progs/lecture2.scala
author Christian Urban <christian.urban@kcl.ac.uk>
Mon, 08 Nov 2021 01:56:57 +0000
changeset 408 95240953bf4c
parent 384 6e1237691307
child 447 f51e593903ac
permissions -rw-r--r--
updated jars
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
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// Scala Lecture 2
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//=================
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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 
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//          thought, coupled with judiciously placed print 
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//                                             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 $b.")
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  if (b == 0) a else gcd_db(b, a % b)
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}
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gcd_db(48, 18)
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// you can also implement your own string interpolations
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import scala.language.implicitConversions
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import scala.language.reflectiveCalls
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implicit def sring_inters(sc: StringContext) = new {
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    def i(args: Any*): String = s"\t${sc.s(args:_*)}\n"
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    def l(args: Any*): String = s"${sc.s(args:_*)}:\n"
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}
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// this allows you to write things like
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i"add ${3+2}" 
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l"some_fresh_name"
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// The Option Type
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//=================
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// in Java, if something unusually happens, you return null 
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// or 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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// Int:      ..., 0, 1, 2,...
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// Boolean:  true false
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//
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// List[Int]: Nil, List(_) 
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//
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// Option[Int]: None, Some(0), Some(1), ...
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// Option[...]: None, Some(_)
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def safe_div(x: Int, y: Int) : Option[Int] = 
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  if (y == 0) None else Some(x / y)
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List(1,2,3,4,5,6).indexOf(7)
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def my_min(ls: List[Int]) : Option[Int] = ls.minOption
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my_min(List(1,2,3,4))
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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.urban2/"
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Source.fromURL(my_url)("ISO-8859-1").mkString
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Try(Source.fromURL(my_url)("ISO-8859-1").mkString).getOrElse("")
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Try(Some(Source.fromURL(my_url)("ISO-8859-1").mkString)).getOrElse(None)
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// the same for files
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Try(Some(Source.fromFile("test.txt")("ISO-8859-1").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)("ISO-8859-1").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)("ISO-8859-1").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)("ISO-8859-1").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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for (x <- lst) yield x.getOrElse(0)
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val ps = List((3, 0), (4, 2), (6, 2), 
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              (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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// a function that turns strings into numbers 
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parents: 334
diff changeset
   164
// (similar to .toInt)
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parents: 334
diff changeset
   165
Integer.parseInt("1234")
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   166
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   167
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   168
def get_me_an_int(s: String) : Option[Int] = 
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   169
 Try(Some(Integer.parseInt(s))).getOrElse(None)
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   170
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   171
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   172
// This may not look any better than working with null in Java, but to
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   173
// see the value, you have to put yourself in the shoes of the
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   174
// consumer of the get_me_an_int function, and imagine you didn't
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   175
// write that function.
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   176
//
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   177
// In Java, if you didn't write this function, you'd have to depend on
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   178
// the Javadoc of the get_me_an_int. If you didn't look at the Javadoc, 
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   179
// you might not know that get_me_an_int could return null, and your 
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   180
// code could potentially throw a NullPointerException.
