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Counting the number of words in a Trie

Last Updated : 14 Feb, 2023
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A Trie is used to store dictionary words so that they can be searched efficiently and prefix search can be done. The task is to write a function to count the number of words. Example :

Input :     root
          /   \    \
         t   a     b
         |   |     |
         h   n     y
         |   |  \  |
         e   s  y  e
         /  |   |
         i  r   w
         |  |   |
         r  e   e
                |
                r
Output : 8
Explanation : Words formed in the Trie : 
"the", "a", "there", "answer", "any", "by", 
"bye", "their".

In Trie structure, we have a field to store end of word marker, we call it isLeaf in below implementation. To count words, we need to simply traverse the Trie and count all nodes where isLeaf is set. 

Implementation:

C++




// C++ implementation to count words in a trie
#include <bits/stdc++.h>
using namespace std;
  
#define ARRAY_SIZE(a) sizeof(a)/sizeof(a[0])
  
// Alphabet size (# of symbols)
#define ALPHABET_SIZE (26)
  
// Converts key current character into index
// use only 'a' through 'z' and lower case
#define CHAR_TO_INDEX(c) ((int)c - (int)'a')
 
// Trie node
struct TrieNode
{
    struct TrieNode *children[ALPHABET_SIZE];
  
    // isLeaf is true if the node represents
    // end of a word
    bool isLeaf;
};
  
// Returns new trie node (initialized to NULLs)
struct TrieNode *getNode(void)
{
    struct TrieNode *pNode = new TrieNode;
        pNode->isLeaf = false;
  
    for (int i = 0; i < ALPHABET_SIZE; i++)
        pNode->children[i] = NULL;   
  
    return pNode;
}
  
// If not present, inserts key into trie
// If the key is prefix of trie node, just
// marks leaf node
void insert(struct TrieNode *root, const char *key)
{
    int length = strlen(key);
 
    struct TrieNode *pCrawl = root;
  
    for (int level = 0; level < length; level++)
    {
        int index = CHAR_TO_INDEX(key[level]);
        if (!pCrawl->children[index])
            pCrawl->children[index] = getNode();
  
        pCrawl = pCrawl->children[index];
    }
  
    // mark last node as leaf
    pCrawl->isLeaf = true;
}
 
// Function to count number of words
int wordCount(struct TrieNode *root)
{
    int result = 0;
 
    // Leaf denotes end of a word
    if (root -> isLeaf)
        result++;
     
    for (int i = 0; i < ALPHABET_SIZE; i++)   
      if (root -> children[i])
         result += wordCount(root -> children[i]);
    
    return result;  
}
 
// Driver
int main()
{
    // Input keys (use only 'a' through 'z'
    // and lower case)
    char keys[][8] = {"the", "a", "there", "answer",
                     "any", "by", "bye", "their"};
 
  
    struct TrieNode *root = getNode();
  
    // Construct Trie
    for (int i = 0; i < ARRAY_SIZE(keys); i++)
        insert(root, keys[i]);
 
    cout << wordCount(root);
     
    return 0;
}


Java




// Java implementation to count words in a trie
public class Words_in_trie {
     
    // Alphabet size (# of symbols)
    static final int ALPHABET_SIZE = 26;
      
    // Trie node
    static class TrieNode
    {
        TrieNode[] children =  new TrieNode[ALPHABET_SIZE];
        // isLeaf is true if the node represents
        // end of a word
        boolean isLeaf;
         
        TrieNode(){
            isLeaf = false;
            for (int i = 0; i < ALPHABET_SIZE; i++)
                 children[i] = null;
        }
    };
    static TrieNode root;
       
    // If not present, inserts key into trie
    // If the key is prefix of trie node, just
    // marks leaf node
    static void insert(String key)
    {
        int length = key.length();
      
        TrieNode pCrawl = root;
       
        for (int level = 0; level < length; level++)
        {
            int index = key.charAt(level) - 'a';
            if (pCrawl.children[index] == null)
                pCrawl.children[index] = new TrieNode();
       
            pCrawl = pCrawl.children[index];
        }
       
        // mark last node as leaf
        pCrawl.isLeaf = true;
    }
      
    // Function to count number of words
    static int wordCount(TrieNode root)
    {
        int result = 0;
      
        // Leaf denotes end of a word
        if (root.isLeaf)
            result++;
          
        for (int i = 0; i < ALPHABET_SIZE; i++)   
          if (root.children[i] != null )
             result += wordCount(root.children[i]);
         
        return result;  
    }
      
    // Driver Program
    public static void main(String args[])
    {
        // Input keys (use only 'a' through 'z'
        // and lower case)
        String keys[] = {"the", "a", "there", "answer",
                        "any", "by", "bye", "their"};
 
        root = new TrieNode();     
         
        // Construct Trie
        for (int i = 0; i < keys.length; i++)
            insert(keys[i]);
      
        System.out.println(wordCount(root));
    }
}
// This code is contributed by Sumit Ghosh


Python3





C#





Javascript




<script>
 
// JavaScript implementation to count words in a trie
     
// Alphabet size (# of symbols)
const ALPHABET_SIZE = 26;
 
// Trie node
class TrieNode
{
         
    constructor(){
        // isLeaf is true if the node represents
        // end of a word
        this.isLeaf = false;
        this.children = new Array(ALPHABET_SIZE).fill(null);
    }
}
 
let root = new TrieNode();
         
    // If not present, inserts key into trie
    // If the key is prefix of trie node, just
    // marks leaf node
function insert(key)
{
    let length = key.length;
     
    let pCrawl = root;
     
    for (let level = 0; level < length; level++)
    {
        let index = key.charCodeAt(level) - 'a'.charCodeAt(0);
        if (pCrawl.children[index] == null)
            pCrawl.children[index] = new TrieNode();
         
        pCrawl = pCrawl.children[index];
    }
         
    // mark last node as leaf
    pCrawl.isLeaf = true;
}
     
// Function to count number of words
function wordCount(root)
{
    let result = 0;
     
    // Leaf denotes end of a word
    if (root.isLeaf)
        result++;
         
    for (let i = 0; i < ALPHABET_SIZE; i++)   
        if (root.children[i] != null )
            result += wordCount(root.children[i]);
         
    return result;
}
     
// Driver Program
 
// Input keys (use only 'a' through 'z'
// and lower case)
let keys = ["the", "a", "there", "answer", "any", "by", "bye", "their"];
 
root = new TrieNode();   
 
// Construct Trie
for (let i = 0; i < keys.length; i++)
    insert(keys[i]);
     
document.write(wordCount(root),"</br>");
 
// This code is contributed by shinjanpatra
 
</script>


Output

8

Time complexity: O(n*k), where n is the number of words in the trie and k is the length of the longest word in the trie.

Auxiliary Space: O(n*k)



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