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// Scala Lecture 2
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//=================
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// Option type
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//=============
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//in Java if something unusually happens, you return null;
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//in Scala you use Option
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// - if the value is present, you use Some(value)
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// - if no value is present, you use None
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List(7,2,3,4,5,6).find(_ < 4)
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List(5,6,7,8,9).find(_ < 4)
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// Values in types
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//
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// Boolean:
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// Int:
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// String:
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//
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// Option[String]:
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//
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val lst = List(None, Some(1), Some(2), None, Some(3))
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lst.flatten
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Some(1).get
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Some(1).isDefined
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None.isDefined
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val ps = List((3, 0), (3, 2), (4, 2), (2, 0), (1, 0), (1, 1))
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for ((x, y) <- ps) yield {
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if (y == 0) None else Some(x / y)
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}
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// getOrElse is for setting a default value
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val lst = List(None, Some(1), Some(2), None, Some(3))
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for (x <- lst) yield x.getOrElse(0)
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// error handling with Option (no exceptions)
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//
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// Try(something).getOrElse(what_to_do_in_an_exception)
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//
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import scala.util._
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import io.Source
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Source.fromURL("""http://www.inf.kcl.ac.uk/staff/urbanc/""").mkString
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Try(Source.fromURL("""http://www.inf.kcl.ac.uk/staff/urbanc/""").mkString).getOrElse("")
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Try(Some(Source.fromURL("""http://www.inf.kcl.ac.uk/staff/urbanc/""").mkString)).getOrElse(None)
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// a function that turns strings into numbers
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Integer.parseInt("12u34")
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def get_me_an_int(s: String): Option[Int] =
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Try(Some(Integer.parseInt(s))).getOrElse(None)
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val lst = List("12345", "foo", "5432", "bar", "x21")
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for (x <- lst) yield get_me_an_int(x)
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// summing all the numbers
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val sum = lst.flatMap(get_me_an_int(_)).sum
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// This may not look any better than working with null in Java, but to
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// see the value, you have to put yourself in the shoes of the
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// consumer of the get_me_an_int function, and imagine you didn't
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// write that function.
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//
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// In Java, if you didn't write this function, you'd have to depend on
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// the Javadoc of the get_me_an_int. If you didn't look at the Javadoc,
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// you might not know that get_me_an_int could return a null, and your
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// code could potentially throw a NullPointerException.
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// even Scala is not immune to problems like this:
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List(5,6,7,8,9).indexOf(7)
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// Type abbreviations
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//====================
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// some syntactic convenience
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type Pos = (int, Int)
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type Board = List[List[Int]]
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// Implicits
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//===========
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//
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// for example adding your own methods to Strings:
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// imagine you want to increment strings, like
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//
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// "HAL".increment
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//
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// you can avoid ugly fudges, like a MyString, by
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// using implicit conversions
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implicit class MyString(s: String) {
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def increment = for (c <- s) yield (c + 1).toChar
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}
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"HAL".increment
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// No return in Scala
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//====================
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//You should not use "return" in Scala:
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//
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// A return expression, when evaluated, abandons the
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// current computation and returns to the caller of the
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// function in which return appears."
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def sq1(x: Int): Int = x * x
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def sq2(x: Int): Int = return x * x
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def sumq(ls: List[Int]): Int = {
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(for (x <- ls) yield (return x * x)).sum[Int]
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}
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sumq(List(1,2,3,4))
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// last expression in a function is the return statement
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def square(x: Int): Int = {
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println(s"The argument is ${x}.")
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x * x
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}
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// Pattern Matching
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//==================
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// A powerful tool which is supposed to come to Java in a few years
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// time (https://www.youtube.com/watch?v=oGll155-vuQ)...Scala already
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// has it for many years ;o)
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// The general schema:
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//
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// expression match {
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// case pattern1 => expression1
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// case pattern2 => expression2
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// ...
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// case patternN => expressionN
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// }
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// remember
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val lst = List(None, Some(1), Some(2), None, Some(3)).flatten
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def my_flatten(xs: List[Option[Int]]): List[Int] = {
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...
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}
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def my_flatten(lst: List[Option[Int]]): List[Int] = lst match {
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case Nil => Nil
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case None::xs => my_flatten(xs)
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case Some(n)::xs => n::my_flatten(xs)
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}
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// another example
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def get_me_a_string(n: Int): String = n match {
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case 0 => "zero"
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case 1 => "one"
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case 2 => "two"
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case _ => "many"
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}
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get_me_a_string(0)
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// you can also have cases combined
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def season(month: String) = month match {
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case "March" | "April" | "May" => "It's spring"
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case "June" | "July" | "August" => "It's summer"
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case "September" | "October" | "November" => "It's autumn"
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case "December" | "January" | "February" => "It's winter"
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}
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println(season("November"))
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// What happens if no case matches?
