Add LFU Cache (#3161)

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Akshay Dubey 2022-06-22 22:01:24 +05:30 committed by GitHub
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commit 2a2c575c89
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package com.thealgorithms.datastructures.caches;
import java.util.HashMap;
import java.util.Map;
/**
* Java program for LFU Cache (https://en.wikipedia.org/wiki/Least_frequently_used)
* @author Akshay Dubey (https://github.com/itsAkshayDubey)
*/
public class LFUCache<K,V> {
private class Node {
private K key;
private V value;
private int frequency;
private Node previous;
private Node next;
public Node(K key, V value, int frequency) {
this.key = key;
this.value = value;
this.frequency = frequency;
}
}
private Node head;
private Node tail;
private Map<K,Node> map = null;
private Integer capacity;
private static final int DEFAULT_CAPACITY = 100;
public LFUCache() {
this.capacity = DEFAULT_CAPACITY;
}
public LFUCache(Integer capacity) {
this.capacity = capacity;
this.map = new HashMap<>();
}
/**
* This method returns value present in the cache corresponding to the key passed as parameter
*
* @param <K> key for which value is to be retrieved
* @returns <V> object corresponding to the key passed as parameter, returns null if <K> key is not present in the cache
*/
public V get(K key) {
if(this.map.get(key) == null) {
return null;
}
Node node = map.get(key);
removeNode(node);
node.frequency += 1;
addNodeWithUpdatedFrequency(node);
return node.value;
}
/**
* This method stores <K> key and <V> value in the cache
*
* @param <K> key which is to be stored in the cache
* @param <V> value which is to be stored in the cache
*/
public void put(K key, V value) {
if(map.containsKey(key)) {
Node node = map.get(key);
node.value = value;
node.frequency += 1;
removeNode(node);
addNodeWithUpdatedFrequency(node);
}
else {
if(map.size() >= capacity) {
map.remove(this.head.key);
removeNode(head);
}
Node node = new Node(key,value,1);
addNodeWithUpdatedFrequency(node);
map.put(key, node);
}
}
/**
* This method stores the node in the cache with updated frequency
*
* @param Node node which is to be updated in the cache
*/
private void addNodeWithUpdatedFrequency(Node node) {
if(tail != null && head != null) {
Node temp = this.head;
while(temp != null) {
if(temp.frequency > node.frequency) {
if(temp==head) {
node.next = temp;
temp.previous = node;
this.head = node;
break;
}
else {
node.next = temp;
node.previous = temp.previous;
temp.previous.next = node;
node.previous = temp.previous;
break;
}
}
else {
temp = temp.next;
if(temp == null) {
tail.next = node;
node.previous = tail;
node.next = null;
tail = node;
break;
}
}
}
}
else {
tail = node;
head = tail;
}
}
/**
* This method removes node from the cache
*
* @param Node node which is to be removed in the cache
*/
private void removeNode(Node node) {
if(node.previous != null) {
node.previous.next = node.next;
}
else {
this.head = node.next;
}
if(node.next != null) {
node.next.previous = node.previous;
}
else {
this.tail = node.previous;
}
}
}

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package com.thealgorithms.datastructures.caches;
import static org.junit.jupiter.api.Assertions.assertEquals;
import org.junit.jupiter.api.Test;
class LFUCacheTest {
@Test
void testLFUCacheWithIntegerValueShouldPass() {
LFUCache<Integer, Integer> lfuCache = new LFUCache<>(5);
lfuCache.put(1, 10);
lfuCache.put(2, 20);
lfuCache.put(3, 30);
lfuCache.put(4, 40);
lfuCache.put(5, 50);
//get method call will increase frequency of key 1 by 1
assertEquals(10, lfuCache.get(1));
//this operation will remove value with key as 2
lfuCache.put(6, 60);
//will return null as value with key 2 is now evicted
assertEquals(null, lfuCache.get(2));
//should return 60
assertEquals(60, lfuCache.get(6));
//this operation will remove value with key as 3
lfuCache.put(7, 70);
assertEquals(null, lfuCache.get(2));
assertEquals(70, lfuCache.get(7));
}
@Test
void testLFUCacheWithStringValueShouldPass() {
LFUCache<Integer, String> lfuCache = new LFUCache<>(5);
lfuCache.put(1, "Alpha");
lfuCache.put(2, "Beta");
lfuCache.put(3, "Gamma");
lfuCache.put(4, "Delta");
lfuCache.put(5, "Eplison");
//get method call will increase frequency of key 1 by 1
assertEquals("Alpha", lfuCache.get(1));
//this operation will remove value with key as 2
lfuCache.put(6, "Digamma");
//will return null as value with key 2 is now evicted
assertEquals(null, lfuCache.get(2));
//should return string Digamma
assertEquals("Digamma", lfuCache.get(6));
//this operation will remove value with key as 3
lfuCache.put(7, "Zeta");
assertEquals(null, lfuCache.get(2));
assertEquals("Zeta", lfuCache.get(7));
}
}