Prefix trees, also known as tries, are data structures that are commonly used for storing and searching strings efficiently. In this article, we will explore how to implement prefix trees in Ruby, a popular programming language known for its simplicity and readability.
A prefix tree is a tree data structure that is used to store a set of strings. Each node in the tree represents a single character, and the path from the root to a particular node represents a string. By traversing the tree, we can efficiently search for strings and perform operations such as insertion, deletion, and prefix matching.
Let's start by defining a Node class that represents a single node in the prefix tree:
class Node attr_accessor :children, :is_end_of_word def initialize @children = {} @is_end_of_word = false end end
The Node class has two attributes: children, which is a hash that maps characters to child nodes, and is_end_of_word, which indicates whether the node represents the end of a word.
Next, we can define the Trie class, which will be responsible for managing the prefix tree:
class Trie attr_accessor :root def initialize @root = Node.new end def insert(word) node = @root word.each_char do |char| node.children[char] ||= Node.new node = node.children[char] end node.is_end_of_word = true end def search(word) node = @root word.each_char do |char| return false unless node.children[char] node = node.children[char] end node.is_end_of_word end def starts_with(prefix) node = @root prefix.each_char do |char| return false unless node.children[char] node = node.children[char] end true end end
The Trie class has three methods: insert, search, and starts_with. The insert method is used to insert a word into the prefix tree, the search method is used to search for a word in the tree, and the starts_with method is used to check if a word starts with a given prefix.
Now that we have implemented the prefix tree, let's see how we can use it:
trie = Trie.new trie.insert("apple") trie.insert("banana") puts trie.search("apple") # true puts trie.search("orange") # false puts trie.starts_with("app") # true puts trie.starts_with("ora") # false
In this example, we create a new Trie instance, insert two words ("apple" and "banana") into the tree, and then perform search and starts_with operations to check if the words are present in the tree.
In this article, we have explored how to implement prefix trees in Ruby. Prefix trees are powerful data structures that can be used for efficient string storage and searching. By following the steps outlined in this article, you can easily implement and use prefix trees in your Ruby projects.
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