author | Christian Urban <christian.urban@kcl.ac.uk> |
Fri, 12 Sep 2025 10:36:07 +0100 | |
changeset 495 | b47879225270 |
parent 494 | 253d1ccb65de |
permissions | -rw-r--r-- |
67 | 1 |
// Scala Lecture 3 |
2 |
//================= |
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3 |
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481 | 4 |
// last week: |
5 |
// higher-order functions |
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6 |
// maps |
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449 | 7 |
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481 | 8 |
// - recursion |
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// - Sudoku |
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10 |
// - string interpolations |
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448 | 11 |
// - Pattern-Matching |
12 |
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494 | 13 |
def fact(n: BigInt) : BigInt = { |
14 |
if (n == 0) 1 |
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15 |
else n * fact(n - 1) |
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16 |
} |
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17 |
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18 |
def fib(n: BigInt) : BigInt = { |
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19 |
if (n == 0) 1 |
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20 |
else if (n == 1) 1 |
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else fib(n - 1) + fib(n - 2) |
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} |
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23 |
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24 |
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25 |
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26 |
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27 |
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28 |
def inc(n: Int) : Int = n + 1 |
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29 |
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30 |
for (n <- List(1,2,3,4)) yield inc(n) |
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31 |
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32 |
List().map(inc) |
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33 |
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34 |
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35 |
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36 |
my_map(inc, List(1,2,3,4)) |
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37 |
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38 |
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39 |
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40 |
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481 | 43 |
// A Recursive Web Crawler / Email Harvester |
44 |
//=========================================== |
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45 |
// |
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46 |
// the idea is to look for links using the |
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47 |
// regular expression "https?://[^"]*" and for |
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48 |
// email addresses using another regex. |
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49 |
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50 |
import io.Source |
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51 |
import scala.util._ |
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52 |
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53 |
// gets the first 10K of a web-page |
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54 |
def get_page(url: String) : String = { |
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55 |
Try(Source.fromURL(url)("ISO-8859-1").take(10000).mkString). |
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56 |
getOrElse { println(s" Problem with: $url"); ""} |
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57 |
} |
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58 |
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59 |
// regex for URLs and emails |
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60 |
val http_pattern = """"https?://[^"]*"""".r |
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61 |
val email_pattern = """([a-z0-9_\.-]+)@([\da-z\.-]+)\.([a-z\.]{2,6})""".r |
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62 |
||
63 |
//test case: |
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64 |
//email_pattern.findAllIn |
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65 |
// ("foo bla christian@kcl.ac.uk 1234567").toList |
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66 |
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67 |
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68 |
// drops the first and last character from a string |
