To implement a hash table, we need to understand the concept of hashing. Hashing is a technique that maps data to a fixed-size array called a hash table using a hashing function. The hashing function takes the data as input and produces a unique numeric value called a hash code. This hash code serves as the index where the data will be stored in the hash table.
For example, let's consider a hash table with 10 buckets. We want to store a key-value pair {"name": "John"}
. To determine the index for this pair, we apply a hashing function to the key "name"
. The hashing function returns a hash code, let's say 123456
. We then take the modulus of this hash code with the size of the hash table (10), which gives us the index 6
. So, the key-value pair {"name": "John"}
will be stored in bucket 6 of the hash table.
Here's an example implementation of a hashing function in Java:
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import java.util.ArrayList;
class HashTable<K, V> {
private static final int SIZE = 10;
private ArrayList<Entry<K, V>>[] buckets;
public HashTable() {
this.buckets = new ArrayList[SIZE];
}
private int getIndex(K key) {
int hashCode = key.hashCode();
int index = Math.abs(hashCode % SIZE);
return index;
}
// Other methods
}