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// Scala Lecture 3
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//=================
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// A Web Crawler / Email Harvester
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//=================================
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//
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// the idea is to look for links using the
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// regular expression "https?://[^"]*" and for
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// email addresses using yet another regex.
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import io.Source
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import scala.util._
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// gets the first 10K of a web-page
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def get_page(url: String) : String = {
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Try(Source.fromURL(url)("ISO-8859-1").take(10000).mkString).
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getOrElse { println(s" Problem with: $url"); ""}
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}
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// regex for URLs and emails
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val http_pattern = """"https?://[^"]*"""".r
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val email_pattern = """([a-z0-9_\.-]+)@([\da-z\.-]+)\.([a-z\.]{2,6})""".r
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// val s = "foo bla christian@kcl.ac.uk 1234567"
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// email_pattern.findAllIn(s).toList
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// drops the first and last character from a string
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def unquote(s: String) = s.drop(1).dropRight(1)
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def get_all_URLs(page: String): Set[String] =
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http_pattern.findAllIn(page).map(unquote).toSet
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// naive version of crawl - searches until a given depth,
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// visits pages potentially more than once
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def crawl(url: String, n: Int) : Set[String] = {
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if (n == 0) Set()
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else {
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println(s" Visiting: $n $url")
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val page = get_page(url)
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val new_emails = email_pattern.findAllIn(page).toSet
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new_emails ++
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(for (u <- get_all_URLs(page).par) yield crawl(u, n - 1)).flatten
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}
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}
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// some starting URLs for the crawler
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val startURL = """https://nms.kcl.ac.uk/christian.urban/"""
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crawl(startURL, 2)
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// User-defined Datatypes and Pattern Matching
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//=============================================
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abstract class Exp
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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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case class Times(e1: Exp, e2: Exp) extends Exp
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def string(e: Exp) : String = e match {
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case N(n) => n.toString
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case Plus(e1, e2) => "(" + string(e1) + " + " + string(e2) + ")"
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case Times(e1, e2) => "(" + string(e1) + " * " + string(e2) + ")"
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}
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val e = Plus(N(9), Times(N(3), N(4)))
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println(string(e))
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def eval(e: Exp) : Int = e match {
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case N(n) => n
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case Plus(e1, e2) => eval(e1) + eval(e2)
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case Times(e1, e2) => eval(e1) * eval(e2)
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}
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def simp(e: Exp) : Exp = e match {
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case N(n) => N(n)
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case Plus(e1, e2) => (simp(e1), simp(e2)) match {
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case (N(0), e2s) => e2s
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case (e1s, N(0)) => e1s
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case (e1s, e2s) => Plus(e1s, e2s)
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}
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case Times(e1, e2) => (simp(e1), simp(e2)) match {
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case (N(0), _) => N(0)
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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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case (e1s, e2s) => Times(e1s, e2s)
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}
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}
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println(eval(e))
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val e2 = Times(Plus(N(0), N(1)), Plus(N(0), N(9)))
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println(string(e2))
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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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def rp(e: Exp) : List[Token] = e match {
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case N(n) => List(T(n))
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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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}
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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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case (TI::rest, n1::n2::st) => comp(rest, n1 * n2::st)
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}
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comp(rp(e), Nil)
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def proc(s: String) : Token = s match {