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69 |
def unquote(s: String) = s.drop(1).dropRight(1) |
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70 |
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71 |
def get_all_URLs(page: String): Set[String] = |
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72 |
http_pattern.findAllIn(page).map(unquote).toSet |
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73 |
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74 |
// naive version of crawl - searches until a given depth, |
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75 |
// visits pages potentially more than once |
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76 |
def crawl(url: String, n: Int) : Unit = { |
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77 |
if (n == 0) () |
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78 |
else { |
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79 |
println(s" Visiting: $n $url") |
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80 |
for (u <- get_all_URLs(get_page(url))) crawl(u, n - 1) |
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81 |
} |
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82 |
} |
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83 |
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84 |
// some starting URLs for the crawler |
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85 |
val startURL = """https://nms.kcl.ac.uk/christian.urban/""" |
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86 |
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87 |
crawl(startURL, 2) |
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88 |
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89 |
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90 |
// a primitive email harvester |
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91 |
def emails(url: String, n: Int) : Set[String] = { |
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92 |
if (n == 0) Set() |
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93 |
else { |
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94 |
println(s" Visiting: $n $url") |
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95 |
val page = get_page(url) |
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96 |
val new_emails = email_pattern.findAllIn(page).toSet |
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97 |
new_emails ++ (for (u <- get_all_URLs(page)) yield emails(u, n - 1)).flatten |
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98 |
} |
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99 |
} |
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100 |
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101 |
emails(startURL, 2) |
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102 |
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103 |
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104 |
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105 |
// Sudoku |
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106 |
//======== |
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107 |
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108 |
// THE POINT OF THIS CODE IS NOT TO BE SUPER |
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109 |
// EFFICIENT AND FAST, just explaining exhaustive |
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110 |
// depth-first search |
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111 |
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494 | 112 |
//> using dep org.scala-lang.modules::scala-parallel-collections:1.0.4 |
113 |
import scala.collection.parallel.CollectionConverters.* |
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114 |
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115 |
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116 |
val s1 = "s\n" |
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117 |
val s2 = """s\n""" |
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481 | 118 |
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119 |
val game0 = """.14.6.3.. |
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120 |
|62...4..9 |
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121 |
|.8..5.6.. |
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122 |
|.6.2....3 |
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123 |
|.7..1..5. |
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124 |
|5....9.6. |
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125 |
|..6.2..3. |
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126 |
|1..5...92 |
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127 |
|..7.9.41.""".stripMargin.replaceAll("\\n", "") |
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128 |
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129 |
type Pos = (Int, Int) |
