詳解Java實(shí)現(xiàn)LRU緩存

更新時(shí)間：2020年08月03日 08:58:12 作者：懶惰的肥兔

這篇文章主要介紹了詳解Java實(shí)現(xiàn)LRU緩存，文中通過(guò)示例代碼介紹的非常詳細(xì)，對(duì)大家的學(xué)習(xí)或者工作具有一定的參考學(xué)習(xí)價(jià)值，需要的朋友們下面隨著小編來(lái)一起學(xué)習(xí)學(xué)習(xí)吧

LRU是Least Recently Used 的縮寫(xiě)，翻譯過(guò)來(lái)就是“最近最少使用”，LRU緩存就是使用這種原理實(shí)現(xiàn)，簡(jiǎn)單的說(shuō)就是緩存一定量的數(shù)據(jù)，當(dāng)超過(guò)設(shè)定的閾值時(shí)就把一些過(guò)期的數(shù)據(jù)刪除掉，比如我們緩存10000條數(shù)據(jù)，當(dāng)數(shù)據(jù)小于10000時(shí)可以隨意添加，當(dāng)超過(guò)10000時(shí)就需要把新的數(shù)據(jù)添加進(jìn)來(lái)，同時(shí)要把過(guò)期數(shù)據(jù)刪除，以確保我們最大緩存10000條，那怎么確定刪除哪條過(guò)期數(shù)據(jù)呢，采用LRU算法實(shí)現(xiàn)的話(huà)就是將最老的數(shù)據(jù)刪掉，廢話(huà)不多說(shuō)，下面來(lái)說(shuō)下Java版的LRU緩存實(shí)現(xiàn)

Java里面實(shí)現(xiàn)LRU緩存通常有兩種選擇，一種是使用LinkedHashMap，一種是自己設(shè)計(jì)數(shù)據(jù)結(jié)構(gòu)，使用鏈表+HashMap

LRU Cache的LinkedHashMap實(shí)現(xiàn)

LinkedHashMap自身已經(jīng)實(shí)現(xiàn)了順序存儲(chǔ)，默認(rèn)情況下是按照元素的添加順序存儲(chǔ)，也可以啟用按照訪問(wèn)順序存儲(chǔ)，即最近讀取的數(shù)據(jù)放在最前面，最早讀取的數(shù)據(jù)放在最后面，然后它還有一個(gè)判斷是否刪除最老數(shù)據(jù)的方法，默認(rèn)是返回false，即不刪除數(shù)據(jù)，我們使用LinkedHashMap實(shí)現(xiàn)LRU緩存的方法就是對(duì)LinkedHashMap實(shí)現(xiàn)簡(jiǎn)單的擴(kuò)展，擴(kuò)展方式有兩種，一種是inheritance，一種是delegation，具體使用什么方式看個(gè)人喜好

//LinkedHashMap的一個(gè)構(gòu)造函數(shù)，當(dāng)參數(shù)accessOrder為true時(shí)，即會(huì)按照訪問(wèn)順序排序，最近訪問(wèn)的放在最前，最早訪問(wèn)的放在后面
public LinkedHashMap(int initialCapacity, float loadFactor, boolean accessOrder) {
 super(initialCapacity, loadFactor);
 this.accessOrder = accessOrder;
}

//LinkedHashMap自帶的判斷是否刪除最老的元素方法，默認(rèn)返回false，即不刪除老數(shù)據(jù)
//我們要做的就是重寫(xiě)這個(gè)方法，當(dāng)滿(mǎn)足一定條件時(shí)刪除老數(shù)據(jù)
protected boolean removeEldestEntry(Map.Entry<K,V> eldest) {
 return false;
}

LRU緩存LinkedHashMap(inheritance)實(shí)現(xiàn)

采用inheritance方式實(shí)現(xiàn)比較簡(jiǎn)單，而且實(shí)現(xiàn)了Map接口，在多線(xiàn)程環(huán)境使用時(shí)可以使用Collections.synchronizedMap()方法實(shí)現(xiàn)線(xiàn)程安全操作

package cn.lzrabbit.structure.lru;

import java.util.LinkedHashMap;
import java.util.Map;

/**
 * Created by liuzhao on 14-5-15.
 */
public class LRUCache2<K, V> extends LinkedHashMap<K, V> {
 private final int MAX_CACHE_SIZE;

 public LRUCache2(int cacheSize) {
 super((int) Math.ceil(cacheSize / 0.75) + 1, 0.75f, true);
 MAX_CACHE_SIZE = cacheSize;
 }

 @Override
 protected boolean removeEldestEntry(Map.Entry eldest) {
 return size() > MAX_CACHE_SIZE;
 }

 @Override
 public String toString() {
 StringBuilder sb = new StringBuilder();
 for (Map.Entry<K, V> entry : entrySet()) {
  sb.append(String.format("%s:%s ", entry.getKey(), entry.getValue()));
 }
 return sb.toString();
 }
}

這樣算是比較標(biāo)準(zhǔn)的實(shí)現(xiàn)吧，實(shí)際使用中這樣寫(xiě)還是有些繁瑣，更實(shí)用的方法時(shí)像下面這樣寫(xiě)，省去了單獨(dú)見(jiàn)一個(gè)類(lèi)的麻煩

final int cacheSize = 100;
Map<String, String> map = new LinkedHashMap<String, String>((int) Math.ceil(cacheSize / 0.75f) + 1, 0.75f, true) {
 @Override
 protected boolean removeEldestEntry(Map.Entry<String, String> eldest) {
 return size() > cacheSize;
 }
};

