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pp:scalalab2 [2022/05/15 23:54] vbadoiu created |
pp:scalalab2 [2022/05/19 00:16] (current) mihai.calitescu resolved typos |
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- | ===== 5. Functional data representation ===== | + | ===== L10. List and Datatypes and Functional data representation ===== |
- | ==== 5.1. Nats === | + | Objectives: |
+ | * get familiar with **pattern matching** lists, as well as common list operations from Scala and how they work | ||
+ | * get familiar with common **higher-order functions** over lists (partition, map, foldRight, foldLeft, filter) | ||
+ | * learn about data types in Scala | ||
+ | * Use the knowledge in real world scenarios such as using sockets or iterating through the filesystem | ||
+ | |||
+ | ==== I. Common list operations ==== | ||
+ | |||
+ | **1.1.1.** Write a function which returns true if a list of integers has at least k elements. Use patterns. | ||
+ | <code scala> | ||
+ | def atLeastk(k: Int, l: List[Int]): Boolean = { | ||
+ | if (k == 0) ??? | ||
+ | else ??? | ||
+ | } | ||
+ | </code> | ||
+ | |||
+ | **1.1.2.** Write a function which returns the first ''n'' elements from a given list. The function should not be implemented as tail-recursive. | ||
+ | <code scala> | ||
+ | def take(n: Int, l: List[Int]): List[Int] = ??? | ||
+ | //take(3,List(1,2,3,4,5)) = List(1,2,3) | ||
+ | </code> | ||
+ | |||
+ | |||
+ | **1.1.3.** Write a function which takes a predicate ''p: Int => Boolean'', a list ''l'' and returns a sublist of ''l'' containing those elements for which ''p'' is true. The function should be **curried**. | ||
+ | <code scala> | ||
+ | def takeP(p: Int => Boolean)(l: List[Int]): List[Int] = ??? | ||
+ | //takeP(_%2 == 0)(List(1,2,3,4,5,6)) = List(2,4,6) | ||
+ | </code> | ||
+ | |||
+ | **1.1.4.** Write a function which uses a predicate to partition (split) a list. | ||
+ | <code scala> | ||
+ | def part(p: Int => Boolean)(l: List[Int]): (List[Int], List[Int]) = ??? | ||
+ | // part(_%2 == 0)(List(1,2,3,4,5,6)) = (List(2,4,6),List(1,3,5)) | ||
+ | </code> | ||
+ | |||
+ | ==== 1.2. Gradebooks ==== | ||
+ | More general implementation of ''taken'', ''dropn'' and ''part'' are already implemented in Scala and can be used as member functions of lists. Examples are shown below: | ||
+ | <code scala> | ||
+ | val l = List(1,2,3,4,5,6,7,8,9) | ||
+ | l.take(3) | ||
+ | l.drop(3) | ||
+ | l.partition(_%2 == 0) | ||
+ | </code> | ||
+ | |||
+ | In what follows, we shall encode a gradebook as a list of pairs ''(<name>,<grade>)'', where ''<name>'' is a String and ''<grade>'' is an Int. Example: | ||
+ | <code scala> | ||
+ | val gradebook = List(("G",3), ("F", 10), ("M",6), ("P",4)) | ||
+ | </code> | ||
+ | |||
+ | To make the type signatures more legible, we can introduce type aliases in Scala: | ||
+ | <code scala> | ||
+ | type Gradebook = List[(String,Int)] //the type Gradebook now refers to a list of pairs of String and Int | ||
+ | </code> | ||
+ | Add this type alias to your code before solving the following exercises. | ||
+ | |||
+ | **1.2.1.** Find the average grade from a gradebook. You must use ''foldRight''. | ||
+ | <code scala> | ||
+ | def average(g: Gradebook): Double = ??? | ||
+ | </code> | ||
+ | |||
+ | **1.2.2.** Write a function which takes a gradebook and returns the percentage of failed vs. passed students, as a pair (x,y). | ||
+ | <code scala> | ||
+ | def percentage(g: Gradebook): (Double,Double) = ??? | ||
+ | </code> | ||
+ | |||
+ | **1.2.3.** Write a function which takes a gradebook and returns the list of names which have passed. Use filter and map from Scala. | ||
+ | <code scala> | ||
+ | def pass(g: Gradebook): List[String] = ??? | ||
+ | </code> | ||
+ | |||
+ | **1.2.4.** Implement a sorting algorithm such as merge sort (in ascending order) over gradebooks: | ||
+ | <code scala> | ||
+ | def mergeSort(l: Gradebook): Gradebook = { | ||
+ | def merge(u: Gradebook, v: Gradebook): Gradebook = ??? | ||
+ | ??? | ||
+ | } | ||
+ | </code> | ||
+ | |||
+ | **1.2.5** Using [[https://www.scalatest.org/user_guide/using_assertions|assertions]] check that our merge sort implementation returns the same lists as the [[https://blog.knoldus.com/sorting-in-scala-using-sortedsortby-and-sortwith-function/|stor]] from Scala. | ||
+ | |||
+ | ===== II. Functional data representation ===== | ||
+ | |||
+ | ==== 2.1. Nats === | ||
Consider the following toy implementation of the type ''Nat'' which encodes natural numbers. | Consider the following toy implementation of the type ''Nat'' which encodes natural numbers. | ||