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130 |
val EmptyValue = '.' |
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131 |
val MaxValue = 9 |
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132 |
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133 |
def pretty(game: String): String = |
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134 |
"\n" + (game.grouped(MaxValue).mkString("\n")) |
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135 |
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136 |
pretty(game0) |
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137 |
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138 |
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139 |
val allValues = "123456789".toList |
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140 |
val indexes = (0 to 8).toList |
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141 |
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142 |
def empty(game: String) = game.indexOf(EmptyValue) |
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143 |
def isDone(game: String) = empty(game) == -1 |
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144 |
def emptyPosition(game: String) : Pos = { |
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145 |
val e = empty(game) |
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146 |
(e % MaxValue, e / MaxValue) |
|
147 |
} |
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148 |
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149 |
def get_row(game: String, y: Int) = |
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150 |
indexes.map(col => game(y * MaxValue + col)) |
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151 |
def get_col(game: String, x: Int) = |
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152 |
indexes.map(row => game(x + row * MaxValue)) |
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153 |
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154 |
//get_row(game0, 0) |
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155 |
//get_row(game0, 1) |
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156 |
//get_col(game0, 0) |
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157 |
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158 |
def get_box(game: String, pos: Pos): List[Char] = { |
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159 |
def base(p: Int): Int = (p / 3) * 3 |
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160 |
val x0 = base(pos._1) |
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161 |
val y0 = base(pos._2) |
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162 |
val ys = (y0 until y0 + 3).toList |
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163 |
(x0 until x0 + 3).toList |
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164 |
.flatMap(x => ys.map(y => game(x + y * MaxValue))) |
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449 | 165 |
} |
166 |
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167 |
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481 | 168 |
//get_box(game0, (3, 1)) |
169 |
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170 |
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171 |
// this is not mutable!! |
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172 |
def update(game: String, pos: Int, value: Char): String = |
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173 |
game.updated(pos, value) |
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174 |
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175 |
def toAvoid(game: String, pos: Pos): List[Char] = |
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176 |
(get_col(game, pos._1) ++ |
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177 |
get_row(game, pos._2) ++ |
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178 |
get_box(game, pos)) |
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448 | 179 |
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481 | 180 |
def candidates(game: String, pos: Pos): List[Char] = |
181 |
allValues.diff(toAvoid(game, pos)) |
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182 |
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183 |
//candidates(game0, (0,0)) |
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184 |
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185 |
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186 |
def search(game: String): List[String] = { |
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187 |
if (isDone(game)) List(game) |
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188 |
else { |
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189 |
val cs = candidates(game, emptyPosition(game)) |
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190 |
cs.par.map(c => search(update(game, empty(game), c))).flatten.toList |
