 
   477  | 
case class CHAR(c: Char) extends Rexp             // a character c
  | 
| 
 | 
   478  | 
case class ALT(r1: Rexp, r2: Rexp) extends Rexp   // alternative  r1 + r2
  | 
| 
 | 
   479  | 
case class SEQ(r1: Rexp, r2: Rexp) extends Rexp   // sequence     r1 . r2  
  | 
| 
 | 
   480  | 
case class STAR(r: Rexp) extends Rexp             // star         r*
  | 
| 
 | 
   481  | 
  | 
| 
 | 
   482  | 
  | 
| 
 | 
   483  | 
  | 
| 
 | 
   484  | 
// writing (ab)* in the format above is 
  | 
| 
 | 
   485  | 
// tedious
  | 
| 
 | 
   486  | 
val r0 = STAR(SEQ(CHAR('a'), CHAR('b')))
 | 
| 
 | 
   487  | 
  | 
| 
 | 
   488  | 
  | 
| 
 | 
   489  | 
// some convenience for typing in regular expressions
  | 
| 
 | 
   490  | 
import scala.language.implicitConversions    
  | 
| 
 | 
   491  | 
import scala.language.reflectiveCalls 
  | 
| 
 | 
   492  | 
  | 
| 
 | 
   493  | 
def charlist2rexp(s: List[Char]): Rexp = s match {
 | 
| 
 | 
   494  | 
  case Nil => ONE
  | 
| 
 | 
   495  | 
  case c::Nil => CHAR(c)
  | 
| 
 | 
   496  | 
  case c::s => SEQ(CHAR(c), charlist2rexp(s))
  | 
| 
 | 
   497  | 
}
  | 
| 
 | 
   498  | 
implicit def string2rexp(s: String): Rexp = 
  | 
| 
 | 
   499  | 
  charlist2rexp(s.toList)
  | 
| 
 | 
   500  | 
  | 
| 
 | 
   501  | 
  | 
| 
 | 
   502  | 
val r1 = STAR("ab")
 | 
| 
 | 
   503  | 
val r2 = STAR(ALT("ab", "baa baa black sheep"))
 | 
| 
 | 
   504  | 
val r3 = STAR(SEQ("ab", ALT("a", "b")))
 | 
| 
 | 
   505  | 
  | 
| 
 | 
   506  | 
implicit def RexpOps (r: Rexp) = new {
 | 
| 
 | 
   507  | 
  def | (s: Rexp) = ALT(r, s)
  | 
| 
 | 
   508  | 
  def % = STAR(r)
  | 
| 
 | 
   509  | 
  def ~ (s: Rexp) = SEQ(r, s)
  | 
| 
 | 
   510  | 
}
  | 
| 
 | 
   511  | 
  | 
| 
 | 
   512  | 
implicit def stringOps (s: String) = new {
 | 
| 
 | 
   513  | 
  def | (r: Rexp) = ALT(s, r)
  | 
| 
 | 
   514  | 
  def | (r: String) = ALT(s, r)
  | 
| 
 | 
   515  | 
  def % = STAR(s)
  | 
| 
 | 
   516  | 
  def ~ (r: Rexp) = SEQ(s, r)
  | 
| 
 | 
   517  | 
  def ~ (r: String) = SEQ(s, r)
  | 
| 
 | 
   518  | 
}
  | 
| 
 | 
   519  | 
  | 
| 
 | 
   520  | 
//example regular expressions
  | 
| 
 | 
   521  | 
val digit = "0" | "1" | "2" | "3" | "4" | "5" | "6" | "7" | "8" | "9"
  | 
| 
 | 
   522  | 
val sign = "+" | "-" | ""
  | 
| 
 | 
   523  | 
val number = sign ~ digit ~ digit.% 
  | 
| 
 | 
   524  | 
  | 
| 
 | 
   525  | 
  | 
| 
222
 | 
   526  | 
//
  | 
| 
 | 
   527  | 
// Object Oriented Programming in Scala
  | 
| 
 | 
   528  | 
//
  | 
| 
 | 
   529  | 
// =====================================
  | 
| 
 | 
   530  | 
  | 
| 
 | 
   531  | 
abstract class Animal
  | 
| 
226
 | 
   532  | 
case class Bird(name: String) extends Animal {
 | 
| 
 | 
   533  | 
   override def toString = name
  | 
| 
 | 
   534  | 
}
  | 
| 
222
 | 
   535  | 
case class Mammal(name: String) extends Animal
  | 
| 
 | 
   536  | 
case class Reptile(name: String) extends Animal
  | 
| 
 | 
   537  | 
  | 
| 
226
 | 
   538  | 
Bird("Sparrow")
 | 
| 
 | 
   539  | 
  | 
| 
223
 | 
