progs/lecture1.scala
author Christian Urban <urbanc@in.tum.de>
Tue, 22 Jan 2019 12:53:05 +0000
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// Scala Lecture 1
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//=================
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// Value assignments
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// (their names should be lower case)
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//====================================
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val x = 42
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val y = 3 + 4
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val z = x / y
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// (you cannot reassign values: z = 9 will give an error)
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// Hello World
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//=============
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// an example of a stand-alone Scala file
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// (in the assignments you must submit a plain Scala script)
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object Hello extends App { 
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  println("hello world")
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}
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// can then be called with
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//
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// $> scalac hello-world.scala
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// $> scala Hello
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//
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// $> java -cp /usr/local/src/scala/lib/scala-library.jar:. Hello
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// Collections
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//=============
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List(1,2,3,1)
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Set(1,2,3,1)
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1 to 10
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(1 to 10).toList
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(1 until 10).toList
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// an element in a list
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val lst = List(1, 2, 3, 1)
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lst(0)
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lst(2)
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// some alterative syntax for lists
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1 :: 2 :: 3 :: Nil
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List(1, 2, 3) ::: List(4, 5, 6)
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// Equality is structural
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//========================
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val a = "Dave"
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val b = "Dave"
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if (a == b) println("Equal") else println("Unequal")
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Set(1,2,3) == Set(3,1,2)
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List(1,2,3) == List(3,1,2)
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val n1 = 3 + 7
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val n2 = 5 + 5
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n1 == n2
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// this applies to "concrete" values;
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// you cannot compare functions
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// Printing/Strings
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//==================
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println("test")
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val tst = "This is a " + "test\n" 
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println(tst)
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val lst = List(1,2,3,1)
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println(lst.toString)
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println(lst.mkString(","))
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println(lst.mkString(", "))
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// some methods take more than one argument
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println(lst.mkString("{", ",", "}"))
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// Conversion methods
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//====================
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List(1,2,3,1).toString
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List(1,2,3,1).toSet
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"hello".toList.tail
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1.toDouble
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// useful list methods
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List(1,2,3,4).length
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List(1,2,3,4).reverse
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List(1,2,3,4).max
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List(1,2,3,4).min
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List(1,2,3,4).sum
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List(1,2,3,4).take(2).sum
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List(1,2,3,4).drop(2).sum
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List(1,2,3,4,3).indexOf(3)
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"1,2,3,4,5".split(",").mkString("\n")
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"1,2,3,4,5".split(",").toList
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"1,2,3,4,5".split(",3,").mkString("\n")
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"abcdefg".startsWith("abc")
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// Types (slide)
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//===============
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/* Scala is a strongly typed language
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 * some base types
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    Int, Long, BigInt, Float, Double
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    String, Char
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    Boolean
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 * some compound types 
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    List[Int],
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    Set[Double]
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    Pairs: (Int, String)        
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    List[(BigInt, String)]
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    Option[Int]
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*/
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val name: String = "leo"
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// Pairs/Tuples
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//==============
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val p = (1, "one")
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p._1
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p._2
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val t = (4,1,2,3)
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t._4
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List(("one", 1), ("two", 2), ("three", 3))
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// Function Definitions
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//======================
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def incr(x: Int) : Int = x + 1
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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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def str(x: Int) : String = x.toString
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square(6)
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// The general scheme for a function: you have to give a type 
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// to each argument and a return type of the function
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//
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//  def fname(arg1: ty1, arg2: ty2,..., argn: tyn): rty = {
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//    body 
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//  }
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//
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// BTW: no returns!!
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// "last" line (expression) in a function determines the result
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//
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def silly(n: Int) : Int = {
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  if (n < 10) n * n
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  else n + n
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}
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// If-Conditionals
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//=================
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// - Scala does not have a then-keyword
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// - both if-else branches need to be present
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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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fact(5)
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fact(150)
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/* boolean operators
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   ==     equals
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   !      not
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   && ||  and, or
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*/
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def fact2(n: BigInt) : BigInt = 
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  if (n == 0) 1 else n * fact2(n - 1)
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fact2(150)
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def fib(n: Int) : Int =
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  if (n == 0) 1 else
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    if (n == 1) 1 else fib(n - 1) + fib(n - 2)
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//gcd - Euclid's algorithm
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def gcd(a: Int, b: Int) : Int = {
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  if (b == 0) a 
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  else {
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    val foo = 42
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    gcd(b, a % b)
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  }  
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}
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gcd(48, 18)
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def power(x: Int, n: Int) : Int =
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  if (n == 0) 1 else x * power(x, n - 1) 
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power(5, 5)
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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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//
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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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// 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.imperial.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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// function reading something from files...
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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("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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// String Interpolations
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//=======================
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val n = 3
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println("The square of " + n + " is " + square(n) + ".")