|
191 |
} |
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448 | 192 |
} |
193 |
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481 | 194 |
pretty(game0) |
195 |
search(game0).map(pretty) |
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448 | 196 |
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481 | 197 |
val game1 = """23.915... |
198 |
|...2..54. |
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199 |
|6.7...... |
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200 |
|..1.....9 |
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201 |
|89.5.3.17 |
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202 |
|5.....6.. |
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203 |
|......9.5 |
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204 |
|.16..7... |
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205 |
|...329..1""".stripMargin.replaceAll("\\n", "") |
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206 |
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207 |
search(game1).map(pretty) |
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208 |
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209 |
// a game that is in the hard category |
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210 |
val game2 = """8........ |
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211 |
|..36..... |
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212 |
|.7..9.2.. |
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213 |
|.5...7... |
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214 |
|....457.. |
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215 |
|...1...3. |
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216 |
|..1....68 |
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217 |
|..85...1. |
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218 |
|.9....4..""".stripMargin.replaceAll("\\n", "") |
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219 |
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220 |
search(game2).map(pretty) |
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221 |
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222 |
// game with multiple solutions |
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223 |
val game3 = """.8...9743 |
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224 |
|.5...8.1. |
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225 |
|.1....... |
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226 |
|8....5... |
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227 |
|...8.4... |
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228 |
|...3....6 |
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229 |
|.......7. |
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230 |
|.3.5...8. |
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231 |
|9724...5.""".stripMargin.replaceAll("\\n", "") |
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232 |
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233 |
search(game3).map(pretty).foreach(println) |
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234 |
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235 |
// for measuring time |
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236 |
def time_needed[T](i: Int, code: => T) = { |
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237 |
val start = System.nanoTime() |
|
238 |
for (j <- 1 to i) code |
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239 |
val end = System.nanoTime() |
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240 |
s"${(end - start) / 1.0e9} secs" |
|
241 |
} |
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242 |
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243 |
time_needed(2, search(game2)) |
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244 |
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245 |
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246 |
// concurrency |
|
247 |
// scala-cli --extra-jars scala-parallel-collections_3-1.0.4.jar |
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248 |
// import scala.collection.parallel.CollectionConverters._ |
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249 |
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250 |
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251 |
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448 | 252 |
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253 |
// String Interpolations |
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254 |
//======================= |
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255 |
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256 |
def cube(n: Int) : Int = n * n * n |
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257 |
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258 |
val n = 3 |
