progs/lecture1.scala
author Christian Urban <urbanc@in.tum.de>
Mon, 27 Jan 2020 10:18:13 +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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//var z = 9
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//z = 10
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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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val x = 70
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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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// ranges
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1 to 10
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(1 to 10).toList
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(1 to 10).toList.toString
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(1 until 10).toList
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// picking 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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// also
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List(1, 2, 3) ++ List(4, 5, 6)
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// Equality in Scala 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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// this applies to "concrete" values...pretty much 
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// everything; but for example you cannot compare 
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// functions (later), and also not arrays
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Array(1) == Array(1)
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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" 
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print(tst) 
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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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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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// (in this case .mkString can take no, one, 
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// or three arguments...this has to do with
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// default arguments)
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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
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"hello".toList.tail
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1.toDouble
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1L  // a long
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1F  // a float
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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 (see slide)
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//===================
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/* Scala is a strongly typed language
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 * 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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 * 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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 * user-defined types (later)
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*/
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// you can make the type of a value explicit
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val name: String = "leo"
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// type errors
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math.sqrt("64".toDouble)
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// produces
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//
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// error: type mismatch;
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// found   : String("64")
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// required: Double
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// math.sqrt("64")
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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 foo(s: String) : String = {
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  val tmp = s ++ s ++ s
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  val res = s ++ s
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  res
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}
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foo("test")
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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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incr(3)
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double(4)
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square(6)
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str(3)
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// The general scheme for a function: you have to give a 
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// type 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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//    
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//  }
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// BTW: no returns!!
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// "last" line (expression) in a function determines the 
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// result
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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  gcd(b, a % b)
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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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// For-Comprehensions (not For-Loops)
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//====================================
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(1 to 10).toList
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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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// you can assign the result of a for-comprehension
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// to a value
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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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for (n <- (1 to 10)) yield {
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  n * n  
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}
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if (1 == 2) "a" else "b"
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// with if-predicates / filters
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for (n <- (1 to 3).toList; 
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     m <- (1 to 3).toList;
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     if (n + m) % 2 == 0) yield (n, m)
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for (n <- (1 to 3).toList; 
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     m <- (1 to 3).toList;
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     if ((((n + m) % 2 == 0)))) yield (n, m)
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// with patterns
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val lst = List((1, 4), (2, 3), (3, 2), (4, 1))
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for ((m, n) <- lst) yield m + n 
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for (p <- lst) yield p._1 + p._2 
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// general pattern of for-yield 
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// (yield can be several lines)
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for (p <- ...) yield {
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  // potentially complicated
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  // calculation of a result
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}
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// Functions producing multiple outputs
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//======================================
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def get_ascii(c: Char) : (Char, Int) = 
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  (c, c.toInt)
200
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   352
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   353
get_ascii('a')
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   354
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diff changeset
   355
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parents: 199
diff changeset
   356
// .maxBy, sortBy with pairs
314
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parents: 313
diff changeset
   357
def get_length(s: String) : (String, Int) = 
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diff changeset
   358
  (s, s.length) 
200
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parents: 199
diff changeset
   359
01ee4b576eb2 updated
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diff changeset
   360
val lst = List("zero", "one", "two", "three", "four", "ten")
01ee4b576eb2 updated
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parents: 199
diff changeset
   361
val strs = for (s <- lst) yield get_length(s)
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parents: 199
diff changeset
   362
01ee4b576eb2 updated
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diff changeset
   363
strs.sortBy(_._2)
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parents: 199
diff changeset
   364
strs.sortBy(_._1)
01ee4b576eb2 updated
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parents: 199
diff changeset
   365
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   366
strs.maxBy(_._2)
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parents: 199
diff changeset
   367
strs.maxBy(_._1)
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parents: 199
diff changeset
   368
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parents: 199
diff changeset
   369
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diff changeset
   370
// For without yield
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diff changeset
   371
//===================
25
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parents: 23
diff changeset
   372
36
f5ed0fef41b3 updated
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parents: 34
diff changeset
   373
// with only a side-effect (no list is produced),
32
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parents: 26
diff changeset
   374
// has no "yield"
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parents: 26
diff changeset
   375
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Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   376
for (n <- (1 to 10)) println(n)
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parents: 26
diff changeset
   377
314
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parents: 313
diff changeset
   378
(1 to 10).toList
21b52310bd8b updated
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parents: 313
diff changeset
   379
(1 until 10).toList
199
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parents: 195
diff changeset
   380
// BTW: a roundabout way of printing out a list, say
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parents: 195
diff changeset
   381
val lst = ('a' to 'm').toList
140
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parents: 137
diff changeset
   382
308
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parents: 273
diff changeset
   383
for (i <- (0 until lst.length)) println(lst(i))
202
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parents: 200
diff changeset
   384
200
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diff changeset
   385
// Why not just? Why making your life so complicated?