   540  | 
println(Bird("Sparrow"))
 | 
| 
222
 | 
   541  | 
println(Bird("Sparrow").toString)
 | 
| 
 | 
   542  | 
  | 
| 
 | 
   543  | 
  | 
| 
 | 
   544  | 
// you can override methods
  | 
| 
 | 
   545  | 
case class Bird(name: String) extends Animal {
 | 
| 
 | 
   546  | 
  override def toString = name
  | 
| 
 | 
   547  | 
}
  | 
| 
 | 
   548  | 
  | 
| 
 | 
   549  | 
  | 
| 
 | 
   550  | 
// There is a very convenient short-hand notation
  | 
| 
226
 | 
   551  | 
// for constructors:
  | 
| 
222
 | 
   552  | 
  | 
| 
 | 
   553  | 
class Fraction(x: Int, y: Int) {
 | 
| 
 | 
   554  | 
  def numer = x
  | 
| 
 | 
   555  | 
  def denom = y
  | 
| 
 | 
   556  | 
}
  | 
| 
 | 
   557  | 
  | 
| 
 | 
   558  | 
  | 
| 
 | 
   559  | 
case class Fraction(numer: Int, denom: Int)
  | 
| 
 | 
   560  | 
  | 
| 
 | 
   561  | 
val half = Fraction(1, 2)
  | 
| 
 | 
   562  | 
  | 
| 
 | 
   563  | 
half.denom
  | 
| 
 | 
   564  | 
  | 
| 
 | 
   565  | 
  | 
| 
223
 | 
   566  | 
// In mandelbrot.scala I used complex (imaginary) numbers 
  | 
| 
 | 
   567  | 
// and implemented the usual arithmetic operations for complex 
  | 
| 
 | 
   568  | 
// numbers.
  | 
| 
222
 | 
   569  | 
  | 
| 
 | 
   570  | 
case class Complex(re: Double, im: Double) { 
 | 
| 
 | 
   571  | 
  // represents the complex number re + im * i
  | 
| 
 | 
   572  | 
  def +(that: Complex) = Complex(this.re + that.re, this.im + that.im)
  | 
| 
 | 
   573  | 
  def -(that: Complex) = Complex(this.re - that.re, this.im - that.im)
  | 
| 
 | 
   574  | 
  def *(that: Complex) = Complex(this.re * that.re - this.im * that.im,
  | 
| 
 | 
   575  | 
                                 this.re * that.im + that.re * this.im)
  | 
| 
 | 
   576  | 
  def *(that: Double) = Complex(this.re * that, this.im * that)
  | 
| 
 | 
   577  | 
  def abs = Math.sqrt(this.re * this.re + this.im * this.im)
  | 
| 
 | 
   578  | 
}
  | 
| 
 | 
   579  | 
  | 
| 
 | 
   580  | 
val test = Complex(1, 2) + Complex (3, 4)
  | 
| 
 | 
   581  | 
  | 
| 
 | 
   582  | 
// this could have equally been written as
  | 
| 
 | 
   583  | 
val test = Complex(1, 2).+(Complex (3, 4))
  | 
| 
 | 
   584  | 
  | 
| 
 | 
   585  | 
// this applies to all methods, but requires
  | 
| 
 | 
   586  | 
import scala.language.postfixOps
  | 
| 
 | 
   587  | 
  | 
| 
 | 
   588  | 
List(5, 2, 3, 4).sorted
  | 
| 
 | 
   589  | 
List(5, 2, 3, 4) sorted
  | 
| 
 | 
   590  | 
  | 
| 
 | 
   591  | 
  | 
| 
223
 | 
   592  | 
// ...to allow the notation n + m * i
  | 
| 
222
 | 
   593  | 
import scala.language.implicitConversions   
  | 
| 
223
 | 
   594  | 
  | 
| 
226
 | 
   595  | 
val i = Complex(0, 1)
  | 
| 
222
 | 
   596  | 
implicit def double2complex(re: Double) = Complex(re, 0)
  | 
| 
 | 
   597  | 
  | 
| 
 | 
   598  | 
  | 
| 
 | 
   599  | 
val inum1 = -2.0 + -1.5 * i
  | 
| 
 | 
   600  | 
val inum2 =  1.0 +  1.5 * i
  | 
| 
 | 
   601  | 
  | 
| 
 | 
   602  | 
  | 
| 
 | 
   603  | 
  | 
| 
223
 | 
   604  | 
// All is public by default....so no public is needed.