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259 |
println("The cube of " + n + " is " + cube(n) + ".") |
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260 |
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261 |
println(s"The cube of $n is ${cube(n)}.") |
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262 |
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263 |
// or even |
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264 |
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265 |
println(s"The cube of $n is ${n * n * n}.") |
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266 |
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267 |
// helpful for debugging purposes |
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268 |
// |
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269 |
// "The most effective debugging tool is still careful |
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270 |
// thought, coupled with judiciously placed print |
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271 |
// statements." |
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272 |
// — Brian W. Kernighan, in Unix for Beginners (1979) |
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273 |
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274 |
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275 |
def gcd_db(a: Int, b: Int) : Int = { |
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276 |
println(s"Function called with $a and $b.") |
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277 |
if (b == 0) a else gcd_db(b, a % b) |
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278 |
} |
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279 |
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280 |
gcd_db(48, 18) |
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320 | 281 |
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418 | 282 |
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343 | 283 |
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284 |
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320 | 285 |
// Recursion Again ;o) |
286 |
//==================== |
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287 |
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217 | 288 |
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366 | 289 |
// another well-known example: Towers of Hanoi |
290 |
//============================================= |
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178 | 291 |
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320 | 292 |
def move(from: Char, to: Char) = |
293 |
println(s"Move disc from $from to $to!") |
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67 | 294 |
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320 | 295 |
def hanoi(n: Int, from: Char, via: Char, to: Char) : Unit = { |
296 |
if (n == 0) () |
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297 |
else { |
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298 |
hanoi(n - 1, from, to, via) |
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299 |
move(from, to) |
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300 |
hanoi(n - 1, via, from, to) |
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301 |
} |
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302 |
} |
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67 | 303 |
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320 | 304 |
hanoi(4, 'A', 'B', 'C') |
67 | 305 |
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155 | 306 |
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307 |
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481 | 308 |
// Pattern Matching |
309 |
//================== |
|
310 |
||
311 |
// A powerful tool which has even landed in Java during |
|
312 |
// the last few years (https://inside.java/2021/06/13/podcast-017/). |
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313 |
// ...Scala already has it for many years and the concept is |
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314 |
// older than your friendly lecturer, that is stone old ;o) |
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315 |
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316 |
// The general schema: |
|
317 |
// |
|
318 |
// expression match { |
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319 |
// case pattern1 => expression1 |
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320 |
// case pattern2 => expression2 |
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321 |
// ... |
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322 |
// case patternN => expressionN |
|
323 |
// } |
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324 |
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494 | 325 |
def my_map(f: Int => Int, xs: List[Int]) : List[Int] = |
326 |
xs match { |