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   181
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   182
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   183
// even Scala is not immune to problems like this:
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   184
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   185
List(5,6,7,8,9).indexOf(7)
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   186
List(5,6,7,8,9).indexOf(10)
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   187
List(5,6,7,8,9)(-1)
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   188
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   189
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   190
Try({
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   191
  val x = 3
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   192
  val y = 0
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   193
  Some(x / y)
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   194
}).getOrElse(None)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   195
323
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   196
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   197
// minOption 
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   198
// maxOption 
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   199
// minByOption 
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   200
// maxByOption
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   201
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   202
// Higher-Order Functions
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   203
//========================
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   205
// functions can take functions as arguments
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   206
// and produce functions as result
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   207
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   208
def even(x: Int) : Boolean = x % 2 == 0
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   209
def odd(x: Int) : Boolean = x % 2 == 1
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   210
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   211
val lst = (1 to 10).toList
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   212
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   213
lst.filter(even)
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   214
lst.count(odd)
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   215
lst.find(even)
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   216
lst.exists(even)
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   217
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   218
lst.find(_ < 4)
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   219
lst.filter(_ < 4) 
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   220
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   221
def less4(x: Int) : Boolean = x < 4
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   222
lst.find(less4)
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   223
lst.find(_ < 4)
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   224
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   225
lst.filter(x => x % 2 == 0)
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   226
lst.filter(_ % 2 == 0)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   227
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   228
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   229
lst.sortWith((x, y) => x < y)
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   230
lst.sortWith(_ > _)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   231
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   232
// but this only works when the arguments are clear, but 
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   233
// not with multiple occurences
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   234
lst.find(n => odd(n) && n > 2)
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   235
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   236
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   237
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   238
val ps = List((3, 0), (3, 2), (4, 2), (2, 2), 
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   239
              (2, 0), (1, 1), (1, 0))
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   240
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   241
def lex(x: (Int, Int), y: (Int, Int)) : Boolean = 
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   242
  if (x._1 == y._1) x._2 < y._2 else x._1 < y._1
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   243
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   244
ps.sortWith(lex)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   245
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   246
ps.sortBy(x => x._1)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   247
ps.sortBy(_._2)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   248
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   249
ps.maxBy(_._1)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   250
ps.maxBy(_._2)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   251
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   252
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   253
// maps (lower-case)
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   254
//===================
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   255
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   256
def double(x: Int): Int = x + x
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   257
def square(x: Int): Int = x * x
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   258
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   259
val lst = (1 to 10).toList
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   260
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   261
lst.map(square)
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   262
lst.map(x => (double(x), square(x)))
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   263
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   264
// works also for strings
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   265
def tweet(c: Char) = c.toUpper
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   266
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   267
"Hello World".map(tweet)
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   268
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   269
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   270
// this can be iterated
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   271
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   272
lst.map(square).filter(_ > 4)
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   273
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   274
lst.map(square).find(_ > 4)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   275
lst.map(square).find(_ > 4).map(double)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   276
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   277
lst.map(square)
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   278
   .find(_ > 4)
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   279
   .map(double)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   280
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   281
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   282
// Option Type and maps
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   283
//======================
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   284
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   285
// a function that turns strings into numbers (similar to .toInt)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   286
Integer.parseInt("12u34")
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   287
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   288
// maps on Options
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   289
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   290
import scala.util._
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   291
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   292
def get_me_an_int(s: String) : Option[Int] = 
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   293
 Try(Some(Integer.parseInt(s))).getOrElse(None)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   294
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   295
get_me_an_int("12345").map(_ % 2 == 0)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   296
get_me_an_int("12u34").map(_ % 2 == 0)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   297
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   298
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   299
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   300
val lst = List("12345", "foo", "5432", "bar", "x21", "456")
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   301
for (x <- lst) yield get_me_an_int(x)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   302
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   303
// summing up all the numbers
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   304
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   305
lst.map(get_me_an_int).flatten.sum
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   306
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   307
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   308
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   309
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   310
// this is actually how for-comprehensions are
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   311
// defined in Scala
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   312
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   313
lst.map(n => square(n))
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   314
for (n <- lst) yield square(n)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   315
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   316
// lets define our own higher-order functions
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   317
// type of functions is for example Int => Int
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   318
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   319
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   320
def my_map_int(lst: List[Int], f: Int => Int) : List[Int] = 
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   321
{
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   322
  if (lst == Nil) Nil
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   323
  else f(lst.head) :: my_map_int(lst.tail, f)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   324
}
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   325
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   326
my_map_int(lst, square)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   327
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   328
// same function using pattern matching: a kind
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   329
// of switch statement on steroids (see more later on)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   330
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   331
def my_map_int(lst: List[Int], f: Int => Int) : List[Int] = 
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   332
  lst match {
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   333
    case Nil => Nil
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   334
    case x::xs => f(x)::my_map_int(xs, f)
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   335
  }
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   336
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   337
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   338
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   339
val biglst = (1 to 10000).toList
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   340
my_map_int(biglst, double)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   341
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   342
(1 to 10000000).toList.map(double)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   343
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   344
// other function types
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   345
//
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   346
// f1: (Int, Int) => Int
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   347
// f2: List[String] => Option[Int]
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   348
// ... 