  | 
| 
 | 
   605  | 
// You can have the usual restrictions about private 
  | 
| 
 | 
   606  | 
// values and methods, if you are MUTABLE !!!
  | 
| 
222
 | 
   607  | 
  | 
| 
 | 
   608  | 
case class BankAccount(init: Int) {
 | 
| 
 | 
   609  | 
  | 
| 
 | 
   610  | 
  private var balance = init
  | 
| 
 | 
   611  | 
  | 
| 
 | 
   612  | 
  def deposit(amount: Int): Unit = {
 | 
| 
 | 
   613  | 
    if (amount > 0) balance = balance + amount
  | 
| 
 | 
   614  | 
  }
  | 
| 
 | 
   615  | 
  | 
| 
 | 
   616  | 
  def withdraw(amount: Int): Int =
  | 
| 
 | 
   617  | 
    if (0 < amount && amount <= balance) {
 | 
| 
 | 
   618  | 
      balance = balance - amount
  | 
| 
 | 
   619  | 
      balance
  | 
| 
 | 
   620  | 
    } else throw new Error("insufficient funds")
 | 
| 
 | 
   621  | 
}
  | 
| 
 | 
   622  | 
  | 
| 
223
 | 
   623  | 
// BUT since we are completely IMMUTABLE, this is 
  | 
| 
 | 
   624  | 
// virtually of not concern to us.
  | 
| 
222
 | 
   625  | 
  | 
| 
 | 
   626  | 
  | 
| 
 | 
   627  | 
  | 
| 
243
 | 
   628  | 
// another example about Fractions
  | 
| 
 | 
   629  | 
import scala.language.implicitConversions
  | 
| 
 | 
   630  | 
import scala.language.reflectiveCalls
  | 
| 
 | 
   631  | 
  | 
| 
 | 
   632  | 
  | 
| 
 | 
   633  | 
case class Fraction(numer: Int, denom: Int) {
 | 
| 
 | 
   634  | 
  override def toString = numer.toString + "/" + denom.toString
  | 
| 
 | 
   635  | 
  | 
| 
 | 
   636  | 
  def +(other: Fraction) = Fraction(numer + other.numer, denom + other.denom)
  | 
| 
 | 
   637  | 
  def /(other: Fraction) = Fraction(numer * other.denom, denom * other.numer)
  | 
| 
 | 
   638  | 
  def /% (other: Fraction) = Fraction(numer * other.denom, denom * other.numer)
  | 
| 
 | 
   639  | 
  | 
| 
 | 
   640  | 
}
  | 
| 
 | 
   641  | 
  | 
| 
 | 
   642  | 
implicit def Int2Fraction(x: Int) = Fraction(x, 1)
  | 
| 
 | 
   643  | 
  | 
| 
 | 
   644  | 
  | 
| 
 | 
   645  | 
val half = Fraction(1, 2)
  | 
| 
 | 
   646  | 
val third = Fraction (1, 3)
  | 
| 
 | 
   647  | 
  | 
| 
 | 
   648  | 
half + third
  | 
| 
 | 
   649  | 
half / third
  | 
| 
 | 
   650  | 
  | 
| 
 | 
   651  | 
// not sure if one can get this to work
  | 
| 
 | 
   652  | 
// properly, since Scala just cannot find out
  | 
| 
 | 
   653  | 
// if / is for ints or for Fractions 
  | 
| 
 | 
   654  | 
(1 / 3) + half
  | 
| 
 | 
   655  | 
(1 / 2) + third
  | 
| 
 | 
   656  | 
  | 
| 
 | 
   657  | 
// either you have to force the Fraction-type by
  | 
| 
 | 
   658  | 
// using a method that is not defined for ints
  | 
| 
 | 
   659  | 
(1 /% 3) + half
  | 
| 
 | 
   660  | 
(1 /% 2) + third
  | 
| 
 | 
   661  | 
  | 
| 
 | 
   662  | 
  | 
| 
 | 
   663  | 
// ...or explicitly give the type in order to allow
  | 
| 
 | 
   664  | 
// Scala to do the conversion to Fractions 
  | 
| 
 | 
   665  | 
((1:Fraction) / 3) + half
  | 
| 
 | 
   666  | 
(1 / (3: Fraction)) + half
  | 
| 
 | 
   667  | 
  | 
| 
222
 | 
   668  | 
  | 
| 
 | 
   669  | 
  | 
| 
 | 
   670  | 
// DFAs in Scala  
  | 
| 
226
 | 
   671  | 
//===============
  | 
| 
222
 | 
   672  | 