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327 |
case Nil => Nil |
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328 |
case hd::tl => f(hd) :: my_map(f, tl) |
|
329 |
} |
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330 |
||
331 |
my_map(x => x * x, List(1,2,3,4)) |
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332 |
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481 | 333 |
|
334 |
// recall |
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335 |
def len(xs: List[Int]) : Int = { |
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336 |
if (xs == Nil) 0 |
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337 |
else 1 + len(xs.tail) |
|
338 |
} |
|
339 |
||
340 |
def len(xs: List[Int]) : Int = xs match { |
|
341 |
case Nil => 0 |
|
342 |
case hd::tail => 1 + len(tail) |
|
343 |
} |
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344 |
||
345 |
||
346 |
def my_map_int(lst: List[Int], f: Int => Int) : List[Int] = |
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347 |
lst match { |
|
348 |
case Nil => Nil |
|
349 |
case x::xs => f(x)::my_map_int(xs, f) |
|
350 |
} |
|
351 |
||
352 |
def my_map_option(opt: Option[Int], f: Int => Int) : Option[Int] = |
|
353 |
opt match { |
|
354 |
case None => None |
|
355 |
case Some(x) => Some(f(x)) |
|
356 |
} |
|
357 |
||
358 |
my_map_option(None, x => x * x) |
|
359 |
my_map_option(Some(8), x => x * x) |
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360 |
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361 |
||
362 |
// you can also have cases combined |
|
363 |
def season(month: String) : String = month match { |
|
364 |
case "March" | "April" | "May" => "It's spring" |
|
365 |
case "June" | "July" | "August" => "It's summer" |
|
366 |
case "September" | "October" | "November" => "It's autumn" |
|
367 |
case "December" => "It's winter" |
|
368 |
case "January" | "February" => "It's unfortunately winter" |
|
369 |
case _ => "Wrong month" |
|
370 |
} |
|
371 |
||
372 |
// pattern-match on integers |
|
373 |
||
374 |
def fib(n: Int) : Int = n match { |
|
375 |
case 0 | 1 => 1 |
|
376 |
case n => fib(n - 1) + fib(n - 2) |
|
377 |
} |
|
378 |
||
379 |
fib(10) |
|
380 |
||
381 |
// pattern-match on results |
|
382 |
||
383 |
// Silly: fizz buzz |
|
384 |
def fizz_buzz(n: Int) : String = (n % 3, n % 5) match { |
|
385 |
case (0, 0) => "fizz buzz" |
|
386 |
case (0, _) => "fizz" |
|
387 |
case (_, 0) => "buzz" |
|
388 |
case _ => n.toString |
|
389 |
} |
|
390 |
||
391 |
for (n <- 1 to 20) |
|
392 |
println(fizz_buzz(n)) |
|
393 |
||
493 | 394 |
// more interesting patterns for lists - calculate the deltas between |
395 |
// elements |
|
396 |
||
494 | 397 |
List(4,3,2,1) -> List(1,1,.. ) |
398 |
||
493 | 399 |
def delta(xs: List[Int]) : List[Int] = xs match { |
400 |
case Nil => Nil |
|
401 |
case x::Nil => x::Nil |
|
402 |
case x::y::xs => (x - y)::delta(y::xs) |
|
403 |
} |
|
404 |
||
405 |
delta(List(10, 7, 8, 2, 5, 10)) |
|
406 |
||
407 |
||
481 | 408 |
// guards in pattern-matching |
409 |
||
410 |
def foo(xs: List[Int]) : String = xs match { |
|
411 |
case Nil => s"this list is empty" |
|
412 |
case x :: xs if x % 2 == 0 |
|
413 |
=> s"the first elemnt is even" |
|
414 |
case x :: y :: rest if x == y |
|
415 |
=> s"this has two elemnts that are the same" |
|
416 |
case hd :: tl => s"this list is standard $hd::$tl" |
|
417 |
} |
|
418 |
||
419 |
foo(Nil) |
|
420 |
foo(List(1,2,3)) |
|
421 |
foo(List(1,2)) |
|
422 |
foo(List(1,1,2,3)) |
|
423 |
foo(List(2,2,2,3)) |
|
424 |
||
425 |
||
426 |
// Trees |
|
320 | 427 |
|
323 | 428 |
abstract class Tree |
429 |
case class Leaf(x: Int) extends Tree |
|
430 |
case class Node(s: String, left: Tree, right: Tree) extends Tree |
|
431 |
||
366 | 432 |
val lf = Leaf(20) |
433 |
val tr = Node("foo", Leaf(10), Leaf(23)) |
|
320 | 434 |
|
494 | 435 |
def sizet(t: Tree) : Int = t match { |
436 |
case Leaf(_) => 1 |
|
437 |
case Node(_, left , right) => 1 + sizet(left) + sizet(right) |
|
438 |
} |
|
439 |
||
440 |
sizet(tr) |
|
441 |
||
366 | 442 |
val lst : List[Tree] = List(lf, tr) |
443 |
||
444 |
||
445 |
abstract class Colour |
|
320 | 446 |
case object Red extends Colour |
447 |
case object Green extends Colour |
|
448 |
case object Blue extends Colour |
|
323 | 449 |
case object Yellow extends Colour |
320 | 450 |
|
451 |
||
452 |
def fav_colour(c: Colour) : Boolean = c match { |
|
453 |
case Green => true |
|
323 | 454 |
case _ => false |
320 | 455 |
} |
456 |
||
366 | 457 |
fav_colour(Blue) |
458 |
||
493 | 459 |
enum ChessPiece: |
460 |
case Queen, Rook, Bishop, Knight, Pawn |
|
461 |
def value = this match |
|
462 |
case Queen => 9 |
|
463 |
case Rook => 5 |
|
464 |
case Bishop => 3 |
|
465 |
case Knight => 3 |
|
466 |
case Pawn => 1 |
|
467 |
||
468 |
||
320 | 469 |
|
470 |
// ... a tiny bit more useful: Roman Numerals |
|
471 |
||
321 | 472 |
sealed abstract class RomanDigit |
320 | 473 |
