LRU stands for Least Recently Used. In the context of a cache, the Least Recently Used policy dictates that when the cache reaches its maximum capacity and a new item needs to be added, the least recently accessed item in the cache will be removed to make space for the new item. This helps optimize cache performance by keeping the most frequently accessed items in the cache while discarding the least recently used ones.
Implementation
Utilitizing the property of JS Map to maintain order of insertion
class LRUCache {
capacity: number
cache: Map<number, number>
constructor(capacity: number) {
this.capacity = capacity
this.cache = new Map()
}
get(key: number): number {
if (!this.cache.has(key)) {
return -1
} else {
const value = this.cache.get(key)
this.cache.delete(key)
this.cache.set(key, value)
return value
}
}
put(key: number, value: number): void {
if (this.cache.has(key)) {
this.cache.delete(key)
} else if (this.cache.size >= this.capacity) {
const keyToRemove = this.cache.keys().next().value
this.cache.delete(keyToRemove)
}
this.cache.set(key, value)
}
}
Using
class LRUCache {
capacity: number
cache: Map<number, ListNode>
list: DoublyLinkedList
constructor(capacity: number) {
this.capacity = capacity
this.cache = new Map()
this.list = new DoublyLinkedList()
}
get(key: number): number {
if (!this.cache.has(key)) {
return -1
} else {
const node = this.cache.get(key)!
this.list.removeNode(node)
this.list.addToHead(node)
return node.value
}
}
put(key: number, value: number): void {
if (this.cache.has(key)) {
const node = this.cache.get(key)!
node.value = value
this.list.removeNode(node)
this.list.addToHead(node)
} else {
if (this.cache.size >= this.capacity) {
const removed = this.list.removeTail()
if (removed) {
this.cache.delete(removed.key)
}
}
const node = new ListNode(key, value, null, null)
this.list.addToHead(node)
this.cache.set(key, node)
}
}
}
class ListNode {
key: number
value: number
prev: ListNode | null
next: ListNode | null
constructor(key: number, value: number) {
this.key = key
this.value = value
this.prev = null
this.next = null
}
}
class DoublyLinkedList {
head: ListNode | null
tail: ListNode | null
constructor() {
this.head = null
this.tail = null
}
addToHead(node: ListNode): void {
node.next = this.head
if (this.head) {
this.head.prev = node
}
this.head = node
if (!this.tail) {
this.tail = node
}
}
removeNode(node: ListNode): void {
if (node === this.head) {
this.head = node.next
} else if (node === this.tail) {
this.tail = node.prev
} else {
if (node.prev) node.prev.next = node.next
if (node.next) node.next.prev = node.prev
}
}
removeTail(): ListNode | null {
if (this.tail) {
const removed = this.tail
if (this.head === this.tail) {
this.head = null
this.tail = null
} else {
this.tail = this.tail.prev
if (this.tail) {
this.tail.next = null
}
}
return removed
}
return null
}
}