progs/lecture2.scala
author Christian Urban <urbanc@in.tum.de>
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// Scala Lecture 2
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//=================
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// For-Comprehensions Again
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//==========================
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// the first produces a result, while the second does not
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for (n <- List(1, 2, 3, 4, 5)) yield n * n
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for (n <- List(1, 2, 3, 4, 5)) println(n)
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// String Interpolations
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//=======================
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def cube(n: Int) : Int = n * n * n
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val n = 3
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println("The cube of " + n + " is " + cube(n) + ".")
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println(s"The cube of ${n} is ${cube(n)}.")
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// or even
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println(s"The cube of ${n} is ${n * n * n}.")
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// helpful for debugging purposes
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//
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//         "The most effective debugging tool is still careful thought, 
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//          coupled with judiciously placed print statements."
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//                   — Brian W. Kernighan, in Unix for Beginners (1979)
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def gcd_db(a: Int, b: Int) : Int = {
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  println(s"Function called with ${a} and ${b}.")
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  if (b == 0) a else gcd_db(b, a % b)
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}
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gcd_db(48, 18)
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// The Option Type
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//=================
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// in Java, if something unusually happens, you return null or 
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// raise an exception
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//
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//in Scala you use Options instead
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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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// better error handling with Options (no exceptions)
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//
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//  Try(something).getOrElse(what_to_do_in_case_of_an_exception)
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//
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import scala.util._
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import io.Source
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val my_url = "https://nms.kcl.ac.uk/christian.urban/"
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Source.fromURL(my_url).mkString
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Try(Source.fromURL(my_url).mkString).getOrElse("")
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Try(Some(Source.fromURL(my_url).mkString)).getOrElse(None)
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// the same for files
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Try(Some(Source.fromFile("text.txt").mkString)).getOrElse(None)
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// how to implement a function for reading 
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// (lines) something from files...
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//
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def get_contents(name: String) : List[String] = 
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  Source.fromFile(name).getLines.toList
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get_contents("text.txt")
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get_contents("test.txt")
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// slightly better - return Nil
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def get_contents(name: String) : List[String] = 
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  Try(Source.fromFile(name).getLines.toList).getOrElse(List())
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get_contents("text.txt")
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// much better - you record in the type that things can go wrong 
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def get_contents(name: String) : Option[List[String]] = 
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  Try(Some(Source.fromFile(name).getLines.toList)).getOrElse(None)
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get_contents("text.txt")
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get_contents("test.txt")
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// operations on options
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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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None.get
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Some(1).isDefined
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None.isDefined
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val ps = List((3, 0), (4, 2), (6, 2), (2, 0), (1, 0), (1, 1))
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// division where possible
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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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// a function that turns strings into numbers (similar to .toInt)
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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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// 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 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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List(5,6,7,8,9).indexOf(10)
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List(5,6,7,8,9)(-1)
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Try({
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  val x = 3
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  val y = 0
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  Some(x / y)
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}).getOrElse(None)
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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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// and produce functions as result
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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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val lst = (1 to 10).toList
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lst.reverse.sorted
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lst.filter(even)
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lst.count(odd)
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lst.find(even)
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lst.exists(even)
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lst.filter(_ < 4) 
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lst.filter(x => x % 2 == 1)
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lst.filter(_ % 2 == 0)
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lst.sortWith((x, y) => x > y)
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lst.sortWith(_ < _)
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// but this only works when the arguments are clear, but 
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// not with multiple occurences
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lst.find(n => odd(n) && n > 2)
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val ps = List((3, 0), (3, 2), (4, 2), (2, 2), (2, 0), (1, 1), (1, 0))
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def lex(x: (Int, Int), y: (Int, Int)) : Boolean = 
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  if (x._1 == y._1) x._2 < y._2 else x._1 < y._1
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ps.sortWith(lex)
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ps.sortBy(x => x._1)
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ps.sortBy(_._2)
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ps.maxBy(_._1)
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ps.maxBy(_._2)
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// maps (lower-case)
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//===================
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def double(x: Int): Int = x + x
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def square(x: Int): Int = x * x
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val lst = (1 to 10).toList
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lst.map(x => (double(x), square(x)))
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lst.map(square)
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// this is actually how for-comprehensions are
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// defined in Scala
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lst.map(n => square(n))
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for (n <- lst) yield square(n)
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// this can be iterated
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lst.map(square).filter(_ > 4)
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(lst.map(square)
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   .filter(_ > 4)
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   .map(square))
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// lets define our own higher-order functions
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// type of functions is for example Int => Int
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0 :: List(3,4,5,6)
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def my_map_int(lst: List[Int], f: Int => Int) : List[Int] = {
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  if (lst == Nil) Nil
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  else f(lst.head) :: my_map_int(lst.tail, f)
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}
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my_map_int(lst, square)
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// same function using pattern matching: a kind
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// of switch statement on steroids (see more later on)
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def my_map_int(lst: List[Int], f: Int => Int) : List[Int] = 
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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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// 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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val lst = (1 to 10).toList
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lst.sum
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val lst = List(1,2,3,4)
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lst.head
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lst.tail
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def sumOf(f: Int => Int, lst: List[Int]): Int = 
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lst match {
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  case Nil => 0
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  case x::foo => f(x) + sumOf(f, foo)
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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 a factorial
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def fact(n: Int) : Int = 
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  if (n == 0) 1 else n * fact(n - 1)
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def sum_fact(lst: List[Int]) = sumOf(fact, lst)
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sum_fact(lst)
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// sometimes it is needed that you specify the type. 