199
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parents: 195
diff changeset
   386
for (c <- lst) println(c)
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parents: 195
diff changeset
   387
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 308
diff changeset
   388
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 308
diff changeset
   389
199
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parents: 195
diff changeset
   390
// Aside: concurrency 
308
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parents: 273
diff changeset
   391
// scala -Yrepl-class-based -cp scala-parallel-collections_2.13-0.2.0.jar 
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parents: 273
diff changeset
   392
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   393
for (n <- (1 to 10)) println(n)
268
e43f7e92ba26 updated
Christian Urban <urbanc@in.tum.de>
parents: 265
diff changeset
   394
e43f7e92ba26 updated
Christian Urban <urbanc@in.tum.de>
parents: 265
diff changeset
   395
import scala.collection.parallel.CollectionConverters._
e43f7e92ba26 updated
Christian Urban <urbanc@in.tum.de>
parents: 265
diff changeset
   396
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   397
for (n <- (1 to 10).par) println(n)
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   398
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   399
36
f5ed0fef41b3 updated
Christian Urban <urbanc@in.tum.de>
parents: 34
diff changeset
   400
// for measuring time
140
ecec79b9ab25 updated
Christian Urban <urbanc@in.tum.de>
parents: 137
diff changeset
   401
def time_needed[T](n: Int, code: => T) = {
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   402
  val start = System.nanoTime()
140
ecec79b9ab25 updated
Christian Urban <urbanc@in.tum.de>
parents: 137
diff changeset
   403
  for (i <- (0 to n)) code
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   404
  val end = System.nanoTime()
140
ecec79b9ab25 updated
Christian Urban <urbanc@in.tum.de>
parents: 137
diff changeset
   405
  (end - start) / 1.0e9
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   406
}
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   407
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   408
val list = (1 to 1000000).toList
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   409
time_needed(10, for (n <- list) yield n + 42)
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   410
time_needed(10, for (n <- list.par) yield n + 42)
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   411
308
e86add5a6961 updated
Christian Urban <urbanc@in.tum.de>
parents: 273
diff changeset
   412
// ...but par does not make everything faster
e86add5a6961 updated
Christian Urban <urbanc@in.tum.de>
parents: 273
diff changeset
   413
273
b19227660752 updated
Christian Urban <urbanc@in.tum.de>
parents: 272
diff changeset
   414
list.sum
b19227660752 updated
Christian Urban <urbanc@in.tum.de>
parents: 272
diff changeset
   415
list.par.sum
b19227660752 updated
Christian Urban <urbanc@in.tum.de>
parents: 272
diff changeset
   416
b19227660752 updated
Christian Urban <urbanc@in.tum.de>
parents: 272
diff changeset
   417
time_needed(10, list.sum)
b19227660752 updated
Christian Urban <urbanc@in.tum.de>
parents: 272
diff changeset
   418
time_needed(10, list.par.sum)
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   419
140
ecec79b9ab25 updated
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parents: 137
diff changeset
   420
308
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parents: 273
diff changeset
   421
// Mutable vs Immutable
e86add5a6961 updated
Christian Urban <urbanc@in.tum.de>
parents: 273
diff changeset
   422
//======================
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   423
//
308
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Christian Urban <urbanc@in.tum.de>
parents: 273
diff changeset
   424
// Remember:
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   425
// - no vars, no ++i, no +=
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   426
// - no mutable data-structures (no Arrays, no ListBuffers)
137
53c769a78a1e updated
Christian Urban <urbanc@in.tum.de>
parents: 125
diff changeset
   427
329
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   428
// But what the heck....lets try to count to 1 Mio in parallel
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   429
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   430
var cnt = 0
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   431
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   432
for(i <- (1 to 1000000).par) cnt += 1
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   433
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   434
println(s"Should be 1 Mio: $cnt")
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   435
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   436
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   437
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   438
// Or
313
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Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
   439
// Q: Count how many elements are in the intersections of 
dea46bdfd648 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
   440
//    two sets?