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   349
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   350
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   351
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   352
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   353
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   354
// Map type (upper-case)
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   355
//=======================
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
// Note the difference between map and Map
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   358
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   359
val m = Map(1 -> "one", 2 -> "two", 10 -> "many")
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   360
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   361
List((1, "one"), (2, "two"), (10, "many")).toMap
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   362
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   363
m.get(1)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   364
m.get(4)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   365
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   366
m.getOrElse(1, "")
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   367
m.getOrElse(4, "")
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   368
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   369
val new_m = m + (10 -> "ten")
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   370
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   371
new_m.get(10)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   372
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   373
val m2 = for ((k, v) <- m) yield (k, v.toUpperCase)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   374
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   375
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   376
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   377
// groupBy function on Maps
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   378
val lst = List("one", "two", "three", "four", "five")
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   379
lst.groupBy(_.head)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   380
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   381
lst.groupBy(_.length)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   382
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   383
lst.groupBy(_.length).get(3)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   384
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   385
val grps = lst.groupBy(_.length)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   386
grps.keySet
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   387
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   388
51
0e60e6c24b99 updated
Christian Urban <urbanc@in.tum.de>
parents: 39
diff changeset
   389
192
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
// Pattern Matching
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   392
//==================
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   393
365
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   394
// A powerful tool which is supposed to come to Java in 
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   395
// a few years time (https://www.youtube.com/watch?v=oGll155-vuQ).
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   396
// ...Scala already has it for many years ;o)
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   397
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   398
// The general schema:
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   399
//
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   400
//    expression match {
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   401
//       case pattern1 => expression1
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   402
//       case pattern2 => expression2
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
//       case patternN => expressionN
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   405
//    }
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   406
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   407
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   408
// recall
365
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   409
def my_map_int(lst: List[Int], f: Int => Int) : List[Int] = 
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   410
  lst match {
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   411
    case Nil => Nil
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   412
    case x::xs => f(x)::my_map_int(xs, f)
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   413
  }
58
93a2b6e4b84c updated
Christian Urban <urbanc@in.tum.de>
parents: 57
diff changeset
   414
365
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   415
def my_map_option(o: Option[Int], f: Int => Int) : Option[Int] = 
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   416
  o match {
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   417
    case None => None
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   418
    case Some(x) => Some(f(x))
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   419
  }
58
93a2b6e4b84c updated
Christian Urban <urbanc@in.tum.de>
parents: 57
diff changeset
   420
365
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   421
my_map_option(None, x => x * x)
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   422
my_map_option(Some(8), x => x * x)
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   423
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   424
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   425
// you can also have cases combined
266
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   426
def season(month: String) : String = month match {
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   427
  case "March" | "April" | "May" => "It's spring"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   428
  case "June" | "July" | "August" => "It's summer"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   429
  case "September" | "October" | "November" => "It's autumn"
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   430
  case "December" => "It's winter"
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   431
  case "January" | "February" => "It's unfortunately winter"
365
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   432
  case _ => "Wrong month"
266
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   433
}
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   434
365
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   435
// pattern-match on integers
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   436
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   437
def fib(n: Int) : Int = n match { 
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   438
  case 0 | 1 => 1