import scala.util.Try
  | 
| 
218
 | 
   673  | 
  | 
| 
 | 
   674  | 
  | 
| 
222
 | 
   675  | 
// A is the state type
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| 
 | 
   676  | 
// C is the input (usually characters)
  | 
| 
 | 
   677  | 
  | 
| 
223
 | 
   678  | 
case class DFA[A, C](start: A,              // starting state
  | 
| 
 | 
   679  | 
                     delta: (A, C) => A,    // transition function
  | 
| 
 | 
   680  | 
                     fins:  A => Boolean) { // final states (Set)
 | 
| 
222
 | 
   681  | 
  | 
| 
 | 
   682  | 
  def deltas(q: A, s: List[C]) : A = s match {
 | 
| 
 | 
   683  | 
    case Nil => q
  | 
| 
 | 
   684  | 
    case c::cs => deltas(delta(q, c), cs)
  | 
| 
 | 
   685  | 
  }
  | 
| 
 | 
   686  | 
  | 
| 
 | 
   687  | 
  def accepts(s: List[C]) : Boolean = 
  | 
| 
 | 
   688  | 
    Try(fins(deltas(start, s))) getOrElse false
  | 
| 
 | 
   689  | 
}
  | 
| 
 | 
   690  | 
  | 
| 
 | 
   691  | 
// the example shown in the handout 
  | 
| 
 | 
   692  | 
abstract class State
  | 
| 
 | 
   693  | 
case object Q0 extends State
  | 
| 
 | 
   694  | 
case object Q1 extends State
  | 
| 
 | 
   695  | 
case object Q2 extends State
  | 
| 
 | 
   696  | 
case object Q3 extends State
  | 
| 
 | 
   697  | 
case object Q4 extends State
  | 
| 
 | 
   698  | 
  | 
| 
 | 
   699  | 
val delta : (State, Char) => State = 
  | 
| 
 | 
   700  | 
  { case (Q0, 'a') => Q1
 | 
| 
 | 
   701  | 
    case (Q0, 'b') => Q2
  | 
| 
 | 
   702  | 
    case (Q1, 'a') => Q4
  | 
| 
 | 
   703  | 
    case (Q1, 'b') => Q2
  | 
| 
 | 
   704  | 
    case (Q2, 'a') => Q3
  | 
| 
 | 
   705  | 
    case (Q2, 'b') => Q2
  | 
| 
 | 
   706  | 
    case (Q3, 'a') => Q4
  | 
| 
 | 
   707  | 
    case (Q3, 'b') => Q0
  | 
| 
 | 
   708  | 
    case (Q4, 'a') => Q4
  | 
| 
 | 
   709  | 
    case (Q4, 'b') => Q4 
  | 
| 
 | 
   710  | 
    case _ => throw new Exception("Undefined") }
 | 
| 
 | 
   711  | 
  | 
| 
 | 
   712  | 
val dfa = DFA(Q0, delta, Set[State](Q4))
  | 
| 
 | 
   713  | 
  | 
| 
 | 
   714  | 
dfa.accepts("abaaa".toList)     // true
 | 
| 
 | 
   715  | 
dfa.accepts("bbabaab".toList)   // true
 | 
| 
 | 
   716  | 
dfa.accepts("baba".toList)      // false
 | 
| 
 | 
   717  | 
dfa.accepts("abc".toList)       // false
 | 
| 
 | 
   718  | 
  | 
| 
223
 | 
   719  | 
// another DFA with a Sink state
  | 
| 
222
 | 
   720  | 
abstract class S
  | 
| 
 | 
   721  | 
case object S0 extends S
  | 
| 
 | 
   722  | 
case object S1 extends S
  | 
| 
 | 
   723  | 
case object S2 extends S
  | 
| 
 | 
   724  | 
case object Sink extends S
  | 
| 
 | 
   725  | 
  | 
| 
 | 
   726  | 
// transition function with a sink state
  | 
| 
223
 | 
   727  | 
val sigma : (S, Char) => S = 
  | 
| 
222
 | 
   728  | 
  { case (S0, 'a') => S1
 | 
| 
 | 
   729  | 
    case (S1, 'a') => S2
  | 
| 
 | 
   730  | 
    case _ => Sink
  | 
| 
 | 
   731  | 
  }
  | 
| 
 | 
   732  | 
  | 
| 
 | 
   733  | 
val dfa2 = DFA(S0, sigma, Set[S](S2))
  | 
| 
 | 
   734  | 
  | 
| 
 | 
   735  | 
dfa2.accepts("aa".toList)        // true
 | 
| 
 | 
   736  | 
dfa2.accepts("".toList)          // false