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case "+" => PL
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case "*" => TI
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case _ => T(s.toInt)
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}
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comp("1 2 + 4 * 5 + 3 +".split(" ").toList.map(proc), Nil)
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def string(e: Exp) : String = e match {
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case N(n) => n.toString
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case Plus(e1, e2) => "(" + string(e1) + " + " + string(e2) + ")"
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case Times(e1, e2) => "(" + string(e1) + " * " + string(e2) + ")"
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}
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val e = Plus(N(9), Times(N(3), N(4)))
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println(string(e))
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def eval(e: Exp) : Int = e match {
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case N(n) => n
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case Plus(e1, e2) => eval(e1) + eval(e2)
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case Times(e1, e2) => eval(e1) * eval(e2)
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}
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eval(e)
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def simp(e: Exp) : Exp = e match {
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case N(n) => N(n)
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case Plus(e1, e2) => (simp(e1), simp(e2)) match {
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case (N(0), e2s) => e2s
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case (e1s, N(0)) => e1s
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case (e1s, e2s) => Plus(e1s, e2s)
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}
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case Times(e1, e2) => (simp(e1), simp(e2)) match {
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case (N(0), e2s) => N(0)
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case (e1s, 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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case (e1s, e2s) => Times(e1s, e2s)
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}
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}
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val e2 = Times(Plus(N(0), N(1)), Plus(N(0), N(9)))
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println(string(e2))
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println(string(simp(e2)))
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// Token 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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def rp(e: Exp) : List[Token] = e match {
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case N(n) => List(T(n))
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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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}
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def comp(ts: List[Token], stk: List[Int]) : Int = (ts, stk) 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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case (TI::rest, n1::n2::st) => comp(rest, n1 * n2::st)
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}
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def exp(ts: List[Token], st: List[Exp]) : Exp = (ts, st) match {
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case (Nil, st) => st.head
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case (T(n)::rest, st) => exp(rest, N(n)::st)
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case (PL::rest, n1::n2::st) => exp(rest, Plus(n2, n1)::st)
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case (TI::rest, n1::n2::st) => exp(rest, Times(n2, n1)::st)
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}
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exp(toks(e2), Nil)
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def proc(s: String) = s match {
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case "+" => PL
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case "*" => TI
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case n => T(n.toInt)
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}
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string(exp("1 2 + 4 * 5 + 3 +".split(" ").toList.map(proc), Nil))
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// Tail recursion
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//================
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def fact(n: Long): Long =
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if (n == 0) 1 else n * fact(n - 1)
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def factB(n: BigInt): BigInt =
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if (n == 0) 1 else n * factB(n - 1)
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factB(100000)
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fact(10) //ok
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fact(10000) // produces a stackoverflow
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def factT(n: BigInt, acc: BigInt): BigInt =
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if (n == 0) acc else factT(n - 1, n * acc)
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factT(10, 1)
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println(factT(100000, 1))
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// there is a flag for ensuring a function is tail recursive
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import scala.annotation.tailrec
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@tailrec
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def factT(n: BigInt, acc: BigInt): BigInt =
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if (n == 0) acc else factT(n - 1, n * acc)
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// for tail-recursive functions the Scala compiler
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// generates loop-like code, which does not need
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// to allocate stack-space in each recursive
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// call; Scala can do this only for tail-recursive
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// functions
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// Jumping Towers
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//================
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// the first n prefixes of xs
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// for 1 => include xs
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def moves(xs: List[Int], n: Int) : List[List[Int]] = (xs, n) match {
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case (Nil, _) => Nil