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(1 to 100).filter((x: Int) => x % 2 == 0).sum 
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// in this case it is clear that x must be an Int
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(1 to 100).filter(x => x % 2 == 0).sum
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// When each parameter (only x in this case) is used only once
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// you can use the wizardy placeholder syntax
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(1 to 100).filter(_ % 2 == 0).sum
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// Option Type and maps
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//======================
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// a function that turns strings into numbers (similar to .toInt)
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Integer.parseInt("12u34")
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import scala.util._
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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", "456")
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for (x <- lst) yield get_me_an_int(x)
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// summing up all the numbers
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lst.map(get_me_an_int).flatten.sum
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lst.map(get_me_an_int).flatten.sum
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lst.flatMap(get_me_an_int).sum
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// maps on Options
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get_me_an_int("12345").map(even)
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get_me_an_int("12u34").map(even)
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def my_map_option(o: Option[Int], f : Int => Int) : Option[Int] = {
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o match {
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   case None => None
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   case Some(foo) => Some(f(foo))
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}}
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my_map_option(Some(4), square)
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my_map_option(None, square)
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204
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// Map type (upper-case)
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   345
//=======================
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   346
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   347
// Note the difference between map and Map
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   348
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   349
val ascii = ('a' to 'z').map(c => (c, c.toInt)).toList
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   350
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   351
val ascii_Map = ascii.toMap
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   352
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   353
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   354
def factors(n: Int) : List[Int] =
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   355
  (2 until n).toList.filter(n % _ == 0)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   356
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   357
var ls = (1 to 10).toList
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   358
val facs = ls.map(n => (n, factors(n)))
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   359
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   360
facs.find(_._1 == 4)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   361
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   362
// works for lists of pairs
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   363
facs.toMap
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   364
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   365
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   366
facs.toMap.get(40)
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   367
facs.toMap.getOrElse(42, Nil)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   368
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   369
val facsMap = facs.toMap
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   370
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   371
val facsMap0 = facsMap + (0 -> List(1,2,3,4,5))
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   372
facsMap0.get(0)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   373
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   374
val facsMap2 = facsMap + (1 -> List(1,2,3,4,5))
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   375
facsMap.get(1)
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   376
facsMap2.get(1)
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   377
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   378
// groupBy function on Maps
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   379
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   380
val ls = List("one", "two", "three", "four", "five")
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   381
ls.groupBy(_.length)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   382
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   383
ls.groupBy(_.length).get(5)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   384
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   385
51
0e60e6c24b99 updated
Christian Urban <urbanc@in.tum.de>
parents: 39
diff changeset
   386
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   387
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   388
// Pattern Matching
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   389
//==================
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   390
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   391
// A powerful tool which is supposed to come to Java in a few years
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   392
// time (https://www.youtube.com/watch?v=oGll155-vuQ)...Scala already
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   393
// has it for many years ;o)
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   394
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   395
// The general schema:
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   396
//
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   397
//    expression match {
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   398
//       case pattern1 => expression1
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   399
//       case pattern2 => expression2
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   400
//       ...