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For instance, ''3'' will be encoded as the value: ''Succ(Succ(Succ(Zero)))''. | For instance, ''3'' will be encoded as the value: ''Succ(Succ(Succ(Zero)))''. | ||
- | **5.1.1.** Write a function which implements addition over Nats: | + | **2.1.1.** Write a function which implements addition over Nats: |
<code scala> | <code scala> | ||
def add(n: Nat, m: Nat): Nat = ??? | def add(n: Nat, m: Nat): Nat = ??? | ||
</code> | </code> | ||
- | **5.1.2.** Write a function which converts a ''Nat'' to an ''Int'': | + | **2.1.2.** Write a function which converts a ''Nat'' to an ''Int'': |
<code scala> | <code scala> | ||
def toInt(n: Nat): Int = ??? | def toInt(n: Nat): Int = ??? | ||
</code> | </code> | ||
- | **5.1.3.** Write a function which converts an ''Int'' to a ''Nat''. | + | **2.1.3.** Write a function which converts an ''Int'' to a ''Nat''. |
<code scala> | <code scala> | ||
def fromInt(i: Int): Nat | def fromInt(i: Int): Nat | ||
</code> | </code> | ||
- | ==== 5.2. Binary Search Trees === | + | ==== 2.2. Binary Search Trees === |
In a [[https://en.wikipedia.org/wiki/Binary_search_tree| binary search tree (BST)]], the key of the current node, is always: | In a [[https://en.wikipedia.org/wiki/Binary_search_tree| binary search tree (BST)]], the key of the current node, is always: | ||
Line 41: | Line 123: | ||
</code> | </code> | ||
- | **5.2.1.** Create the tree shown below: | + | **2.2.1.** Create the tree shown below: |
<code scala> | <code scala> | ||
val tree = ??? | val tree = ??? | ||
Line 53: | Line 135: | ||
</code> | </code> | ||
- | **5.2.2.** Implement the method ''size'' which determines the number of non-empty nodes from the BST. | + | **2.2.2.** Implement the method ''size'' which determines the number of non-empty nodes from the BST. |
- | **5.2.3.** Define the method ''contains'', which checks if a given integer is a member of the BST. | + | **2.2.3.** Define the method ''contains'', which checks if a given integer is a member of the BST. |
- | **5.2.4.** Implement the method ''ins'' which inserts a new integer in the BST. **Note:** the insertion must return a new BST (the //binary search tree// property mentioned above must hold after insertion). | + | **2.2.4.** Implement the method ''ins'' which inserts a new integer in the BST. **Note:** the insertion must return a new BST (the //binary search tree// property mentioned above must hold after insertion). |
- | **5.2.5.** Implement a method ''flatten'' which converts a BST into a list of integers. You must carefully choose the flattening method in such a way as to obtain **a sorted list** from the BST. Hint: you may use the list concatenation operator '':::'' (triple colons; example usage: ''List(1,2,3):::List(4,5)''. | + | **2.2.5.** Implement a method ''depth'' which returns the maximal depth of a BST. Hint: use the method: ''_.max(_)''. |
- | **5.2.6.** Implement a method ''depth'' which returns the maximal depth of a BST. Hint: use the method: ''_.max(_)''. | + | **(!) 2.2.6.** Implement a method ''minimum'' which returns the smallest integer from a BST. (If the tree is empty, we return -1). Hint: use the example above, to guide your implementation. |
- | **(!) 5.2.8.** Implement a method ''minimum'' which returns the smallest integer from a BST. (If the tree is empty, we return -1). Hint: use the example above, to guide your implementation. | + | **(!) 5.2.7.** Implement a method ''successor(k)'' which returns **the smallest** integer from the BST, which is **larger** than ''k''. Use the following examples for your implementation: |
- | + | ||
- | **5.2.9.** Implement a similar method ''maximum''. | + | |
- | + | ||
- | **(!) 5.2.10.** Implement a method ''successor(k)'' which returns **the smallest** integer from the BST, which is **larger** than ''k''. Use the following examples for your implementation: | + | |
<code> | <code> | ||
5 t.successor(2) = 5 | 5 t.successor(2) = 5 | ||
Line 76: | Line 154: | ||
</code> | </code> | ||
- | ** (!!) 5.2.11.** Implement a method ''remove(k)'' which removes element ''k'' from the BST. | + | |
+ | ==== III. Scala in practice ==== | ||
+ | |||
+ | **3.1** Write a function reads the contents of a directory and returns True if a given file is in the folder. | ||
+ | |||
+ | **3.2** Look into [[http://jsuereth.com/scala-arm/sockets.html|this example]] and implement a client and echo server using sockets (we are using the Java classes). | ||
+ | |||
+ | **3.3** In the client, send a list to the server. The server will return the maximum number from that list. |