Difference between revisions of "Binary Search Tree Assignment"

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{{SMLToImplement|binary_tree|insert<br/>remove<br/>find<br/>...|binary_tree}}
 
{{SMLToImplement|binary_tree|insert<br/>remove<br/>find<br/>...|binary_tree}}
  
  datatype 'a tree = LEAF | BRANCH of 'a tree * 'a * 'a tree
+
  <nowiki>signature BINARY_SEARCH_TREE = sig
 +
    type 'k compare_function = (('k * 'k) -> order)
 +
    type ('a,'k) to_key_function = 'a -> 'k
 +
 
 +
    type ('a,'k) tree;
 +
 
 +
    val create_empty_tree : ('k compare_function * ('a,'k) to_key_function) -> ('a,'k) tree
 +
    val create_empty_simple_tree : ('a compare_function) -> ('a,'a) tree
 +
 
 +
    val insert : (('a,'k) tree * 'a) -> (('a,'k) tree * 'a option)
 +
    val remove : (('a,'k) tree * 'k) -> (('a,'k) tree * 'a option)
 +
    val find : (('a,'k) tree * 'k) -> 'a option
 +
 
 +
    val fold_lnr : (('a * 'b) -> 'b) -> ('b) -> (('a,'k) tree) -> 'b
 +
    val fold_rnl : (('a * 'b) -> 'b) -> ('b) -> (('a,'k) tree) -> 'b
 +
   
 +
    val to_string : ('a -> string) -> (('a,'k) tree) -> string
 +
end</nowiki>
 +
 
 
==insert==
 
==insert==
 
{{CurriedFunction}}
 
{{CurriedFunction}}

Revision as of 08:45, 15 October 2020

We will implement a binary search tree data structure as well as a few Higher Order Function Hall of Fame inductees.

Background

order

SML's General structure's order

datatype order = LESS | EQUAL | GREATER

Values of type order are used when comparing elements of a type that has a linear ordering.

Functions which take (('a * 'a) -> order) functions behave as Int.compare does:

compare (i, j)
returns LESS, EQUAL, or GREATER when i is less than, equal to, or greater than j, respectively.

list

We will implement some of the higher ordered functions list provides on our binary tree.

traversal order

LNR would produce: ABCDEFGHI
RNL would produce: IHGFEDCBA

In-order LNR

Reverse in-order RNL

 datatype traversal_order = LNR | RNL

Code to Implement

file: src/main/sml/binary_tree/binary_tree.sml Smlnj-logo.png
functions: insert
remove
find
...
signature BINARY_SEARCH_TREE = sig
    type 'k compare_function = (('k * 'k) -> order)
    type ('a,'k) to_key_function = 'a -> 'k

    type ('a,'k) tree;

    val create_empty_tree : ('k compare_function * ('a,'k) to_key_function) -> ('a,'k) tree
    val create_empty_simple_tree : ('a compare_function) -> ('a,'a) tree

    val insert : (('a,'k) tree * 'a) -> (('a,'k) tree * 'a option)
    val remove : (('a,'k) tree * 'k) -> (('a,'k) tree * 'a option)
    val find : (('a,'k) tree * 'k) -> 'a option

    val fold_lnr : (('a * 'b) -> 'b) -> ('b) -> (('a,'k) tree) -> 'b 
    val fold_rnl : (('a * 'b) -> 'b) -> ('b) -> (('a,'k) tree) -> 'b 
    
    val to_string : ('a -> string) -> (('a,'k) tree) -> string
end

insert

note: this function is curried.

fun insert (compare_function:(('a * 'a) -> order)) (t:'a tree) (item:'a) : 'a tree = 
    raise NotYetImplemented

remove

Remove contains the most challenging aspect of this studio. When instructed to remove a node from a tree, there are several cases:

not found

What will indicate that you reached the point where you know the node is not found in the tree?
note: this has a trivial solution.

no child in the left tree

How will you detect this pattern?
note: this has a trivial solution.

no child in the right tree

how will you detect this pattern?
note: this has a trivial solution.

no children are present

If you need to remove a node and it has both children, now you have a legit problem. You must maintain a correct binary search tree.

A common approach is to choose one of the following:

  • remove the right most descendant in the left child, and promote it to be the node at the current level, or
  • remove the left most descendant in right left child, and promote it to be the node at the current level

The image below shows finding the left most child in the right subtree for promotion:

AVL-tree-delete.svg

Building a helper function will likely be helpful.

Wikipedia BST Deletion

note: this function is curried.

fun remove (equal_less_greater_function:'a -> order) (t:'a tree) : 'a tree =
    raise NotYetImplemented

find

reference: List.find

note: this function is curried.

fun find (equal_less_greater_function : 'a -> order) (t:'a tree) : 'a option = 
    raise NotYetImplemented

fold_order_hof

reference: List.foldl

note: this function is curried.

fun fold_order_hof (order:traversal_order) (f : 'a * 'b -> 'b) (init : 'b) (t : 'a tree) : 'b = 
    raise NotYetImplemented
fun fold_lnr f init t = 
   fold_order_hof LNR f init t
fun fold_rnl f init t = 
   fold_order_hof RNL f init t

Applications

file: src/main/sml/binary_tree/apps_using_binary_tree.sml Smlnj-logo.png
functions: max_height
sum_int_tree

Be sure to use BinaryTree.LEAF and BinaryTree.BRANCH.

Alternatively, use open BinaryTree to pollute your namespace so that you can use BRANCH and LEAF.

max_height

fun max_height(t : 'a BinaryTree.tree) : int = 
 	raise NotYetImplemented

sum_int_tree

fun sum_int_tree(t : int BinaryTree.tree) : int =
 	raise NotYetImplemented

Testing

file: unit_test_binary_tree_and_apps.sml
source folder: src/test/sml/binary_tree

Pledge, Acknowledgments, Citations

file: studio-binary-tree-pledge-acknowledgments-citations.txt

More info about the Honor Pledge