208. Implement Trie (Prefix Tree)
Description of Problem
A trie (pronounced as "try") or prefix tree is a tree data structure used to efficiently store and retrieve keys in a dataset of strings. There are various applications of this data structure, such as autocomplete and spellchecker.
Implement the Trie class:
Trie()Initializes the trie object.void insert(String word)Inserts the stringwordinto the trie.boolean search(String word)Returnstrueif the stringwordis in the trie (i.e., was inserted before), andfalseotherwise.boolean startsWith(String prefix)Returnstrueif there is a previously inserted stringwordthat has the prefix prefix, andfalseotherwise.
Example 1:
Input
["Trie", "insert", "search", "search", "startsWith", "insert", "search"]
[[], ["apple"], ["apple"], ["app"], ["app"], ["app"], ["app"]]
Output
[null, null, true, false, true, null, true]
Explanation
Trie trie = new Trie();
trie.insert("apple");
trie.search("apple"); // return True
trie.search("app"); // return False
trie.startsWith("app"); // return True
trie.insert("app");
trie.search("app"); // return True
Constraints:
1 <= word.length, prefix.length <= 2000wordandprefixconsist only of lowercase English letters.- At most
3 * 10^4calls in total will be made toinsert,search, andstartsWith.
Solution 1 - using HashMap with Lazy Initialisation
Tags: Trie
Code
import java.util.HashMap;
import java.util.Map;
class Trie {
private Map<Character,Trie> children;
private boolean isLastChar;
public Trie() {
this.children = null;
this.isLastChar = false;
}
public Trie(boolean isLastChar) {
this.children = null;
this.isLastChar = isLastChar;
}
public boolean isLastChar(){
return this.isLastChar;
}
public void setIsLastChar(boolean isLastChar){
this.isLastChar = isLastChar;
}
public void insert(String word) {
Trie curr = this;
int n = word.length();
for (int i = 0; curr != null && i < n; i++){
if (curr.children == null){
curr.children = new HashMap();
}
Trie next = curr.children.get(word.charAt(i));
if ( next == null ){
Trie next_children = new Trie(i == n - 1 ? true: false);
curr.children.put(word.charAt(i), next_children);
curr = next_children;
}else {
if (i == n - 1) {next.setIsLastChar(true);}
curr = next;
}
}
}
public boolean search(String word) {
Trie curr = this;
int n = word.length();
for (int i = 0; curr != null && i < n; i++){
Trie next = curr.children != null ? curr.children.get(word.charAt(i)) : null;
if ( next == null ){
return false;
}else {
curr = next;
}
}
return curr != null ? curr.isLastChar() : false;
}
public boolean startsWith(String prefix) {
Trie curr = this;
int n = prefix.length();
for (int i = 0; i < n; i++){
Trie next = curr.children != null ? curr.children.get(prefix.charAt(i)) : null;
if ( next == null ){
return false;
}else {
curr = next;
}
}
return curr != null ? true : false;
}
}
/**
* Your Trie object will be instantiated and called as such:
* Trie obj = new Trie();
* obj.insert(word);
* boolean param_2 = obj.search(word);
* boolean param_3 = obj.startsWith(prefix);
*/
Solution 2 - using Array
Tags: Trie
Code
class Trie {
private Trie[] children;
private boolean isLastChar;
public Trie() {
this.children = new Trie[26];
this.isLastChar = false;
}
public Trie(boolean isLastChar) {
this.children = new Trie[26];
this.isLastChar = isLastChar;
}
public boolean isLastChar(){
return this.isLastChar;
}
public void setIsLastChar(boolean isLastChar){
this.isLastChar = isLastChar;
}
public void insert(String word) {
Trie curr = this;
int n = word.length();
for (int i = 0; curr != null && i < n; i++){
Trie next = curr.children[word.charAt(i) - 'a'];
if ( next == null ){
Trie next_children = new Trie(i == n - 1 ? true: false);
curr.children[word.charAt(i) - 'a'] = next_children;
curr = next_children;
}else {
if (i == n - 1) {next.setIsLastChar(true);}
curr = next;
}
}
}
public boolean search(String word) {
Trie curr = this;
int n = word.length();
for (int i = 0; curr != null && i < n; i++){
Trie next = curr.children[word.charAt(i) - 'a'];
if ( next == null ){
return false;
}else {
curr = next;
}
}
return curr != null ? curr.isLastChar() : false;
}
public boolean startsWith(String prefix) {
Trie curr = this;
int n = prefix.length();
for (int i = 0; i < n; i++){
Trie next = curr.children[prefix.charAt(i) - 'a'];
if ( next == null ){
return false;
}else {
curr = next;
}
}
return curr != null ? true : false;
}
}
/**
* Your Trie object will be instantiated and called as such:
* Trie obj = new Trie();
* obj.insert(word);
* boolean param_2 = obj.search(word);
* boolean param_3 = obj.startsWith(prefix);
*/
Solution 3 - using Array with Lazy initialisation
Tags: Trie
It does not consume less RAM however.
Code
class Trie {
private Trie[] children;
private boolean isLastChar;
public Trie() {
this.children = null;
this.isLastChar = false;
}
public Trie(boolean isLastChar) {
this.children = null;
this.isLastChar = isLastChar;
}
public boolean isLastChar(){
return this.isLastChar;
}
public void setIsLastChar(boolean isLastChar){
this.isLastChar = isLastChar;
}
public void insert(String word) {
Trie curr = this;
int n = word.length();
for (int i = 0; curr != null && i < n; i++){
if (curr.children == null) {
curr.children = new Trie[26];
}
Trie next = curr.children == null ? null : curr.children[word.charAt(i) - 'a'];
if ( next == null ){
Trie next_children = new Trie(i == n - 1 ? true: false);
curr.children[word.charAt(i) - 'a'] = next_children;
curr = next_children;
}else {
if (i == n - 1) {next.setIsLastChar(true);}
curr = next;
}
}
}
public boolean search(String word) {
Trie curr = this;
int n = word.length();
for (int i = 0; curr != null && i < n; i++){
Trie next = curr.children == null ? null : curr.children[word.charAt(i) - 'a'];
if ( next == null ){
return false;
}else {
curr = next;
}
}
return curr != null ? curr.isLastChar() : false;
}
public boolean startsWith(String prefix) {
Trie curr = this;
int n = prefix.length();
for (int i = 0; i < n; i++){
Trie next = curr.children == null ? null : curr.children[prefix.charAt(i) - 'a'];
if ( next == null ){
return false;
}else {
curr = next;
}
}
return curr != null ? true : false;
}
}
/**
* Your Trie object will be instantiated and called as such:
* Trie obj = new Trie();
* obj.insert(word);
* boolean param_2 = obj.search(word);
* boolean param_3 = obj.startsWith(prefix);
*/