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case (xs, 0) => Nil
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case (x::xs, n) => (x::xs) :: moves(xs, n - 1)
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}
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moves(List(5,1,0), 1)
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moves(List(5,1,0), 2)
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moves(List(5,1,0), 5)
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// checks whether a jump tour exists at all
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def search(xs: List[Int]) : Boolean = xs match {
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case Nil => true
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case (x::xs) =>
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if (xs.length < x) true else moves(xs, x).exists(search(_))
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}
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search(List(5,3,2,5,1,1))
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search(List(3,5,1,0,0,0,1))
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search(List(3,5,1,0,0,0,0,1))
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search(List(3,5,1,0,0,0,1,1))
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search(List(3,5,1))
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search(List(5,1,1))
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search(Nil)
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search(List(1))
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search(List(5,1,1))
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search(List(3,5,1,0,0,0,0,0,0,0,0,1))
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// generates *all* jump tours
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// if we are only interested in the shortes one, we could
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// shortcircut the calculation and only return List(x) in
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// case where xs.length < x, because no tour can be shorter
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// than 1
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//
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def jumps(xs: List[Int]) : List[List[Int]] = xs match {
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case Nil => Nil
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case (x::xs) => {
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val children = moves(xs, x)
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val results = children.map((cs) => jumps(cs).map(x :: _)).flatten
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if (xs.length < x) List(x) :: results else results
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}
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}
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println(jumps(List(5,3,2,5,1,1)).minBy(_.length))
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jumps(List(3,5,1,2,1,2,1))
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jumps(List(3,5,1,2,3,4,1))
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jumps(List(3,5,1,0,0,0,1))
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jumps(List(3,5,1))
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jumps(List(5,1,1))
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jumps(Nil)
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jumps(List(1))
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jumps(List(5,1,2))
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moves(List(1,2), 5)
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jumps(List(1,5,1,2))
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jumps(List(3,5,1,0,0,0,0,0,0,0,0,1))
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jumps(List(5,3,2,5,1,1)).minBy(_.length)
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jumps(List(1,3,5,8,9,2,6,7,6,8,9)).minBy(_.length)
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jumps(List(1,3,6,1,0,9)).minBy(_.length)
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jumps(List(2,3,1,1,2,4,2,0,1,1)).minBy(_.length)
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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) =
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(empty(game) % MaxValue, empty(game) / MaxValue)
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def get_row(game: String, y: Int) =
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indexes.map(col => game(y * MaxValue + col))
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def get_col(game: String, x: Int) =
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indexes.map(row => game(x + row * MaxValue))
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def get_box(game: String, pos: Pos): List[Char] = {
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def base(p: Int): Int = (p / 3) * 3
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val x0 = base(pos._1)
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val y0 = base(pos._2)
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val ys = (y0 until y0 + 3).toList
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(x0 until x0 + 3).toList.flatMap(x => ys.map(y => game(x + y * MaxValue)))
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}
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//get_row(game0, 0)
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//get_row(game0, 1)
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//get_col(game0, 0)
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//get_box(game0, (3, 1))
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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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384 |
game.updated(pos, value)
|
|
385 |
|
|
386 |
def toAvoid(game: String, pos: Pos): List[Char] =
|
|
387 |
(get_col(game, pos._1) ++ get_row(game, pos._2) ++ get_box(game, pos))
|
|
388 |
|
|
389 |
def candidates(game: String, pos: Pos): List[Char] =
|
218
|
390 |
allValues.diff(toAvoid(game, pos))
|
155
|
391 |
|
|
392 |
//candidates(game0, (0,0))
|
|
393 |
|
|
394 |
def pretty(game: String): String =
|
218
|
395 |
"\n" + (game.sliding(MaxValue, MaxValue).mkString("\n"))
|
155
|
396 |
|
218
|
397 |
|
155
|
398 |
def search(game: String): List[String] = {
|
|
399 |
if (isDone(game)) List(game)
|
|
400 |
else {
|
|
401 |
val cs = candidates(game, emptyPosition(game))
|
218
|
402 |
cs.par.map(c => search(update(game, empty(game), c))).toList.flatten
|
67
|
403 |
}
|
|
404 |
}
|
|
405 |
|
217
|
406 |
search(game0).map(pretty)
|
|
407 |
|
|
408 |
val game1 = """23.915...
|
|
409 |
|...2..54.
|
|
410 |
|6.7......
|
|
411 |
|..1.....9
|
|
412 |
|89.5.3.17
|
|
413 |
|5.....6..
|
|
414 |
|......9.5
|
|
415 |
|.16..7...
|
|
416 |
|...329..1""".stripMargin.replaceAll("\\n", "")
|
|
417 |
|
|
418 |
|
|
419 |
// game that is in the hard category
|
|
420 |
val game2 = """8........
|
|
421 |
|..36.....
|
|
422 |
|.7..9.2..