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   439
  case n => fib(n - 1) + fib(n - 2)
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   440
}
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   441
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   442
fib(10)
266
ca48ac1d3c3e updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   443
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   444
// Silly: fizz buzz
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   445
def fizz_buzz(n: Int) : String = (n % 3, n % 5) match {
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   446
  case (0, 0) => "fizz buzz"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   447
  case (0, _) => "fizz"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   448
  case (_, 0) => "buzz"
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   449
  case _ => n.toString  
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   450
}
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   451
365
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   452
for (n <- 1 to 20) 
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   453
 println(fizz_buzz(n))
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
365
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   456
val lst = List(None, Some(1), Some(2), None, Some(3)).flatten
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   457
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   458
def my_flatten(xs: List[Option[Int]]): List[Int] = 
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   459
 xs match {
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   460
   case Nil => Nil 
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   461
   case None::rest => my_flatten(rest)
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   462
   case Some(v)::rest => v :: my_flatten(rest)
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   463
 }
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   464
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   465
my_flatten(List(None, Some(1), Some(2), None, Some(3)))
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   466
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   467
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   468
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   469
 
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   470
fc118ee0fce4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 364
diff changeset
   471
278
0c2481cd8b1c updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   472
0c2481cd8b1c updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   473
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   474
// Recursion
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   475
//===========
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   476
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   477
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   478
/* Say you have characters a, b, c.
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   479
   What are all the combinations of a certain length?
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   480
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   481
   All combinations of length 2:
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   482
  
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   483
     aa, ab, ac, ba, bb, bc, ca, cb, cc
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   484
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   485
   Combinations of length 3:
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   486
   
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   487
     aaa, baa, caa, and so on......
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   488
*/
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   489
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   490
def combs(cs: List[Char], n: Int) : List[String] = {
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   491
  if (n == 0) List("")
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   492
  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
   493
}
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   494
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   495
combs(List('a', 'b', 'c'), 3)
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   496
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   497
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   498
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   499
def combs(cs: List[Char], l: Int) : List[String] = {
309
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   500
  if (l == 0) List("")
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   501
  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
   502
}
b192bc772613 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   503
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   504
combs("abc".toList, 2)
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   505
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   506
329
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   507
// When writing recursive functions you have to
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   508
// think about three points
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   509
// 
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   510
// - How to start with a recursive function
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   511
// - How to communicate between recursive calls
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   512
// - Exit conditions
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   513
8a34b2ebc8cc updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   514
147
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   515
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   516
// A Recursive Web Crawler / Email Harvester
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   517
//===========================================
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   518
//
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   519
// the idea is to look for links using the
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   520
// regular expression "https?://[^"]*" and for
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   521
// email addresses using another regex.
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   522
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   523
import io.Source
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   524
import scala.util._
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   525
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   526
// gets the first 10K of a web-page
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   527
def get_page(url: String) : String = {
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   528
  Try(Source.fromURL(url)("ISO-8859-1").take(10000).mkString).