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   401
//       case patternN => expressionN
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   402
//    }
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   403
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   404
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   405
// recall
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   406
val lst = List(None, Some(1), Some(2), None, Some(3)).flatten
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   407
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   408
def my_flatten(xs: List[Option[Int]]): List[Int] = 
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   409
xs match {
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   410
  case Nil => Nil 
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   411
  case None::rest => my_flatten(rest)
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   412
  case Some(v)::rest => v :: my_flatten(rest)
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   413
}
58
93a2b6e4b84c updated
Christian Urban <urbanc@in.tum.de>
parents: 57
diff changeset
   414
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   415
my_flatten(List(None, Some(1), Some(2), None, Some(3)))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   416
58
93a2b6e4b84c updated
Christian Urban <urbanc@in.tum.de>
parents: 57
diff changeset
   417
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   418
// another example with a default case
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   419
def get_me_a_string(n: Int): String = n match {
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   420
  case 0 | 1 | 2 => "small"
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   421
}
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   422
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   423
get_me_a_string(3)
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   424
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   425
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   426
// you can also have cases combined
266
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   427
def season(month: String) : String = month match {
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   428
  case "March" | "April" | "May" => "It's spring"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   429
  case "June" | "July" | "August" => "It's summer"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   430
  case "September" | "October" | "November" => "It's autumn"
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   431
  case "December" => "It's winter"
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   432
  case "January" | "February" => "It's unfortunately winter"
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   433
}
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   434
 
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   435
println(season("November"))
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   436
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   437
// What happens if no case matches?
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   438
println(season("foobar"))
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   439
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   440
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   441
// days of some months
266
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   442
def days(month: String) : Int = month match {
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   443
  case "March" | "April" | "May" => 31
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   444
  case "June" | "July" | "August" => 30
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   445
}
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   446
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   447
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   448
// Silly: fizz buzz
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   449
def fizz_buzz(n: Int) : String = (n % 3, n % 5) match {
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   450
  case (0, 0) => "fizz buzz"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   451
  case (0, _) => "fizz"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   452
  case (_, 0) => "buzz"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   453
  case _ => n.toString  
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   454
}
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   455
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   456
for (n <- 0 to 20) 
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   457
 println(fizz_buzz(n))
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   458
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   459
278
0c2481cd8b1c updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   460
0c2481cd8b1c updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   461
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   462
// Recursion
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   463
//===========
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   464
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   465
// well-known example
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   466
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   467
def fib(n: Int) : Int = { 
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   468
  if (n == 0 || n == 1) 1
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   469
   else fib(n - 1) + fib(n - 2)
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   470
}
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   471
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   472
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   473
/* Say you have characters a, b, c.
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   474
   What are all the combinations of a certain length?
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   475
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   476
   All combinations of length 2:
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   477
  
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   478
     aa, ab, ac, ba, bb, bc, ca, cb, cc
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   479
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   480
   Combinations of length 3:
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   481
   
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   482
     aaa, baa, caa, and so on......
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   483
*/
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   484
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   485
def combs(cs: List[Char], n: Int) : List[String] = {
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   486
  if (n == 0) List("")
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   487
  else for (c <- cs; s <- combs(cs, n - 1)) yield s"$c$s"
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   488
}
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   489
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   490
combs(List('a', 'b', 'c'), 3)
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   491
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   492
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   493
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   494
def combs(cs: List[Char], l: Int) : List[String] = {
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   495
  if (l == 0) List("")
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   496
  else for (c <- cs; s <- combs(cs, l - 1)) yield s"$c$s"
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   497
}
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   498
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   499
combs("abc".toList, 2)
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   500
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   501
147
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   502
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   503
// A Recursive Web Crawler / Email Harvester
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   504
//===========================================
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   505
//
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   506
// the idea is to look for links using the
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   507
// regular expression "https?://[^"]*" and for
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   508
// email addresses using another regex.
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   509
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   510
import io.Source
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   511
import scala.util._
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   512
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   513
// gets the first 10K of a web-page
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   514
def get_page(url: String) : String = {
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   515
  Try(Source.fromURL(url)("ISO-8859-1").take(10000).mkString).
