Hashing
*In hashing there is a hash function that maps keys to some values. But these hashing function may lead to collision that is two or more keys are mapped to same value. Chain hashing avoids collision. The idea is to make each cell of hash table point to a linked list of records that have same hash function value.
Letβs create a hash function, such that our hash table has βNβ number of buckets.
To insert a node into the hash table, we need to find the hash index for the given key. And it could be calculated using the hash function.
Example: hashIndex = key % noOfBuckets
Insert: Move to the bucket corresponds to the above calculated hash index and insert the new node at the end of the list.
Delete: To delete a node from hash table, calculate the hash index for the key, move to the bucket corresponds to the calculated hash index, search the list in the current bucket to find and remove the node with the given key (if found). *
Methods to implement Hashing in Java
Method-1:
with help of HashTable (A synchronized implementation of hashing)
import java.util.*;
class GFG {
public static void main(String args[])
{
// Create a HashTable to store
// String values corresponding to integer keys
Hashtable<Integer, String>
hm = new Hashtable<Integer, String>();
// Input the values
hm.put(1, "Geeks");
hm.put(12, "forGeeks");
hm.put(15, "A computer");
hm.put(3, "Portal");
// Printing the Hashtable
System.out.println(hm);
}
}
Output:
{15=A computer, 3=Portal, 12=forGeeks, 1=Geeks}
Method-2:
With the help of HashMap (A non-synchronized faster implementation of hashing)
// Java program to create HashMap from an array
// by taking the elements as Keys and
// the frequencies as the Values
import java.util.*;
class GFG {
// Function to create HashMap from array
static void createHashMap(int arr[])
{
// Creates an empty HashMap
HashMap<Integer, Integer> hmap = new HashMap<Integer, Integer>();
// Traverse through the given array
for (int i = 0; i < arr.length; i++) {
// Get if the element is present
Integer c = hmap.get(arr[i]);
// If this is first occurrence of element
// Insert the element
if (hmap.get(arr[i]) == null) {
hmap.put(arr[i], 1);
}
// If elements already exists in hash map
// Increment the count of element by 1
else {
hmap.put(arr[i], ++c);
}
}
// Print HashMap
System.out.println(hmap);
}
// Driver method to test above method
public static void main(String[] args)
{
int arr[] = { 10, 34, 5, 10, 3, 5, 10 };
createHashMap(arr);
}
}
Output:
{34=1, 3=1, 5=2, 10=3}
Method-3:
With the help of LinkedHashMap (Similar to HashMap, but keeps order of elements)
// Java program to demonstrate working of LinkedHashMap
import java.util.*;
public class BasicLinkedHashMap
{
public static void main(String a[])
{
LinkedHashMap lhm =
new LinkedHashMap();
lhm.put("one", "practice.geeksforgeeks.org");
lhm.put("two", "code.geeksforgeeks.org");
lhm.put("four", "quiz.geeksforgeeks.org");
// It prints the elements in same order
// as they were inserted
System.out.println(lhm);
System.out.println("Getting value for key 'one': "
+ lhm.get("one"));
System.out.println("Size of the map: " + lhm.size());
System.out.println("Is map empty? " + lhm.isEmpty());
System.out.println("Contains key 'two'? "+
lhm.containsKey("two"));
System.out.println("Contains value 'practice.geeks"
+"forgeeks.org'? "+ lhm.containsValue("practice"+
".geeksforgeeks.org"));
System.out.println("delete element 'one': " +
lhm.remove("one"));
System.out.println(lhm);
}
}
Output:
{one=practice.geeksforgeeks.org, two=code.geeksforgeeks.org, four=quiz.geeksforgeeks.org}
Getting value for key 'one': practice.geeksforgeeks.org
Size of the map: 3
Is map empty? false
Contains key 'two'? true
Contains value 'practice.geeksforgeeks.org'? true
delete element 'one': practice.geeksforgeeks.org
{two=code.geeksforgeeks.org, four=quiz.geeksforgeeks.org}
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