|
|
423 |
|.5...7...
|
|
424 |
|....457..
|
|
425 |
|...1...3.
|
|
426 |
|..1....68
|
|
427 |
|..85...1.
|
|
428 |
|.9....4..""".stripMargin.replaceAll("\\n", "")
|
|
429 |
|
|
430 |
// game with multiple solutions
|
|
431 |
val game3 = """.8...9743
|
|
432 |
|.5...8.1.
|
|
433 |
|.1.......
|
|
434 |
|8....5...
|
|
435 |
|...8.4...
|
|
436 |
|...3....6
|
|
437 |
|.......7.
|
|
438 |
|.3.5...8.
|
|
439 |
|9724...5.""".stripMargin.replaceAll("\\n", "")
|
|
440 |
|
|
441 |
|
|
442 |
search(game1).map(pretty)
|
|
443 |
search(game3).map(pretty)
|
|
444 |
search(game2).map(pretty)
|
|
445 |
|
|
446 |
// for measuring time
|
|
447 |
def time_needed[T](i: Int, code: => T) = {
|
|
448 |
val start = System.nanoTime()
|
|
449 |
for (j <- 1 to i) code
|
|
450 |
val end = System.nanoTime()
|
|
451 |
((end - start) / 1.0e9) + " secs"
|
|
452 |
}
|
|
453 |
|
|
454 |
time_needed(1, search(game2))
|
|
455 |
|
155
|
456 |
// tail recursive version that searches
|
158
|
457 |
// for all solutions
|
|
458 |
|
155
|
459 |
def searchT(games: List[String], sols: List[String]): List[String] = games match {
|
|
460 |
case Nil => sols
|
|
461 |
case game::rest => {
|
|
462 |
if (isDone(game)) searchT(rest, game::sols)
|
|
463 |
else {
|
|
464 |
val cs = candidates(game, emptyPosition(game))
|
|
465 |
searchT(cs.map(c => update(game, empty(game), c)) ::: rest, sols)
|
|
466 |
}
|
|
467 |
}
|
67
|
468 |
}
|
|
469 |
|
158
|
470 |
searchT(List(game3), List()).map(pretty)
|
|
471 |
|
|
472 |
|
155
|
473 |
// tail recursive version that searches
|
|
474 |
// for a single solution
|
158
|
475 |
|
155
|
476 |
def search1T(games: List[String]): Option[String] = games match {
|
67
|
477 |
case Nil => None
|
155
|
478 |
case game::rest => {
|
|
479 |
if (isDone(game)) Some(game)
|
|
480 |
else {
|
|
481 |
val cs = candidates(game, emptyPosition(game))
|
|
482 |
search1T(cs.map(c => update(game, empty(game), c)) ::: rest)
|
|
483 |
}
|
|
484 |
}
|
67
|
485 |
}
|
|
486 |
|
158
|
487 |
search1T(List(game3)).map(pretty)
|
217
|
488 |
time_needed(10, search1T(List(game3)))
|
|
489 |
|
158
|
490 |
|
155
|
491 |
// game with multiple solutions
|
|
492 |
val game3 = """.8...9743
|
|
493 |
|.5...8.1.
|
|
494 |
|.1.......
|
|
495 |
|8....5...
|
|
496 |
|...8.4...
|
|
497 |
|...3....6
|
|
498 |
|.......7.
|
|
499 |
|.3.5...8.
|
|
500 |
|9724...5.""".stripMargin.replaceAll("\\n", "")
|
|
501 |
|
158
|
502 |
searchT(List(game3), Nil).map(pretty)
|
155
|
503 |
search1T(List(game3)).map(pretty)
|
67
|
504 |
|
77
Christian Urban <christian dot urban at kcl dot ac dot uk>
diff
changeset
|
505 |
// Moral: Whenever a recursive function is resource-critical
|
158
|
506 |
// (i.e. works with large recursion depth), then you need to
|
77
Christian Urban <christian dot urban at kcl dot ac dot uk>
diff
changeset
|
507 |
// write it in tail-recursive fashion.