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println(season("foobar"))
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// fizz buzz
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def fizz_buzz(n: Int) : String = (n % 3, n % 5) match {
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case (0, 0) => "fizz buzz"
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case (0, _) => "fizz"
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case (_, 0) => "buzz"
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case _ => n.toString
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}
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for (n <- 0 to 20)
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println(fizz_buzz(n))
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// User-defined Datatypes
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//========================
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abstract class Tree
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case class Node(elem: Int, left: Tree, right: Tree) extends Tree
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case class Leaf() extends Tree
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def insert(tr: Tree, n: Int): Tree = tr match {
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case Leaf() => Node(n, Leaf(), Leaf())
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case Node(m, left, right) =>
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if (n == m) Node(m, left, right)
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else if (n < m) Node(m, insert(left, n), right)
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else Node(m, left, insert(right, n))
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}
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val t1 = Node(4, Node(2, Leaf(), Leaf()), Node(7, Leaf(), Leaf()))
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insert(t1, 3)
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def depth(tr: Tree): Int = tr match {
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case Leaf() => 0
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case Node(_, left, right) => 1 + List(depth(left), depth(right)).max
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}
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def balance(tr: Tree): Int = tr match {
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case Leaf() => 0
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case Node(_, left, right) => depth(left) - depth(right)
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}
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balance(insert(t1, 3))
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// another example
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abstract class Person
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case class King() extends Person
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case class Peer(deg: String, terr: String, succ: Int) extends Person
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case class Knight(name: String) extends Person
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case class Peasant(name: String) extends Person
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case class Clown() extends Person
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def title(p: Person): String = p match {
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case King() => "His Majesty the King"
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case Peer(deg, terr, _) => s"The ${deg} of ${terr}"
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case Knight(name) => s"Sir ${name}"
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case Peasant(name) => name
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}
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def superior(p1: Person, p2: Person): Boolean = (p1, p2) match {
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case (King(), _) => true
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case (Peer(_,_,_), Knight(_)) => true
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case (Peer(_,_,_), Peasant(_)) => true
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case (Peer(_,_,_), Clown()) => true
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case (Knight(_), Peasant(_)) => true
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case (Knight(_), Clown()) => true
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case (Clown(), Peasant(_)) => true
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case _ => false
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}
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val people = List(Knight("David"),
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Peer("Duke", "Norfolk", 84),
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Peasant("Christian"),
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King(),
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Clown())
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println(people.sortWith(superior(_, _)).mkString(", "))
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// Higher-Order Functions
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//========================
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// functions can take functions as arguments
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val lst = (1 to 10).toList
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def even(x: Int): Boolean = x % 2 == 0
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def odd(x: Int): Boolean = x % 2 == 1
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lst.filter(x => even(x))
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lst.filter(even(_))
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lst.filter(even)
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lst.find(_ > 8)
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def square(x: Int): Int = x * x
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lst.map(square)
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lst.map(square).filter(_ > 4)
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lst.map(square).filter(_ > 4).map(square)
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// in my collatz.scala
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//(1 to bnd).map(i => (collatz(i), i)).maxBy(_._1)
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// type of functions, for example f: Int => Int
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def my_map_int(lst: List[Int], f: Int => Int): List[Int] = lst match {
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case Nil => Nil
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case x::xs => f(x)::my_map_int(xs, f)
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}
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my_map_int(lst, square)
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// other function types
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//
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// f1: (Int, Int) => Int
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// f2: List[String] => Option[Int]
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// ...
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def sumOf(f: Int => Int, lst: List[Int]): Int = lst match {
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case Nil => 0
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case x::xs => f(x) + sumOf(f, xs)
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}
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def sum_squares(lst: List[Int]) = sumOf(square, lst)
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def sum_cubes(lst: List[Int]) = sumOf(x => x * x * x, lst)
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sum_squares(lst)
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sum_cubes(lst)
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// lets try it factorial
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def fact(n: Int): Int = ...
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def sum_fact(lst: List[Int]) = sumOf(fact, lst)
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sum_fact(lst)
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// Avoid being mutable
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//=====================
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// a student showed me...
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import scala.collection.mutable.ListBuffer
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def collatz_max(bnd: Long): (Long, Long) = {
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val colNos = ListBuffer[(Long, Long)]()
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for (i <- (1L to bnd).toList) colNos += ((collatz(i), i))
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colNos.max
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}
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def collatz_max(bnd: Long): (Long, Long) = {
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(1L to bnd).map((i) => (collatz(i), i)).maxBy(_._1)
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}
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//views -> lazy collection
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def collatz_max(bnd: Long): (Long, Long) = {
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(1L to bnd).view.map((i) => (collatz(i), i)).maxBy(_._1)
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}
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// raises a GC exception
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(1 to 1000000000).filter(_ % 2 == 0).take(10).toList
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// ==> java.lang.OutOfMemoryError: GC overhead limit exceeded
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(1 to 1000000000).view.filter(_ % 2 == 0).take(10).toList
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// Sudoku
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//========
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// THE POINT OF THIS CODE IS NOT TO BE SUPER
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// EFFICIENT AND FAST, just explaining exhaustive
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// depth-first search
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val game0 = """.14.6.3..