 | 
| 
 | 
   737  | 
dfa2.accepts("ab".toList)        // false
 | 
| 
 | 
   738  | 
  | 
| 
223
 | 
   739  | 
//  we could also have a dfa for numbers
  | 
| 
 | 
   740  | 
val sigmai : (S, Int) => S = 
  | 
| 
 | 
   741  | 
  { case (S0, 1) => S1
 | 
| 
 | 
   742  | 
    case (S1, 1) => S2
  | 
| 
 | 
   743  | 
    case _ => Sink
  | 
| 
 | 
   744  | 
  }
  | 
| 
 | 
   745  | 
  | 
| 
 | 
   746  | 
val dfa3 = DFA(S0, sigmai, Set[S](S2))
  | 
| 
 | 
   747  | 
  | 
| 
 | 
   748  | 
dfa3.accepts(List(1, 1))        // true
  | 
| 
 | 
   749  | 
dfa3.accepts(Nil)               // false
  | 
| 
 | 
   750  | 
dfa3.accepts(List(1, 2))        // false
  | 
| 
 | 
   751  | 
  | 
| 
222
 | 
   752  | 
  | 
| 
 | 
   753  | 
  | 
| 
 | 
   754  | 
  | 
| 
 | 
   755  | 
// NFAs (Nondeterministic Finite Automata)
  | 
| 
 | 
   756  | 
  | 
| 
 | 
   757  | 
  | 
| 
223
 | 
   758  | 
case class NFA[A, C](starts: Set[A],          // starting states
  | 
| 
 | 
   759  | 
                     delta: (A, C) => Set[A], // transition function
  | 
| 
 | 
   760  | 
                     fins:  A => Boolean) {   // final states 
 | 
| 
222
 | 
   761  | 
  | 
| 
 | 
   762  | 
  // given a state and a character, what is the set of 
  | 
| 
 | 
   763  | 
  // next states? if there is none => empty set
  | 
| 
 | 
   764  | 
  def next(q: A, c: C) : Set[A] = 
  | 
| 
 | 
   765  | 
    Try(delta(q, c)) getOrElse Set[A]() 
  | 
| 
 | 
   766  | 
  | 
| 
242
 | 
   767  | 
  def nexts(qs: Set[A], c: C) : Set[A] =
  | 
| 
 | 
   768  | 
    qs.flatMap(next(_, c))
  | 
| 
 | 
   769  | 
  | 
| 
222
 | 
   770  | 
  // depth-first version of accepts
  | 
| 
 | 
   771  | 
  def search(q: A, s: List[C]) : Boolean = s match {
 | 
| 
 | 
   772  | 
    case Nil => fins(q)
  | 
| 
 | 
   773  | 
    case c::cs => next(q, c).exists(search(_, cs))
  | 
| 
 | 
   774  | 
  }
  | 
| 
 | 
   775  | 
  | 
| 
 | 
   776  | 
  def accepts(s: List[C]) : Boolean =
  | 
| 
 | 
   777  | 
    starts.exists(search(_, s))
  | 
| 
 | 
   778  | 
}
  | 
| 
 | 
   779  | 
  | 
| 
 | 
   780  | 
  | 
| 
 | 
   781  | 
  | 
| 
 | 
   782  | 
// NFA examples
  | 
| 
 | 
   783  | 
  | 
| 
 | 
   784  | 
val nfa_trans1 : (State, Char) => Set[State] = 
  | 
| 
 | 
   785  | 
  { case (Q0, 'a') => Set(Q0, Q1) 
 | 
| 
 | 
   786  | 
    case (Q0, 'b') => Set(Q2) 
  | 
| 
 | 
   787  | 
    case (Q1, 'a') => Set(Q1) 
  | 
| 
 | 
   788  | 
    case (Q2, 'b') => Set(Q2) }
  | 
| 
 | 
   789  | 
  | 
| 
 | 
   790  | 
val nfa = NFA(Set[State](Q0), nfa_trans1, Set[State](Q2))
  | 
| 
 | 
   791  | 
  | 
| 
 | 
   792  | 
nfa.accepts("aa".toList)             // false
 | 
| 
 | 
   793  | 
nfa.accepts("aaaaa".toList)          // false
 | 
| 
 | 
   794  | 
nfa.accepts("aaaaab".toList)         // true
 | 
| 
 | 
   795  | 
nfa.accepts("aaaaabbb".toList)       // true
 | 
| 
 | 
   796  | 
nfa.accepts("aaaaabbbaaa".toList)    // false
 | 
| 
 | 
   797  | 
nfa.accepts("ac".toList)             // false
 | 
| 
 | 
   798  | 
  | 
| 
 | 
   799  | 
  | 
| 
223
 | 
   800  | 
// Q: Why the kerfuffle about the polymorphic types in DFAs/NFAs?