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println(s"The square of ${n} is ${square(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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// Asserts/Testing
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//=================
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assert(gcd(48, 18) == 6)
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assert(gcd(48, 18) == 5, "The gcd test failed")
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// For-Comprehensions (not For-Loops)
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//====================================
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for (n <- (1 to 10).toList) yield { 
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  square(n) + 1
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}
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for (n <- (1 to 10).toList; 
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     m <- (1 to 10).toList) yield m * n
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val mult_table = 
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  for (n <- (1 to 10).toList; 
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       m <- (1 to 10).toList) yield m * n
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println(mult_table.mkString)
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mult_table.sliding(10,10).mkString("\n")
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// the list/set/... can also be constructed in any 
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// other way
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for (n <- Set(10,12,4,5,7,8,10)) yield n * n
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// with if-predicates / filters
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   352
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   353
for (n <- (1 to 3).toList; 
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   354
     m <- (1 to 3).toList;
202
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     if (n + m) % 2 == 0;
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   356
     if (n * m) < 2) yield (n, m)
32
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   357
148
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diff changeset
   358
for (n <- (1 to 3).toList; 
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   359
     m <- (1 to 3).toList;
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diff changeset
   360
     if ((((n + m) % 2 == 0)))) yield (n, m)
32
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diff changeset
   361
26
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diff changeset
   362
// with patterns
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   363
199
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   364
val lst = List((1, 4), (2, 3), (3, 2), (4, 1))
26
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parents: 25
diff changeset
   365
199
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diff changeset
   366
for ((m, n) <- lst) yield m + n 
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parents: 195
diff changeset
   367
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diff changeset
   368
for (p <- lst) yield p._1 + p._2 
26
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parents: 25
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   369
25
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   370
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   371
// general pattern of for-yield
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   372
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for (p <- ...) yield {
189
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   374
  // potentially complicated
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   375
  // calculation of a result
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   376
}
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   377
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   378
// Functions producing multiple outputs
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   379
//======================================
189
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   380
200
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def get_ascii(c: Char) : (Char, Int) = (c, c.toInt)
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   382
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   383
get_ascii('a')
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   384
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diff changeset
   385
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diff changeset
   386
// .maxBy, sortBy with pairs
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   387
def get_length(s: String) : (String, Int) = (s, s.length) 
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diff changeset
   388
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   389
val lst = List("zero", "one", "two", "three", "four", "ten")
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   390
val strs = for (s <- lst) yield get_length(s)
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diff changeset
   391
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diff changeset
   392
strs.sortBy(_._2)
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diff changeset
   393
strs.sortBy(_._1)
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diff changeset
   394
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diff changeset
   395
strs.maxBy(_._2)
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parents: 199
diff changeset
   396
strs.maxBy(_._1)
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parents: 199
diff changeset
   397
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diff changeset
   398
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diff changeset
   399
// For without yield
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diff changeset
   400
//===================
25
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parents: 23
diff changeset
   401
36
f5ed0fef41b3 updated
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parents: 34
diff changeset
   402
// with only a side-effect (no list is produced),
32
45557ad18ea6 updated
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parents: 26
diff changeset
   403
// has no "yield"
45557ad18ea6 updated
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parents: 26
diff changeset
   404
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   405
for (n <- (1 to 10)) println(n)
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   406
45557ad18ea6 updated
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parents: 26
diff changeset
   407
199
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diff changeset
   408
// BTW: a roundabout way of printing out a list, say
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parents: 195
diff changeset
   409
val lst = ('a' to 'm').toList
140
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parents: 137
diff changeset
   410
202
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parents: 200
diff changeset
   411
for (n <- lst) println(n)
f7bcb27d1940 updated
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parents: 200
diff changeset
   412
199
54befaf23648 updated
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parents: 195
diff changeset
   413
for (i <- (0 until lst.length)) println(lst(i))
54befaf23648 updated
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parents: 195
diff changeset
   414
200
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diff changeset
   415
// Why not just? Why making your life so complicated?