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|62...4..9
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|.8..5.6..
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|.6.2....3
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|.7..1..5.
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|5....9.6.
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|..6.2..3.
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|1..5...92
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|..7.9.41.""".stripMargin.replaceAll("\\n", "")
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type Pos = (Int, Int)
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val EmptyValue = '.'
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val MaxValue = 9
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val allValues = "123456789".toList
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val indexes = (0 to 8).toList
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def empty(game: String) = game.indexOf(EmptyValue)
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def isDone(game: String) = empty(game) == -1
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def emptyPosition(game: String) = (empty(game) % MaxValue, empty(game) / MaxValue)
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def get_row(game: String, y: Int) = indexes.map(col => game(y * MaxValue + col))
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def get_col(game: String, x: Int) = indexes.map(row => game(x + row * MaxValue))
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def get_box(game: String, pos: Pos): List[Char] = {
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def base(p: Int): Int = (p / 3) * 3
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val x0 = base(pos._1)
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val y0 = base(pos._2)
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val ys = (y0 until y0 + 3).toList
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(x0 until x0 + 3).toList.flatMap(x => ys.map(y => game(x + y * MaxValue)))
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}
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//get_row(game0, 0)
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//get_row(game0, 1)
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|
433 |
//get_box(game0, (3,1))
|
|
434 |
|
|
435 |
def update(game: String, pos: Int, value: Char): String = game.updated(pos, value)
|
55
|
436 |
|
|
437 |
def toAvoid(game: String, pos: Pos): List[Char] =
|
57
|
438 |
(get_col(game, pos._1) ++ get_row(game, pos._2) ++ get_box(game, pos))
|
55
|
439 |
|
192
|
440 |
def candidates(game: String, pos: Pos): List[Char] = allValues diff toAvoid(game,pos)
|
55
|
441 |
|
|
442 |
//candidates(game0, (0,0))
|
|
443 |
|
192
|
444 |
def pretty(game: String): String = "\n" + (game sliding (MaxValue, MaxValue) mkString "\n")
|
55
|
445 |
|
|
446 |
def search(game: String): List[String] = {
|
|
447 |
if (isDone(game)) List(game)
|
192
|
448 |
else
|
|
449 |
candidates(game, emptyPosition(game)).map(c => search(update(game, empty(game), c))).toList.flatten
|
55
|
450 |
}
|
|
451 |
|
|
452 |
|
|
453 |
val game1 = """23.915...
|
|
454 |
|...2..54.
|
|
455 |
|6.7......
|
|
456 |
|..1.....9
|
|
457 |
|89.5.3.17
|
|
458 |
|5.....6..
|
|
459 |
|......9.5
|
|
460 |
|.16..7...
|
|
461 |
|...329..1""".stripMargin.replaceAll("\\n", "")
|
|
462 |
|
57
|
463 |
|
192
|
464 |
// game that is in the hard category
|
55
|
465 |
val game2 = """8........
|
|
466 |
|..36.....
|
|
467 |
|.7..9.2..
|
|
468 |
|.5...7...
|
|
469 |
|....457..
|
|
470 |
|...1...3.
|
|
471 |
|..1....68
|
|
472 |
|..85...1.
|
|
473 |
|.9....4..""".stripMargin.replaceAll("\\n", "")
|
|
474 |
|
|
475 |
// game with multiple solutions
|
|
476 |
val game3 = """.8...9743
|
|
477 |
|.5...8.1.
|
|
478 |
|.1.......
|
|
479 |
|8....5...
|
|
480 |
|...8.4...
|
|
481 |
|...3....6
|
|
482 |
|.......7.
|
|
483 |
|.3.5...8.
|
|
484 |
|9724...5.""".stripMargin.replaceAll("\\n", "")
|
|
485 |
|
57
|
486 |
|
192
|
487 |
search(game0).map(pretty)
|
|
488 |
search(game1).map(pretty)
|
55
|
489 |
|
|
490 |
// for measuring time
|
|
491 |
def time_needed[T](i: Int, code: => T) = {
|
|
492 |
val start = System.nanoTime()
|
|
493 |
for (j <- 1 to i) code
|
|
494 |
val end = System.nanoTime()
|
|
495 |
((end - start) / i / 1.0e9) + " secs"
|
|
496 |
}
|
|
497 |
|
|
498 |
search(game2).map(pretty)
|
57
|
499 |
search(game3).distinct.length
|
192
|
500 |
time_needed(3, search(game2))
|
|
501 |
time_needed(3, search(game3))
|
55
|
502 |
|
53
|
503 |
|
|
504 |
|
|
505 |
|
192
|
506 |
|