  | 
| 
226
 | 
   801  | 
// A: Subset construction. Here the state type for the DFA is
  | 
| 
 | 
   802  | 
//    sets of states.
  | 
| 
222
 | 
   803  | 
  | 
| 
 | 
   804  | 
def subset[A, C](nfa: NFA[A, C]) : DFA[Set[A], C] = {
 | 
| 
 | 
   805  | 
  DFA(nfa.starts, 
  | 
| 
 | 
   806  | 
      { case (qs, c) => nfa.nexts(qs, c) }, 
 | 
| 
 | 
   807  | 
      _.exists(nfa.fins))
  | 
| 
 | 
   808  | 
}
  | 
| 
 | 
   809  | 
  | 
| 
 | 
   810  | 
subset(nfa1).accepts("aa".toList)             // false
 | 
| 
 | 
   811  | 
subset(nfa1).accepts("aaaaa".toList)          // false
 | 
| 
 | 
   812  | 
subset(nfa1).accepts("aaaaab".toList)         // true
 | 
| 
 | 
   813  | 
subset(nfa1).accepts("aaaaabbb".toList)       // true
 | 
| 
 | 
   814  | 
subset(nfa1).accepts("aaaaabbbaaa".toList)    // false
 | 
| 
 | 
   815  | 
subset(nfa1).accepts("ac".toList)             // false
 | 
| 
 | 
   816  | 
  | 
| 
 | 
   817  | 
  | 
| 
 | 
   818  | 
  | 
| 
 | 
   819  | 
  | 
| 
 | 
   820  | 
  | 
| 
 | 
   821  | 
  | 
| 
 | 
   822  | 
  | 
| 
 | 
   823  | 
  | 
| 
 | 
   824  | 
// Lazy Evaluation
  | 
| 
 | 
   825  | 
//=================
  | 
| 
 | 
   826  | 
//
  | 
| 
226
 | 
   827  | 
// Do not evaluate arguments just yet:
  | 
| 
 | 
   828  | 
// this uses the => in front of the type
  | 
| 
 | 
   829  | 
// of the code-argument
  | 
| 
222
 | 
   830  | 
  | 
| 
 | 
   831  | 
def time_needed[T](i: Int, code: => T) = {
 | 
| 
 | 
   832  | 
  val start = System.nanoTime()
  | 
| 
 | 
   833  | 
  for (j <- 1 to i) code
  | 
| 
 | 
   834  | 
  val end = System.nanoTime()
  | 
| 
 | 
   835  | 
  (end - start)/(i * 1.0e9)
  | 
| 
 | 
   836  | 
}
  | 
| 
 | 
   837  | 
  | 
| 
325
 | 
   838  | 
  | 
| 
 | 
   839  | 
// Mind-Blowing Regular Expressions
  | 
| 
 | 
   840  | 
  | 
| 
222
 | 
   841  | 
// same examples using the internal regexes
  | 
| 
 | 
   842  | 
val evil = "(a*)*b"
  | 
| 
 | 
   843  | 
  | 
| 
325
 | 
   844  | 
  | 
| 
 | 
   845  | 
println("a" * 100)
 | 
| 
 | 
   846  | 
  | 
| 
222
 | 
   847  | 
("a" * 10 ++ "b").matches(evil)
 | 
| 
 | 
   848  | 
("a" * 10).matches(evil)
 | 
| 
 | 
   849  | 
("a" * 10000).matches(evil)
 | 
| 
 | 
   850  | 
("a" * 20000).matches(evil)
 | 
| 
226
 | 
   851  | 
("a" * 50000).matches(evil)
 | 
| 
222
 | 
   852  | 
  | 
| 
325
 | 
   853  | 
time_needed(1, ("a" * 10000).matches(evil))
 |