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   529
    getOrElse { println(s"  Problem with: $url"); ""}
147
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   530
}
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   531
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   532
// regex for URLs and emails
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   533
val http_pattern = """"https?://[^"]*"""".r
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   534
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
   535
268
e43f7e92ba26 updated
Christian Urban <urbanc@in.tum.de>
parents: 266
diff changeset
   536
//test case:
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   537
//email_pattern.findAllIn
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   538
//  ("foo bla christian@kcl.ac.uk 1234567").toList
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   539
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   540
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   541
// drops the first and last character from a string
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   542
def unquote(s: String) = s.drop(1).dropRight(1)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   543
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   544
def get_all_URLs(page: String): Set[String] = 
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   545
  http_pattern.findAllIn(page).map(unquote).toSet
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   546
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   547
// naive version of crawl - searches until a given depth,
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   548
// visits pages potentially more than once
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   549
def crawl(url: String, n: Int) : Unit = {
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   550
  if (n == 0) ()
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   551
  else {
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   552
    println(s"  Visiting: $n $url")
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   553
    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
   554
  }
147
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   555
}
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   556
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   557
// some starting URLs for the crawler
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   558
val startURL = """https://nms.kcl.ac.uk/christian.urban/"""
147
72f7dd1a3754 updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   559
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   560
crawl(startURL, 2)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   561
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   562
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   563
// a primitive email harvester
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   564
def emails(url: String, n: Int) : Set[String] = {
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   565
  if (n == 0) Set()
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   566
  else {
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   567
    println(s"  Visiting: $n $url")
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   568
    val page = get_page(url)
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   569
    val new_emails = email_pattern.findAllIn(page).toSet
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   570
    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
   571
  }
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   572
}
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   573
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   574
emails(startURL, 3)
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   575
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   576
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   577
// if we want to explore the internet "deeper", then we
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   578
// first have to parallelise the request of webpages:
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   579
//
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   580
// scala -cp scala-parallel-collections_2.13-0.2.0.jar 
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   581
// import scala.collection.parallel.CollectionConverters._
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   582
53
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   583
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   584
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   585
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   586
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   587
// Jumping Towers
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   588
//================
278
0c2481cd8b1c updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   589
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   590
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   591
def moves(xs: List[Int], n: Int) : List[List[Int]] = 
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   592
 (xs, n) match {
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   593
   case (Nil, _) => Nil
366
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   594
   case (_, 0) => Nil
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   595
   case (x::xs, n) => (x::xs) :: moves(xs, n - 1)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   596
 }
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   597
366
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   598
// List(5,5,1,0) -> moves(List(5,1,0), 5)
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   599
moves(List(5,1,0), 1)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   600
moves(List(5,1,0), 2)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   601
moves(List(5,1,0), 5)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   602
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   603
// checks whether a jump tour exists at all
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   604
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   605
def search(xs: List[Int]) : Boolean = xs match {
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   606
  case Nil => true
366
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   607
  case x::xs =>
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   608
    if (xs.length < x) true 
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   609
    else moves(xs, x).exists(search(_))
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   610
}
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   611
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   612
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   613
search(List(5,3,2,5,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   614
search(List(3,5,1,0,0,0,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   615
search(List(3,5,1,0,0,0,0,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   616
search(List(3,5,1,0,0,0,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   617
search(List(3,5,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   618
search(List(5,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   619
search(Nil)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   620
search(List(1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   621
search(List(5,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   622
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
   623
366
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   624
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   625
import scala.util._
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   626
List.fill(100)(Random.nextInt(2))
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   627
search(List.fill(100)(Random.nextInt(10)))
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   628
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   629
// generate *all* jump tours
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   630
//    if we are only interested in the shortes one, we could
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   631
//    shortcircut the calculation and only return List(x) in
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   632
//    case where xs.length < x, because no tour can be shorter
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   633
//    than 1
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   634
// 
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   635
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   636
def jumps(xs: List[Int]) : List[List[Int]] = xs match {
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   637
  case Nil => Nil
366
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   638
  case x::xs => {
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   639
    val children = moves(xs, x)
366
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   640
    val results = 
1c829680503e updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 365
diff changeset
   641
      children.map(cs => jumps(cs).map(x :: _)).flatten
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   642
    if (xs.length < x) List(x) :: results else results
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   643
  }
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   644
}
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   645
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   646
jumps(List(3,5,1,2,1,2,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   647
jumps(List(3,5,1,2,3,4,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   648
jumps(List(3,5,1,0,0,0,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   649
jumps(List(3,5,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   650
jumps(List(5,1,1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   651
jumps(Nil)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   652
jumps(List(1))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   653
jumps(List(5,1,2))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   654
moves(List(1,2), 5)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   655
jumps(List(1,5,1,2))
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   656
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
   657
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   658
jumps(List(5,3,2,5,1,1)).minBy(_.length)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   659
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
   660
jumps(List(1,3,6,1,0,9)).minBy(_.length)
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   661
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
   662
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   663