199
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parents: 195
diff changeset
   416
for (c <- lst) println(c)
54befaf23648 updated
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parents: 195
diff changeset
   417
54befaf23648 updated
Christian Urban <urbanc@in.tum.de>
parents: 195
diff changeset
   418
// Aside: concurrency 
54befaf23648 updated
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parents: 195
diff changeset
   419
// (ONLY WORKS OUT-OF-THE-BOX IN SCALA 2.11.8, not in SCALA 2.12)
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parents: 195
diff changeset
   420
// (would need to have this wrapped into a function, or
54befaf23648 updated
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parents: 195
diff changeset
   421
//  REPL called with scala -Yrepl-class-based)
32
45557ad18ea6 updated
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parents: 26
diff changeset
   422
for (n <- (1 to 10)) println(n)
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   423
for (n <- (1 to 10).par) println(n)
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   424
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   425
36
f5ed0fef41b3 updated
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parents: 34
diff changeset
   426
// for measuring time
140
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parents: 137
diff changeset
   427
def time_needed[T](n: Int, code: => T) = {
32
45557ad18ea6 updated
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parents: 26
diff changeset
   428
  val start = System.nanoTime()
140
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parents: 137
diff changeset
   429
  for (i <- (0 to n)) code
32
45557ad18ea6 updated
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parents: 26
diff changeset
   430
  val end = System.nanoTime()
140
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parents: 137
diff changeset
   431
  (end - start) / 1.0e9
32
45557ad18ea6 updated
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parents: 26
diff changeset
   432
}
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   433
140
ecec79b9ab25 updated
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parents: 137
diff changeset
   434
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   435
val list = (1 to 1000000).toList
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   436
time_needed(10, for (n <- list) yield n + 42)
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   437
time_needed(10, for (n <- list.par) yield n + 42)
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   438
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   439
140
ecec79b9ab25 updated
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parents: 137
diff changeset
   440
200
01ee4b576eb2 updated
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parents: 199
diff changeset
   441
// Just for "Fun": Mutable vs Immutable
01ee4b576eb2 updated
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parents: 199
diff changeset
   442
//=======================================
01ee4b576eb2 updated
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parents: 199
diff changeset
   443
//
01ee4b576eb2 updated
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parents: 199
diff changeset
   444
// - no vars, no ++i, no +=
01ee4b576eb2 updated
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parents: 199
diff changeset
   445
// - no mutable data-structures (no Arrays, no ListBuffers)
137
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parents: 125
diff changeset
   446
32
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parents: 26
diff changeset
   447
200
01ee4b576eb2 updated
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parents: 199
diff changeset
   448
// Q: Count how many elements are in the intersections of two sets?
01ee4b576eb2 updated
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parents: 199
diff changeset
   449
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   450
def count_intersection(A: Set[Int], B: Set[Int]) : Int = {
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   451
  var count = 0
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   452
  for (x <- A; if (B contains x)) count += 1 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   453
  count
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   454
}
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   455
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   456
val A = (1 to 1000).toSet
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   457
val B = (1 to 1000 by 4).toSet
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   458
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   459
count_intersection(A, B)
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   460
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   461
// but do not try to add .par to the for-loop above
01ee4b576eb2 updated
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parents: 199
diff changeset
   462
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   463
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   464
//propper parallel version
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   465
def count_intersection2(A: Set[Int], B: Set[Int]) : Int = 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   466
  A.par.count(x => B contains x)
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   467
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   468
count_intersection2(A, B)
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   469
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   470
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   471
//for measuring time
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   472
def time_needed[T](n: Int, code: => T) = {
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   473
  val start = System.nanoTime()
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   474
  for (i <- (0 to n)) code
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   475
  val end = System.nanoTime()
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   476
  (end - start) / 1.0e9
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   477
}
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   478
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   479
val A = (1 to 1000000).toSet
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   480
val B = (1 to 1000000 by 4).toSet
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   481
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   482
time_needed(10, count_intersection(A, B))
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   483
time_needed(10, count_intersection2(A, B))
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   484
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   485
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   486
// Further Information
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   487
//=====================
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   488
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   489
// The Scala homepage and general information is at
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   490
//
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   491
//  http://www.scala-lang.org
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   492
//	http://docs.scala-lang.org
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   493
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   494
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   495
// It should be fairly easy to install the Scala binary and
200
01ee4b576eb2 updated
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parents: 199
diff changeset
   496
// run Scala on the commandline. People also use Scala with 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   497
// Vim and Jedit. I currently settled on VS Code
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   498
//
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   499
//   https://code.visualstudio.com
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   500
//
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   501
// There are also plugins for Eclipse and IntelliJ - YMMV.
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   502
// Finally there are online editors specifically designed for 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   503
// running Scala applications (but do not blame me if you lose 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   504
// all what you typed in):
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   505
//
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   506
//   https://scalafiddle.io 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   507
//   https://scastie.scala-lang.org
124
c45d3cd9a749 updated
Christian Urban <urbanc@in.tum.de>
parents: 123
diff changeset
   508
//
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   509
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   510
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   511
// Scala Library Docs
124
c45d3cd9a749 updated
Christian Urban <urbanc@in.tum.de>
parents: 123
diff changeset
   512
//====================
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   513
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   514
//  http://www.scala-lang.org/api/current/
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   515
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   516
// Scala Tutorials
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   517
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   518
//  http://docs.scala-lang.org/tutorials/
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   519
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   520
// There are also a massive number of Scala tutorials on youtube
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   521
// and there are tons of books and free material. Google is your 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   522
// friend.
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   523
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   524
170
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   525
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   526
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   527
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   528
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   529
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   530
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   531
195
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   532
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   533
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   534
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   535
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   536
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   537