progs/lecture2.scala
author Christian Urban <christian.urban@kcl.ac.uk>
Mon, 21 Jul 2025 16:38:07 +0100
changeset 494 253d1ccb65de
parent 481 e03a0100ec46
permissions -rw-r--r--
updated
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
51
0e60e6c24b99 updated
Christian Urban <urbanc@in.tum.de>
parents: 39
diff changeset
     1
// Scala Lecture 2
0e60e6c24b99 updated
Christian Urban <urbanc@in.tum.de>
parents: 39
diff changeset
     2
//=================
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
     3
 
471
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
     4
// - Options
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
     5
// - Higher-Order Functions (short-hand notation)
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
     6
// - maps (behind for-comprehensions)
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
     7
// - Pattern-Matching
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
     8
// - Recursion
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
     9
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    10
// The Option Type
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    11
//=================
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    12
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    13
// in Java, if something unusually happens, you return null 
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    14
// or raise an exception
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    15
//
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    16
//in Scala you use Options instead
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    17
//   - if the value is present, you use Some(value)
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    18
//   - if no value is present, you use None
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    19
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    20
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    21
List(7,2,3,4,5,6).find(_ < 4)
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    22
List(5,6,7,8,9).find(_ < 4)
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
    23
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    24
// Int:      ..., 0, 1, 2,...
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    25
// Boolean:  true false
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    26
//
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    27
// List[Int]: Nil, List(_) 
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    28
//
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    29
// Option[Int]: None, Some(0), Some(1), ...
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    30
// Option[Boolean]: None, Some(true), Some(false)
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    31
// Option[...]: None, Some(_)
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    32
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    33
def div(x: Int, y: Int) : Int = 
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    34
  x / y
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    35
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    36
def safe_div(x: Int, y: Int) : Option[Int] = 
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    37
  if (y == 0) None else Some(x / y)
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    38
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    39
def foo_calculation(x: Int) = 
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    40
  if (safe_div(x, x) == None) 24 else safe_div(x, x).get
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    41
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    42
foo_calculation(3)
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    43
foo_calculation(0)
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    44
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    45
safe_div(10 + 5, 3)  
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    46
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    47
List(1,2,3,4,5,6).indexOf(7)
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    48
List[Int](3,4,5).min
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    49
List[Int]().minOption
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    50
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    51
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
    52
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    53
// better error handling with Options (no exceptions)
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    54
//
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    55
//  Try(something).getOrElse(what_to_do_in_case_of_an_exception)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    56
//
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    57
471
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
    58
import scala.util._      // Try,...
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
    59
import io.Source         // fromURL
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    60
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
    61
val my_url = "https://nms.kcl.ac.uk/christian.urban/"
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    62
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    63
Source.fromURL(my_url)("ISO-8859-1").mkString
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    64
Source.fromURL(my_url)("ISO-8859-1").getLines().toList
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    65
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    66
Try(Source.fromURL(my_url)("ISO-8859-1").mkString).getOrElse("")
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    67
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    68
Try(Some(Source.fromURL(my_url)("ISO-8859-1").mkString)).getOrElse(None)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    69
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    70
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    71
// the same for files
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    72
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    73
Try(Some(Source.fromFile("test.txt")("ISO-8859-1").mkString)).getOrElse(None)
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    74
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    75
Try(Source.fromFile("test.txt")("ISO-8859-1").mkString).toOption
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    76
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    77
Using(Source.fromFile("test.txt")("ISO-8859-1"))(_.mkString).toOption
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    78
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
    79
// how to implement a function for reading 
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    80
// (lines) from files...
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
    81
//
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    82
def get_contents(name: String) : List[String] = 
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    83
  Source.fromFile(name)("ISO-8859-1").getLines().toList
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    84
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
    85
get_contents("text.txt")
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    86
get_contents("test.txt")
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    87
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    88
// slightly better - return Nil
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    89
def get_contents(name: String) : List[String] = 
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
    90
  Try(Source.fromFile(name)("ISO-8859-1").getLines.toList).getOrElse(List())
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    91
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    92
get_contents("text.txt")
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    93
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    94
// much better - you record in the type that things can go wrong 
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    95
def get_contents(name: String) : Option[List[String]] = 
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
    96
  Try(Some(Source.fromFile(name)("ISO-8859-1").getLines().toList)).getOrElse(None)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
    97
316
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    98
get_contents("text.txt")
8b57dd326a91 updated
Christian Urban <urbanc@in.tum.de>
parents: 310
diff changeset
    99
get_contents("test.txt")
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   100
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   101
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   102
// operations on options
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   103
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   104
val lst = List(None, Some(1), Some(2), None, Some(3))
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   105
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   106
for (x <- lst) yield {
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   107
  if (x == None) None
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   108
  else Some(x.get + 1)
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   109
}
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   110
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   111
lst.flatten
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   112
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   113
Some(1).get
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   114
None.get
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   115
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   116
Some(1).isDefined
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   117
None.isDefined
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   118
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   119
for (x <- lst) yield x.getOrElse(0)
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   120
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   121
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   122
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   123
val ps = List((3, 0), (4, 2), (6, 2), 
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   124
              (2, 0), (1, 0), (1, 1))
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   125
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   126
// division where possible
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   127
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   128
for ((x, y) <- ps) yield {
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   129
  if (y == 0) None else Some(x / y)
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   130
}
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   131
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   132
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   133
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   134
// getOrElse is for setting a default value
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   135
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   136
val lst = List(None, Some(1), Some(2), None, Some(3))
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   137
361
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   138
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   139
// a function that turns strings into numbers 
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   140
// (similar to .toInt)
f88b5cec2e5d updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 334
diff changeset
   141
Integer.parseInt("1234")
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   142
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   143
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   144
def get_me_an_int(s: String) : Option[Int] = 
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   145
 Try(Some(Integer.parseInt(s))).getOrElse(None)
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   146
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   147
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   148
// 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
   149
// 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
   150
// 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
   151
// write that function.
