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@lucastorri
Created April 6, 2016 13:25
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//https://github.com/papers-we-love/papers-we-love/blob/master/caching/a-constant-algorithm-for-implementing-the-lfu-cache-eviction-scheme.pdf
import scala.collection.mutable
trait Identifier[Item, Id] {
def apply(item: Item): Id
}
class HashCodeIdentifier[Item] extends Identifier[Item, Int] {
override def apply(item: Item): Int = item.hashCode
}
class DoubleLinkedLFUCache[Item, Id](maxSize: Int)(implicit val identifier: Identifier[Item, Id]) {
private val entries = mutable.HashMap.empty[Id, CachedItem]
private val frequencyList = new FrequencyList(0)
def insert(item: Item): Unit = {
val id = identifier(item)
if (entries.contains(id)) lookup(id)
else append(item)
}
def lookup(itemId: Id): Option[Item] = {
entries.get(itemId).map { cachedItem =>
cachedItem.bump()
cachedItem.item
}
}
def removeLast(): Option[Item] = {
if (entries.isEmpty) return None
val last = frequencyList.next.removeLast().item
entries.remove(identifier(last))
Some(last)
}
private def append(item: Item): Unit = {
if (entries.size == maxSize) removeLast()
val cachedItem = new CachedItem(item)
frequencyList.add(cachedItem)
cachedItem.bump()
entries.put(identifier(item), cachedItem)
}
class FrequencyList(val frequency: Int) extends DoubleLinked[FrequencyList] {
var previous = this
var next = this
var items: CachedItem = null
def bump(item: CachedItem): Unit = {
val bumpedFrequency = frequency + 1
val linked =
if (next.frequency == bumpedFrequency) next
else link(new FrequencyList(bumpedFrequency))
remove(item)
linked.add(item)
}
def link(link: FrequencyList): FrequencyList = {
link.next = next
link.previous = this
next.previous = link
next = link
link
}
def unlink(link: FrequencyList): FrequencyList = {
link.previous.next = link.next
link.next.previous = link.previous
link
}
def add(item: CachedItem): Unit = {
item.list = this
if (items == null) item.reset()
else items.addBefore(item)
items = item
}
def remove(item: CachedItem): Unit = {
if (frequency == 0) items = null
else if (item.isSingle) unlink(this)
else item.remove()
if (items == item) items = item.next
}
def removeLast(): CachedItem = {
if (items.isSingle) unlink(this).items
else items.last.remove()
}
}
class CachedItem(val item: Item) extends DoubleLinked[CachedItem] {
var list: FrequencyList = null
var previous = this
var next = this
def isSingle: Boolean =
next == this
def addBefore(item: CachedItem): Unit = {
item.previous = previous
item.next = this
previous.next = item
previous = item
}
def remove(): CachedItem = {
previous.next = next
next.previous = previous
this
}
def reset(): Unit = {
previous = this
next = this
}
def bump(): Unit = {
list.bump(this)
}
def last: CachedItem =
previous
}
trait DoubleLinked[Type <: DoubleLinked[Type]] { self: Type =>
def next: Type
def previous: Type
def iterate(f: Type => Unit): Unit = {
var tail = this
do {
f(tail)
tail = tail.next
} while (tail != this)
}
}
override def toString: String = {
val str = StringBuilder.newBuilder
str.append("LFU")
frequencyList.iterate { list =>
str.append("\n |\n[").append(list.frequency).append("]")
if (list.items != null) {
list.items.iterate { cached =>
str.append("-").append(identifier(cached.item))
}
}
}
str.toString()
}
}
object Main extends App {
implicit def hashCodeIdentifier[Item]: Identifier[Item, Int] = new HashCodeIdentifier
val size = 10
val lfu = new DoubleLinkedLFUCache[Int, Int](size)
lookup(3)
---
insert(5)
lookup(5)
---
insert(7)
lookup(7)
lookup(7)
lookup(7)
lookup(7)
---
removeLast()
removeLast()
removeLast()
---
(0 to size).foreach(insert)
(0 to size).foreach(lookup)
(0 to size).foreach(_ => removeLast())
---
(0 to size).foreach { i =>
insert(i)
(0 until i).foreach(_ => lookup(i))
}
def print() =
println(s"$lfu\n")
def insert(i: Int) = {
lfu.insert(i)
println(s"insert($i)")
print()
}
def lookup(i: Int) = {
val item = lfu.lookup(i)
println(s"lookup($i) = $item")
print()
}
def removeLast() = {
val last = lfu.removeLast()
println(s"removeLast() = $last")
print()
}
def --- = {
println("--------")
0
}
}
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