Welcome to our lesson on designing a HashMap! In this tutorial, we'll explore this essential data structure and learn how to create our own implementation in various programming languages. Let's dive in! š
A HashMap (Hash Map) is a data structure that stores collections of key-value pairs. Each key is unique, and it's used to retrieve the corresponding value. It's an essential tool for organizing data efficiently in many real-world applications.
HashMaps offer several advantages over other data structures:
Let's start by creating a simple HashMap in JavaScript. We'll use an object to store our key-value pairs and a function to calculate the hash for each key.
// Our HashMap
const myHashMap = {};
// Function to calculate the hash
function hashFunction(key) {
let total = 0;
for (let i = 0; i < key.length; i++) {
total += key.charCodeAt(i);
}
return total % myHashMap.size;
}
// Insert a key-value pair
myHashMap[hashFunction('key1')] = 'value1';
// Retrieve a value by key
console.log(myHashMap[hashFunction('key1')]); // Output: value1As our HashMap grows, we might encounter collisions, where two keys have the same hash value. To handle this, we can use a technique called chaining or open addressing. In this lesson, we'll focus on chaining, which involves storing multiple key-value pairs in an array at the same index.
Let's modify our JavaScript HashMap to use chaining:
const myHashMap = {};
myHashMap.size = 10;
// Insert a key-value pair
function insert(key, value) {
const index = hashFunction(key);
if (!myHashMap[index]) {
myHashMap[index] = [null];
}
myHashMap[index].push([key, value]);
}
// Retrieve a value by key
function get(key) {
const index = hashFunction(key);
const buckets = myHashMap[index];
if (buckets && buckets.length > 0) {
for (let i = 0; i < buckets.length; i++) {
const [k, v] = buckets[i];
if (k === key) {
return v;
}
}
}
return null;
}
// Example usage
insert('key1', 'value1');
console.log(get('key1')); // Output: value1What is the average time complexity for lookups, inserts, and deletions in a HashMap?
Stay tuned for the next part of this series, where we'll delve deeper into HashMaps and explore more advanced concepts like load factor, resizing, and handling collisions! š