case object I extends RomanDigit |
474 |
case object V extends RomanDigit |
|
475 |
case object X extends RomanDigit |
|
476 |
case object L extends RomanDigit |
|
477 |
case object C extends RomanDigit |
|
478 |
case object D extends RomanDigit |
|
479 |
case object M extends RomanDigit |
|
480 |
||
481 |
type RomanNumeral = List[RomanDigit] |
|
482 |
||
366 | 483 |
List(X,I,M,A) |
320 | 484 |
|
485 |
/* |
|
486 |
I -> 1 |
|
487 |
II -> 2 |
|
488 |
III -> 3 |
|
489 |
IV -> 4 |
|
490 |
V -> 5 |
|
491 |
VI -> 6 |
|
492 |
VII -> 7 |
|
493 |
VIII -> 8 |
|
494 |
IX -> 9 |
|
495 |
X -> 10 |
|
496 |
*/ |
|
497 |
||
498 |
def RomanNumeral2Int(rs: RomanNumeral): Int = rs match { |
|
499 |
case Nil => 0 |
|
500 |
case M::r => 1000 + RomanNumeral2Int(r) |
|
501 |
case C::M::r => 900 + RomanNumeral2Int(r) |
|
502 |
case D::r => 500 + RomanNumeral2Int(r) |
|
503 |
case C::D::r => 400 + RomanNumeral2Int(r) |
|
504 |
case C::r => 100 + RomanNumeral2Int(r) |
|
505 |
case X::C::r => 90 + RomanNumeral2Int(r) |
|
506 |
case L::r => 50 + RomanNumeral2Int(r) |
|
507 |
case X::L::r => 40 + RomanNumeral2Int(r) |
|
508 |
case X::r => 10 + RomanNumeral2Int(r) |
|
509 |
case I::X::r => 9 + RomanNumeral2Int(r) |
|
510 |
case V::r => 5 + RomanNumeral2Int(r) |
|
511 |
case I::V::r => 4 + RomanNumeral2Int(r) |
|
512 |
case I::r => 1 + RomanNumeral2Int(r) |
|
513 |
} |
|
514 |
||
515 |
RomanNumeral2Int(List(I,V)) // 4 |
|
516 |
RomanNumeral2Int(List(I,I,I,I)) // 4 (invalid Roman number) |
|
517 |
RomanNumeral2Int(List(V,I)) // 6 |
|
518 |
RomanNumeral2Int(List(I,X)) // 9 |
|
519 |
RomanNumeral2Int(List(M,C,M,L,X,X,I,X)) // 1979 |
|
520 |
RomanNumeral2Int(List(M,M,X,V,I,I)) // 2017 |
|
521 |
||
522 |
||
481 | 523 |
abstract class Rexp |
524 |
case object ZERO extends Rexp // matches nothing |
|
525 |
case object ONE extends Rexp // matches the empty string |
|
526 |
case class CHAR(c: Char) extends Rexp // matches a character c |
|
527 |
case class ALT(r1: Rexp, r2: Rexp) extends Rexp // alternative |
|
528 |
case class SEQ(r1: Rexp, r2: Rexp) extends Rexp // sequence |
|
529 |
case class STAR(r: Rexp) extends Rexp // star |
|
530 |
||
531 |
def depth(r: Rexp) : Int = r match { |
|
532 |
case ZERO => 1 |
|
533 |
case ONE => 1 |
|
534 |
case CHAR(_) => 1 |
|
535 |
case ALT(r1, r2) => 1 + List(depth(r1), depth(r2)).max |
|
536 |
case SEQ(r1, r2) => 1 + List(depth(r1), depth(r2)).max |
|
537 |
case STAR(r1) => 1 + depth(r1) |
|
538 |
} |
|
539 |
||
540 |
||
541 |
||
542 |
||
543 |
||
366 | 544 |
// expressions (essentially trees) |
545 |
||
546 |
abstract class Exp |
|
547 |
case class N(n: Int) extends Exp // for numbers |
|
548 |
case class Plus(e1: Exp, e2: Exp) extends Exp |
|
549 |
case class Times(e1: Exp, e2: Exp) extends Exp |
|
550 |
||
551 |
def string(e: Exp) : String = e match { |
|
552 |
case N(n) => s"$n" |
|
553 |
case Plus(e1, e2) => s"(${string(e1)} + ${string(e2)})" |
|
554 |
case Times(e1, e2) => s"(${string(e1)} * ${string(e2)})" |
|
555 |
} |
|
556 |
||
557 |
val e = Plus(N(9), Times(N(3), N(4))) |
|
558 |
e.toString |
|
559 |
println(string(e)) |
|
560 |
||
561 |
def eval(e: Exp) : Int = e match { |
|
562 |
case N(n) => n |
|
563 |
case Plus(e1, e2) => eval(e1) + eval(e2) |
|
564 |
case Times(e1, e2) => eval(e1) * eval(e2) |
|
565 |
} |
|
566 |
||
567 |
println(eval(e)) |
|
568 |
||
569 |
// simplification rules: |
|
570 |
// e + 0, 0 + e => e |
|
571 |
// e * 0, 0 * e => 0 |
|
572 |
// e * 1, 1 * e => e |
|
573 |
// |
|
574 |
// (....9 ....) |
|
575 |
||
576 |
def simp(e: Exp) : Exp = e match { |
|
577 |
case N(n) => N(n) |
|
578 |
case Plus(e1, e2) => (simp(e1), simp(e2)) match { |
|
579 |
case (N(0), e2s) => e2s |
|
580 |
case (e1s, N(0)) => e1s |
|
581 |
case (e1s, e2s) => Plus(e1s, e2s) |
|
582 |
} |
|
583 |
case Times(e1, e2) => (simp(e1), simp(e2)) match { |
|
584 |
case (N(0), _) => N(0) |
|
585 |
case (_, N(0)) => N(0) |
|
586 |
case (N(1), e2s) => e2s |
|
587 |
case (e1s, N(1)) => e1s |
|
588 |
case (e1s, e2s) => Times(e1s, e2s) |
|
589 |
} |
|
590 |
} |
|
591 |
||
592 |
||
593 |
val e2 = Times(Plus(N(0), N(1)), Plus(N(0), N(9))) |
|
594 |
println(string(e2)) |
|
595 |
println(string(simp(e2))) |
|
596 |
||
597 |
||
598 |
||
320 | 599 |
// String interpolations as patterns |
600 |
||
601 |
val date = "2019-11-26" |
|
602 |
val s"$year-$month-$day" = date |
|
603 |
||
604 |
def parse_date(date: String) : Option[(Int, Int, Int)]= date match { |
|
605 |
case s"$year-$month-$day" => Some((day.toInt, month.toInt, year.toInt)) |
|
606 |
case s"$day/$month/$year" => Some((day.toInt, month.toInt, year.toInt)) |
|
607 |
case s"$day.$month.$year" => Some((day.toInt, month.toInt, year.toInt)) |
|
608 |
case _ => None |
|
609 |
} |
|
318 | 610 |
|
320 | 611 |
parse_date("2019-11-26") |
612 |
parse_date("26/11/2019") |
|
613 |
parse_date("26.11.2019") |
|
614 |
||
615 |
||
481 | 616 |
|
617 |
||
618 |
// Map type (upper-case) |
|
619 |
//======================= |