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   516
    getOrElse { println(s"  Problem with: $url"); ""}
147
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   517
}
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   518
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   519
// regex for URLs and emails
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   520
val http_pattern = """"https?://[^"]*"""".r
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   521
val email_pattern = """([a-z0-9_\.-]+)@([\da-z\.-]+)\.([a-z\.]{2,6})""".r
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   522
268
e43f7e92ba26 updated
Christian Urban <urbanc@in.tum.de>
parents: 266
diff changeset
   523
//test case:
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   524
//email_pattern.findAllIn
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   525
//  ("foo bla christian@kcl.ac.uk 1234567").toList
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   526
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   527
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   528
// drops the first and last character from a string
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   529
def unquote(s: String) = s.drop(1).dropRight(1)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   530
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   531
def get_all_URLs(page: String): Set[String] = 
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   532
  http_pattern.findAllIn(page).map(unquote).toSet
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   533
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   534
// naive version of crawl - searches until a given depth,
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   535
// visits pages potentially more than once
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   536
def crawl(url: String, n: Int) : Unit = {
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   537
  if (n == 0) ()
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   538
  else {
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   539
    println(s"  Visiting: $n $url")
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   540
    for (u <- get_all_URLs(get_page(url))) crawl(u, n - 1)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   541
  }
147
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   542
}
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   543
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   544
// some starting URLs for the crawler
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   545
val startURL = """https://nms.kcl.ac.uk/christian.urban/"""
147
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   546
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   547
crawl(startURL, 2)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   548
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   549
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   550
// a primitive email harvester
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   551
def emails(url: String, n: Int) : Set[String] = {
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   552
  if (n == 0) Set()
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   553
  else {
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   554
    println(s"  Visiting: $n $url")
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   555
    val page = get_page(url)
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   556
    val new_emails = email_pattern.findAllIn(page).toSet
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   557
    new_emails ++ (for (u <- get_all_URLs(page)) yield emails(u, n - 1)).flatten
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   558
  }
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   559
}
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   560
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   561
emails(startURL, 3)
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   562
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   563
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   564
// if we want to explore the internet "deeper", then we
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   565
// first have to parallelise the request of webpages:
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   566
//
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   567
// scala -cp scala-parallel-collections_2.13-0.2.0.jar 
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   568
// import scala.collection.parallel.CollectionConverters._
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   569
53
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   570
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   571
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   572
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   573
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   574
// Jumping Towers
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   575
//================
278
0c2481cd8b1c updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   576
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   577
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   578
def moves(xs: List[Int], n: Int) : List[List[Int]] = (xs, n) match {
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   579
  case (Nil, _) => Nil
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   580
  case (xs, 0) => Nil
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   581
  case (x::xs, n) => (x::xs) :: moves(xs, n - 1)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   582
}
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   583
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   584
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   585
moves(List(5,1,0), 1)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   586
moves(List(5,1,0), 2)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   587
moves(List(5,1,0), 5)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   588
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   589
// checks whether a jump tour exists at all
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   590
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   591
def search(xs: List[Int]) : Boolean = xs match {
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   592
  case Nil => true
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   593
  case (x::xs) =>
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   594
    if (xs.length < x) true else moves(xs, x).exists(search(_))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   595
}
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   596
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   597
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   598
search(List(5,3,2,5,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   599
search(List(3,5,1,0,0,0,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   600
search(List(3,5,1,0,0,0,0,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   601
search(List(3,5,1,0,0,0,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   602
search(List(3,5,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   603
search(List(5,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   604
search(Nil)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   605
search(List(1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   606
search(List(5,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   607
search(List(3,5,1,0,0,0,0,0,0,0,0,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   608
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   609
// generate *all* jump tours
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   610
//    if we are only interested in the shortes one, we could
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   611
//    shortcircut the calculation and only return List(x) in
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   612
//    case where xs.length < x, because no tour can be shorter
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   613
//    than 1
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   614
// 
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   615
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   616
def jumps(xs: List[Int]) : List[List[Int]] = xs match {
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   617
  case Nil => Nil
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   618
  case (x::xs) => {
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   619
    val children = moves(xs, x)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   620
    val results = children.map(cs => jumps(cs).map(x :: _)).flatten
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   621
    if (xs.length < x) List(x) :: results else results
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   622
  }
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   623
}
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   624
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   625
jumps(List(3,5,1,2,1,2,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   626
jumps(List(3,5,1,2,3,4,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   627
jumps(List(3,5,1,0,0,0,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   628
jumps(List(3,5,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   629
jumps(List(5,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   630
jumps(Nil)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   631
jumps(List(1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   632
jumps(List(5,1,2))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   633
moves(List(1,2), 5)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   634
jumps(List(1,5,1,2))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   635
jumps(List(3,5,1,0,0,0,0,0,0,0,0,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   636
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   637
jumps(List(5,3,2,5,1,1)).minBy(_.length)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   638
jumps(List(1,3,5,8,9,2,6,7,6,8,9)).minBy(_.length)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   639
jumps(List(1,3,6,1,0,9)).minBy(_.length)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   640
jumps(List(2,3,1,1,2,4,2,0,1,1)).minBy(_.length)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   641
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   642
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   643