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   152
//
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   153
// 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
   154
// 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
   155
// 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
   156
// code could potentially throw a NullPointerException.
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   157
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   158
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   159
// even Scala is not immune to problems like this:
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   160
317
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   161
List(5,6,7,8,9).indexOf(7)
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   162
List(5,6,7,8,9).indexOf(10)
607ceabeeffc updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   163
List(5,6,7,8,9)(-1)
310
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   164
335079d938aa updated
Christian Urban <urbanc@in.tum.de>
parents: 309
diff changeset
   165
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   166
Try({
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   167
  val x = 3
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   168
  val y = 0
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   169
  Some(x / y)
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   170
}).getOrElse(None)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   171
323
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   172
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   173
// minOption 
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   174
// maxOption 
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   175
// minByOption 
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   176
// maxByOption
1f8005b4cdf6 updated
Christian Urban <urbanc@in.tum.de>
parents: 320
diff changeset
   177
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   178
// Higher-Order Functions
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   179
//========================
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   180
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   181
// functions can take functions as arguments
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   182
// and produce functions as result
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   183
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   184
def even(x: Int) : Boolean = x % 2 == 0
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   185
def odd(x: Int) : Boolean = x % 2 == 1
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   186
481
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   187
def inc(x: Int) : Int = x + 1
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   188
val lst = (1 to 10).toList
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   189
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   190
lst.filter(odd)
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   191
lst.exists(even)
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   192
lst.count(odd)
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   193
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   194
lst.filter(_ % 2 == 0)
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   195
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   196
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   197
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   198
lst.find(_ < 4)
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   199
lst.filter(_ < 4) 
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   200
481
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   201
val x = 3 < 4
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   202
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   203
def less4(x: Int) : Boolean = x < 4
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   204
lst.find(less4)
481
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   205
lst.find(x => !(x < 4))
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   206
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   207
lst.filter(x => x % 2 == 0)
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   208
lst.filter(_ % 2 == 0)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   209
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   210
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   211
lst.sortWith((x, y) => x > y)
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   212
lst.sortWith(_ < _)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   213
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   214
// but this only works when the arguments are clear, but 
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   215
// not with multiple occurences
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   216
lst.find(n => odd(n) && n > 2)
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   217
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   218
447
f51e593903ac updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 384
diff changeset
   219
// lexicographic ordering
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   220
val ps = List((3, 0), (3, 2), (4, 2), (2, 2), 
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   221
              (2, 0), (1, 1), (1, 0))
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   222
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   223
def lex(x: (Int, Int), y: (Int, Int)) : Boolean = 
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   224
  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
   225
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   226
ps.sortWith(lex)
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
ps.sortBy(x => x._1)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   229
ps.sortBy(_._2)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   230
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   231
ps.maxBy(x => x._2)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   232
ps.maxBy(_._2)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   233
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   234
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   235
// maps (lower-case)
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   236
//===================
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   237
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   238
def double(x: Int): Int = x + x
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   239
def square(x: Int): Int = x * x
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   240
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   241
val lst = (1 to 10).toList
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   242
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   243
lst.map(square)
494
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   244
lst.map(n => square(n))
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   245
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   246
for (n <- lst) yield square(n)
253d1ccb65de updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 481
diff changeset
   247
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   248
lst.map(x => (double(x), square(x)))
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   249
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   250
// works also for strings
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   251
def tweet(c: Char) = c.toUpper
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   252
481
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   253
"Hello\nWorld".map(tweet)
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   254
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   255
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   256
// this can be iterated
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   257
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   258
lst.map(square).filter(_ > 4)
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   259
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   260
lst.map(square).find(_ > 4)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   261
lst.map(square).find(_ > 4).map(double)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   262
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   263
lst.map(square)
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   264
   .find(_ > 4)
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   265
   .map(double)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   266
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   267
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   268
// Option Type and maps
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   269
//======================
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   270
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   271
// a function that turns strings into numbers (similar to .toInt)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   272
Integer.parseInt("12u34")
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   273
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   274
// maps on Options
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   275
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   276
import scala.util._
362
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   277
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   278