|
Christian Urban <christian dot urban at kcl dot ac dot uk>
diff
changeset
|
508 |
//
|
155
|
509 |
// Unfortuantely, Scala because of current limitations in
|
|
510 |
// the JVM is not as clever as other functional languages. It can
|
77
Christian Urban <christian dot urban at kcl dot ac dot uk>
diff
changeset
|
511 |
// only optimise "self-tail calls". This excludes the cases of
|
Christian Urban <christian dot urban at kcl dot ac dot uk>
diff
changeset
|
512 |
// multiple functions making tail calls to each other. Well,
|
Christian Urban <christian dot urban at kcl dot ac dot uk>
diff
changeset
|
513 |
// nothing is perfect.
|
Christian Urban <christian dot urban at kcl dot ac dot uk>
diff
changeset
|
514 |
|
Christian Urban <christian dot urban at kcl dot ac dot uk>
diff
changeset
|
515 |
|
67
|
516 |
|
|
517 |
|
71
|
518 |
// Polymorphic Types
|
|
519 |
//===================
|
|
520 |
|
72
|
521 |
// You do not want to write functions like contains, first
|
71
|
522 |
// and so on for every type of lists.
|
|
523 |
|
67
|
524 |
|
72
|
525 |
def length_string_list(lst: List[String]): Int = lst match {
|
67
|
526 |
case Nil => 0
|
72
|
527 |
case x::xs => 1 + length_string_list(xs)
|
67
|
528 |
}
|
|
529 |
|
158
|
530 |
def length_int_list(lst: List[Int]): Int = lst match {
|
|
531 |
case Nil => 0
|
|
532 |
case x::xs => 1 + length_int_list(xs)
|
|
533 |
}
|
67
|
534 |
|
158
|
535 |
length_string_list(List("1", "2", "3", "4"))
|
|
536 |
length_int_list(List(1, 2, 3, 4))
|
67
|
537 |
|
158
|
538 |
//-----
|
67
|
539 |
def length[A](lst: List[A]): Int = lst match {
|
|
540 |
case Nil => 0
|
|
541 |
case x::xs => 1 + length(xs)
|
|
542 |
}
|
158
|
543 |
length(List("1", "2", "3", "4"))
|
|
544 |
length(List(1, 2, 3, 4))
|
53
|
545 |
|
158
|
546 |
def map[A, B](lst: List[A], f: A => B): List[B] = lst match {
|
67
|
547 |
case Nil => Nil
|
|
548 |
case x::xs => f(x)::map_int_list(xs, f)
|
|
549 |
}
|
|
550 |
|
|
551 |
map_int_list(List(1, 2, 3, 4), square)
|
|
552 |
|
|
553 |
|
|
554 |
|
|
555 |
|
158
|
556 |
|
|
557 |
|
155
|
558 |
// Cool Stuff
|
|
559 |
//============
|
72
|
560 |
|
155
|
561 |
|
|
562 |
// Implicits
|
|
563 |
//===========
|
|
564 |
//
|
|
565 |
// For example adding your own methods to Strings:
|
|
566 |
// Imagine you want to increment strings, like
|
|
567 |
//
|
|
568 |
// "HAL".increment
|
|
569 |
//
|
|
570 |
// you can avoid ugly fudges, like a MyString, by
|
|
571 |
// using implicit conversions.
|
67
|
572 |
|
|
573 |
|
155
|
574 |
implicit class MyString(s: String) {
|
|
575 |
def increment = for (c <- s) yield (c + 1).toChar
|
67
|
576 |
}
|
|
577 |
|
155
|
578 |
"HAL".increment
|
67
|
579 |
|
53
|
580 |
|
|
581 |
|
|
582 |
|
67
|
583 |
|
|
584 |
|