|
620 |
||
621 |
// Note the difference between map and Map |
|
622 |
||
623 |
val m = Map(1 -> "one", 2 -> "two", 10 -> "many") |
|
624 |
||
625 |
List((1, "one"), (2, "two"), (10, "many")).toMap |
|
626 |
||
627 |
m.get(1) |
|
628 |
m.get(4) |
|
629 |
||
630 |
m.getOrElse(1, "") |
|
631 |
m.getOrElse(4, "") |
|
632 |
||
633 |
val new_m = m + (10 -> "ten") |
|
320 | 634 |
|
481 | 635 |
new_m.get(10) |
636 |
||
637 |
val m2 = for ((k, v) <- m) yield (k, v.toUpperCase) |
|
638 |
||
639 |
||
640 |
||
641 |
// groupBy function on Maps |
|
642 |
val lst = List("one", "two", "three", "four", "five") |
|
643 |
lst.groupBy(_.head) |
|
320 | 644 |
|
481 | 645 |
lst.groupBy(_.length) |
646 |
||
647 |
lst.groupBy(_.length).get(3) |
|
648 |
||
649 |
val grps = lst.groupBy(_.length) |
|
650 |
grps.keySet |
|
651 |
||
652 |
||
653 |
||
320 | 654 |
|
655 |
// Tail recursion |
|
656 |
//================ |
|
657 |
||
375 | 658 |
def fact(n: BigInt): BigInt = |
320 | 659 |
if (n == 0) 1 else n * fact(n - 1) |
660 |
||
661 |
fact(10) //ok |
|
662 |
fact(10000) // produces a stackoverflow |
|
663 |
||
375 | 664 |
|
320 | 665 |
def factT(n: BigInt, acc: BigInt): BigInt = |
666 |
if (n == 0) acc else factT(n - 1, n * acc) |
|
667 |
||
668 |
factT(10, 1) |
|
669 |
println(factT(100000, 1)) |
|
670 |
||
671 |
// there is a flag for ensuring a function is tail recursive |
|
672 |
import scala.annotation.tailrec |
|
673 |
||
674 |
@tailrec |
|
675 |
def factT(n: BigInt, acc: BigInt): BigInt = |
|
676 |
if (n == 0) acc else factT(n - 1, n * acc) |
|
677 |
||
678 |
||
679 |
||
680 |
// for tail-recursive functions the Scala compiler |
|
681 |
// generates loop-like code, which does not need |
|
682 |
// to allocate stack-space in each recursive |
|
683 |
// call; Scala can do this only for tail-recursive |
|
684 |
// functions |
|
685 |
||
375 | 686 |
def length(xs: List[Int]) : Int = xs match { |
687 |
case Nil => 0 |
|
688 |
case _ :: tail => 1 + length(tail) |
|
689 |
} |
|
366 | 690 |
|
375 | 691 |
@tailrec |
692 |
def lengthT(xs: List[Int], acc : Int) : Int = xs match { |
|
693 |
case Nil => acc |
|
694 |
case _ :: tail => lengthT(tail, 1 + acc) |
|
695 |
} |
|
696 |
||
697 |
lengthT(List.fill(10000000)(1), 0) |
|
366 | 698 |
|
699 |
||
700 |
||
701 |
||
481 | 702 |
|
366 | 703 |
|
704 |
||
481 | 705 |
// Aside: concurrency |
706 |
// scala-cli --extra-jars scala-parallel-collections_3-1.0.4.jar |
|
366 | 707 |
|
481 | 708 |
for (n <- (1 to 10)) println(n) |
709 |
||
710 |
import scala.collection.parallel.CollectionConverters._ |
|
711 |
||
712 |
for (n <- (1 to 10).par) println(n) |
|
366 | 713 |
|
714 |
||
481 | 715 |
// for measuring time |
716 |
def time_needed[T](n: Int, code: => T) = { |
|
717 |
val start = System.nanoTime() |
|
718 |
for (i <- (0 to n)) code |
|
719 |
val end = System.nanoTime() |
|
720 |
(end - start) / 1.0e9 |
|
366 | 721 |
} |
722 |
||
481 | 723 |
val list = (1L to 10_000_000L).toList |
724 |
time_needed(10, for (n <- list) yield n + 42) |
|
725 |
time_needed(10, for (n <- list.par) yield n + 42) |
|
366 | 726 |
|
481 | 727 |
// ...but par does not make everything faster |
158 | 728 |
|
481 | 729 |
list.sum |
730 |
list.par.sum |
|
67 | 731 |
|
481 | 732 |
time_needed(10, list.sum) |
733 |
time_needed(10, list.par.sum) |
|
158 | 734 |
|
735 |
||
481 | 736 |
// Mutable vs Immutable |
737 |
//====================== |
|
738 |
// |
|
739 |
// Remember: |
|
740 |
// - no vars, no ++i, no += |
|
741 |
// - no mutable data-structures (no Arrays, no ListBuffers) |
|
158 | 742 |
|
481 | 743 |
// But what the heck....lets try to count to 1 Mio in parallel |
744 |
// |
|
745 |
// requires |
|
746 |
// scala-cli --extra-jars scala- parallel-collections_3-1.0.4.jar |
|
747 |
||
748 |
import scala.collection.parallel.CollectionConverters._ |
|
749 |
||
750 |
def test() = { |
|
751 |
var cnt = 0 |
|
752 |
||
753 |
for(i <- (1 to 100_000).par) cnt += 1 |
|
754 |
||
755 |
println(s"Should be 100000: $cnt") |
|
67 | 756 |
} |
757 |
||
481 | 758 |
test() |
759 |
||
760 |
// Or |
|
761 |
// Q: Count how many elements are in the intersections of |
|
762 |
// two sets? |
|
763 |
// A; IMPROPER WAY (mutable counter) |
|
764 |
||
765 |
def count_intersection(A: Set[Int], B: Set[Int]) : Int = { |
|
766 |
var count = 0 |
|
767 |
for (x <- A.par; if B contains x) count += 1 |
|
768 |
count |
|
769 |
} |
|
770 |
||
771 |
val A = (0 to 999).toSet |
|
772 |
val B = (0 to 999 by 4).toSet |
|
773 |
||
774 |
count_intersection(A, B) |
|
775 |
||
776 |
// but do not try to add .par to the for-loop above |
|
217 | 777 |
|
158 | 778 |
|
481 | 779 |
//propper parallel version |
780 |
def count_intersection2(A: Set[Int], B: Set[Int]) : Int = |
|
781 |
A.par.count(x => B contains x) |
|
155 | 782 |
|
481 | 783 |
count_intersection2(A, B) |
67 | 784 |
|
77
3cbe3d90b77f
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
73
diff
changeset
|
785 |