268
e43f7e92ba26 updated
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parents: 265
diff changeset
   441
// A; IMPROPER WAY (mutable counter)
200
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parents: 199
diff changeset
   442
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   443
def count_intersection(A: Set[Int], B: Set[Int]) : Int = {
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   444
  var count = 0
308
e86add5a6961 updated
Christian Urban <urbanc@in.tum.de>
parents: 273
diff changeset
   445
  for (x <- A.par; if (B contains x)) count += 1 
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   446
  count
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   447
}
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   448
308
e86add5a6961 updated
Christian Urban <urbanc@in.tum.de>
parents: 273
diff changeset
   449
val A = (0 to 999).toSet
e86add5a6961 updated
Christian Urban <urbanc@in.tum.de>
parents: 273
diff changeset
   450
val B = (0 to 999 by 4).toSet
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   451
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   452
count_intersection(A, B)
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   453
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   454
// but do not try to add .par to the for-loop above
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   455
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   456
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   457
//propper parallel version
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   458
def count_intersection2(A: Set[Int], B: Set[Int]) : Int = 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   459
  A.par.count(x => B contains x)
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
count_intersection2(A, B)
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   462
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   463
308
e86add5a6961 updated
Christian Urban <urbanc@in.tum.de>
parents: 273
diff changeset
   464
//another bad example
265
59779ce322a6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   465
def test() = {
59779ce322a6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   466
  var cnt = 0
59779ce322a6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   467
  for(i <- (1 to 1000000).par) cnt += 1
59779ce322a6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   468
  println(cnt)
59779ce322a6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   469
}
59779ce322a6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   470
59779ce322a6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   471
test()
59779ce322a6 updated
Christian Urban <urbanc@in.tum.de>
parents: 247
diff changeset
   472
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 308
diff changeset
   473
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 308
diff changeset
   474
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   475
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   476
// Further Information
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   477
//=====================
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   478
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   479
// The Scala homepage and general information is at
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   480
//
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   481
//  http://www.scala-lang.org
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   482
//	http://docs.scala-lang.org
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   483
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   484
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   485
// It should be fairly easy to install the Scala binary and
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   486
// run Scala on the commandline. People also use Scala with 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   487
// Vim and Jedit. I currently settled on VS Code
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   488
//
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   489
//   https://code.visualstudio.com
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   490
//
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   491
// There are also plugins for Eclipse and IntelliJ - YMMV.
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   492
// Finally there are online editors specifically designed for 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   493
// running Scala applications (but do not blame me if you lose 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   494
// all what you typed in):
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   495
//
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   496
//   https://scalafiddle.io 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   497
//   https://scastie.scala-lang.org
124
c45d3cd9a749 updated
Christian Urban <urbanc@in.tum.de>
parents: 123
diff changeset
   498
//
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   499
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   500
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   501
// Scala Library Docs
124
c45d3cd9a749 updated
Christian Urban <urbanc@in.tum.de>
parents: 123
diff changeset
   502
//====================
123
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   503
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   504
//  http://www.scala-lang.org/api/current/
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   505
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   506
// Scala Tutorials
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   507
//
556cd74cbba9 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   508
//  http://docs.scala-lang.org/tutorials/
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
// There are also a massive number of Scala tutorials on youtube
200
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   511
// and there are tons of books and free material. Google is your 
01ee4b576eb2 updated
Christian Urban <urbanc@in.tum.de>
parents: 199
diff changeset
   512
// friend.
32
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   513
45557ad18ea6 updated
Christian Urban <urbanc@in.tum.de>
parents: 26
diff changeset
   514
170
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   515
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   516
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   517
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   518
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   519
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   520
37b1bfcdba79 updated
Christian Urban <urbanc@in.tum.de>
parents: 148
diff changeset
   521
195
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   522
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   523
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   524
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   525
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   526
fc3ac7b70a06 updated
Christian Urban <urbanc@in.tum.de>
parents: 189
diff changeset
   527