def get_me_an_int(s: String) : Option[Int] = 
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   279
 Try(Some(Integer.parseInt(s))).getOrElse(None)
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
get_me_an_int("12345").map(_ % 2 == 0)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   282
get_me_an_int("12u34").map(_ % 2 == 0)
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
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   286
val lst = List("12345", "foo", "5432", "bar", "x21", "456")
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   287
for (x <- lst) yield get_me_an_int(x)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   288
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   289
// summing up all the numbers
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   290
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   291
lst.map(get_me_an_int).flatten.sum
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   292
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   293
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   294
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   295
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   296
// this is actually how for-comprehensions are
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   297
// defined in Scala
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   298
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   299
lst.map(n => square(n))
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   300
for (n <- lst) yield square(n)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   301
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   302
// lets define our own higher-order functions
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   303
// type of functions is for example Int => Int
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   304
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   305
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   306
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
   307
{
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   308
  if (lst == Nil) Nil
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   309
  else f(lst.head) :: my_map_int(lst.tail, f)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   310
}
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   311
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   312
my_map_int(lst, square)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   313
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   314
// same function using pattern matching: a kind
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   315
// of switch statement on steroids (see more later on)
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   316
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   317
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
   318
  lst match {
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   319
    case Nil => Nil
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   320
    case x::xs => f(x)::my_map_int(xs, f)
1bde878ba6c9 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   321
  }
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   322
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   323
363
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   324
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   325
val biglst = (1 to 10000).toList
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   326
my_map_int(biglst, double)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   327
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   328
(1 to 10000000).toList.map(double)
e5c1d69cffa4 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 362
diff changeset
   329
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   330
// other function types
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   331
//
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   332
// f1: (Int, Int) => Int
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   333
// f2: List[String] => Option[Int]
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   334
// ... 
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   335
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   336
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   337
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   338
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   339
212
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   340
// Map type (upper-case)
4bda49ec24da updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   341
//=======================
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   342
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   343
// Note the difference between map and Map
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   344
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   345
val m = Map(1 -> "one", 2 -> "two", 10 -> "many")
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   346
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   347
List((1, "one"), (2, "two"), (10, "many")).toMap
320
cdfb2ce30a3d updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   348
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   349
m.get(1)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   350
m.get(4)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   351
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   352
m.getOrElse(1, "")
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   353
m.getOrElse(4, "")
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   354
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   355
val new_m = m + (10 -> "ten")
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   356
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   357
new_m.get(10)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   358
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   359
val m2 = for ((k, v) <- m) yield (k, v.toUpperCase)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   360
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   361
318
029e2862bb4e updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   362
319
b84ea52bfd8f updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   363
// groupBy function on Maps
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   364
val lst = List("one", "two", "three", "four", "five")
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   365
lst.groupBy(_.head)
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   366
364
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   367
lst.groupBy(_.length)
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
lst.groupBy(_.length).get(3)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   370
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   371
val grps = lst.groupBy(_.length)
f1a6fa599d26 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 363
diff changeset
   372
grps.keySet
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   373
481
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   374
// naive quicksort with "On" function
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   375
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   376
def sortOn(f: Int => Int, xs: List[Int]) : List[Int] = {
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   377
  if (xs.size < 2) xs
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   378
  else {
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   379
   val pivot = xs.head
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   380
   val (left, right) = xs.partition(f(_) < f(pivot))
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   381
   sortOn(f, left) ::: pivot :: sortOn(f, right.tail)
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   382
  }
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   383
} 
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   384
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   385
sortOn(identity, List(99,99,99,98,10,-3,2)) 
e03a0100ec46 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 471
diff changeset
   386
sortOn(n => - n, List(99,99,99,98,10,-3,2))
204
9b45dd24271b updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   387
51
0e60e6c24b99 updated
Christian Urban <urbanc@in.tum.de>
parents: 39
diff changeset
   388
192
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   389
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   390
// Pattern Matching
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   391
//==================
a112e0e2325c updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   392
471
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
   393
// A powerful tool which has even landed in Java during 
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
   394
// the last few years (https://inside.java/2021/06/13/podcast-017/).
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
   395
// ...Scala already has it for many years and the concept is
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
   396
// older than your friendly lecturer, that is stone old  ;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
471
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
   415
def my_map_option(opt: Option[Int], f: Int => Int) : Option[Int] = 
135bf034ac30 updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 447
diff changeset
   416
  opt match {
365
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