Search Engine - Amazon Top Interview Questions
Problem Statement :
Implement a data structure with the following methods: add(String word) which adds a lowercase alphabet string word to the search engine exists(String word) which checks if word is in the engine. word may contain "." which means to match any character Constraints k ≤ 1,000 where k is the length of word n ≤ 100,000 where n is the number of calls to add and exists Example 1 Input methods = ["constructor", "add", "add", "exists", "exists", "exists"] arguments = [[], ["dog"], ["document"], ["dog"], ["do."], ["...."]]` Output [None, None, None, True, True, False]
Solution :
Solution in C++ :
struct Node {
bool end = false;
Node* next[26] = {0};
};
class SearchEngine {
public:
SearchEngine() {
}
void add(string word) {
Node* cur = &head;
for (char c : word) {
if (!cur->next[c - 'a']) cur->next[c - 'a'] = new Node();
cur = cur->next[c - 'a'];
}
cur->end = true;
}
bool exists(string word) {
return internal_search(word, 0, &head);
}
private:
bool internal_search(string& word, int idx, Node* node) {
if (idx >= word.size()) return node->end;
if (word[idx] == '.') {
for (char c = 'a'; c <= 'z'; c++) {
word[idx] = c;
if (internal_search(word, idx, node)) return true;
}
word[idx] = '.';
} else {
Node* next_node = node->next[word[idx] - 'a'];
if (next_node)
return internal_search(word, idx + 1, next_node);
else
return false;
}
return false;
}
Node head;
};
Solution in Python :
class SearchEngine:
def __init__(self):
self.trie = [False, {}]
# Example format
# [False, { 'd': [True, { 'o': [True, {} ] } ]] }
def add(self, word):
curr = self.trie
for i in range(len(word)):
if word[i] not in curr[1]:
# Add entry to trie if doesn't exist
curr[1][word[i]] = [False, {}]
curr = curr[1][word[i]]
# Designate the current position as an ending/terminating node
curr[0] = True
def exists(self, word):
def helper(word, trie):
curr = trie
for i in range(len(word)):
if word[i] in curr[1]:
# Follow child node if the character exists
curr = curr[1][word[i]]
elif word[i] == ".":
# Traverse over all children if wildcard is found
for k in curr[1]:
if helper(word[i + 1 :], curr[1][k]):
return True
return False
else:
# Current character is not in our trie, so DNE
return False
# If we reach the end, we need to check if this is an ending node
return curr[0]
return helper(word, self.trie)
View More Similar Problems
Queue using Two Stacks
A queue is an abstract data type that maintains the order in which elements were added to it, allowing the oldest elements to be removed from the front and new elements to be added to the rear. This is called a First-In-First-Out (FIFO) data structure because the first element added to the queue (i.e., the one that has been waiting the longest) is always the first one to be removed. A basic que
View Solution →Castle on the Grid
You are given a square grid with some cells open (.) and some blocked (X). Your playing piece can move along any row or column until it reaches the edge of the grid or a blocked cell. Given a grid, a start and a goal, determine the minmum number of moves to get to the goal. Function Description Complete the minimumMoves function in the editor. minimumMoves has the following parameter(s):
View Solution →Down to Zero II
You are given Q queries. Each query consists of a single number N. You can perform any of the 2 operations N on in each move: 1: If we take 2 integers a and b where , N = a * b , then we can change N = max( a, b ) 2: Decrease the value of N by 1. Determine the minimum number of moves required to reduce the value of N to 0. Input Format The first line contains the integer Q.
View Solution →Truck Tour
Suppose there is a circle. There are N petrol pumps on that circle. Petrol pumps are numbered 0 to (N-1) (both inclusive). You have two pieces of information corresponding to each of the petrol pump: (1) the amount of petrol that particular petrol pump will give, and (2) the distance from that petrol pump to the next petrol pump. Initially, you have a tank of infinite capacity carrying no petr
View Solution →Queries with Fixed Length
Consider an -integer sequence, . We perform a query on by using an integer, , to calculate the result of the following expression: In other words, if we let , then you need to calculate . Given and queries, return a list of answers to each query. Example The first query uses all of the subarrays of length : . The maxima of the subarrays are . The minimum of these is . The secon
View Solution →QHEAP1
This question is designed to help you get a better understanding of basic heap operations. You will be given queries of types: " 1 v " - Add an element to the heap. " 2 v " - Delete the element from the heap. "3" - Print the minimum of all the elements in the heap. NOTE: It is guaranteed that the element to be deleted will be there in the heap. Also, at any instant, only distinct element
View Solution →