LRU緩存LinkedHashMap(delegation)實(shí)現(xiàn)

delegation方式實(shí)現(xiàn)更加優(yōu)雅一些，但是由于沒(méi)有實(shí)現(xiàn)Map接口，所以線(xiàn)程同步就需要自己搞定了

package cn.lzrabbit.structure.lru;

import java.util.LinkedHashMap;
import java.util.Map;
import java.util.Set;

/**
 * Created by liuzhao on 14-5-13.
 */
public class LRUCache3<K, V> {

 private final int MAX_CACHE_SIZE;
 private final float DEFAULT_LOAD_FACTOR = 0.75f;
 LinkedHashMap<K, V> map;

 public LRUCache3(int cacheSize) {
 MAX_CACHE_SIZE = cacheSize;
 //根據(jù)cacheSize和加載因子計(jì)算hashmap的capactiy，+1確保當(dāng)達(dá)到cacheSize上限時(shí)不會(huì)觸發(fā)hashmap的擴(kuò)容，
 int capacity = (int) Math.ceil(MAX_CACHE_SIZE / DEFAULT_LOAD_FACTOR) + 1;
 map = new LinkedHashMap(capacity, DEFAULT_LOAD_FACTOR, true) {
  @Override
  protected boolean removeEldestEntry(Map.Entry eldest) {
  return size() > MAX_CACHE_SIZE;
  }
 };
 }

 public synchronized void put(K key, V value) {
 map.put(key, value);
 }

 public synchronized V get(K key) {
 return map.get(key);
 }

 public synchronized void remove(K key) {
 map.remove(key);
 }

 public synchronized Set<Map.Entry<K, V>> getAll() {
 return map.entrySet();
 }

 public synchronized int size() {
 return map.size();
 }

 public synchronized void clear() {
 map.clear();
 }

 @Override
 public String toString() {
 StringBuilder sb = new StringBuilder();
 for (Map.Entry entry : map.entrySet()) {
  sb.append(String.format("%s:%s ", entry.getKey(), entry.getValue()));
 }
 return sb.toString();
 }
}

LRU Cache的鏈表+HashMap實(shí)現(xiàn)

注：此實(shí)現(xiàn)為非線(xiàn)程安全，若在多線(xiàn)程環(huán)境下使用需要在相關(guān)方法上添加synchronized以實(shí)現(xiàn)線(xiàn)程安全操作

package cn.lzrabbit.structure.lru;


import java.util.HashMap;

/**
 * Created by liuzhao on 14-5-12.
 */
public class LRUCache1<K, V> {

 private final int MAX_CACHE_SIZE;
 private Entry first;
 private Entry last;

 private HashMap<K, Entry<K, V>> hashMap;

 public LRUCache1(int cacheSize) {
 MAX_CACHE_SIZE = cacheSize;
 hashMap = new HashMap<K, Entry<K, V>>();
 }

 public void put(K key, V value) {
 Entry entry = getEntry(key);
 if (entry == null) {
  if (hashMap.size() >= MAX_CACHE_SIZE) {
  hashMap.remove(last.key);
  removeLast();
  }
  entry = new Entry();
  entry.key = key;
 }
 entry.value = value;
 moveToFirst(entry);
 hashMap.put(key, entry);
 }

 public V get(K key) {
 Entry<K, V> entry = getEntry(key);
 if (entry == null) return null;
 moveToFirst(entry);
 return entry.value;
 }

 public void remove(K key) {
 Entry entry = getEntry(key);
 if (entry != null) {
  if (entry.pre != null) entry.pre.next = entry.next;
  if (entry.next != null) entry.next.pre = entry.pre;
  if (entry == first) first = entry.next;
  if (entry == last) last = entry.pre;
 }
 hashMap.remove(key);
 }

 private void moveToFirst(Entry entry) {
 if (entry == first) return;
 if (entry.pre != null) entry.pre.next = entry.next;
 if (entry.next != null) entry.next.pre = entry.pre;
 if (entry == last) last = last.pre;

 if (first == null || last == null) {
  first = last = entry;
  return;
 }

 entry.next = first;
 first.pre = entry;
 first = entry;
 entry.pre = null;
 }

 private void removeLast() {
 if (last != null) {
  last = last.pre;
  if (last == null) first = null;
  else last.next = null;
 }
 }


 private Entry<K, V> getEntry(K key) {
 return hashMap.get(key);
 }

 @Override
 public String toString() {
 StringBuilder sb = new StringBuilder();
 Entry entry = first;
 while (entry != null) {
  sb.append(String.format("%s:%s ", entry.key, entry.value));
  entry = entry.next;
 }
 return sb.toString();
 }

 class Entry<K, V> {
 public Entry pre;
 public Entry next;
 public K key;
 public V value;
 }
}

LinkedHashMap的FIFO實(shí)現(xiàn)

FIFO是First Input First Output的縮寫(xiě)，也就是常說(shuō)的先入先出，默認(rèn)情況下LinkedHashMap就是按照添加順序保存，我們只需重寫(xiě)下removeEldestEntry方法即可輕松實(shí)現(xiàn)一個(gè)FIFO緩存，簡(jiǎn)化版的實(shí)現(xiàn)代碼如下

final int cacheSize = 5;
LinkedHashMap<Integer, String> lru = new LinkedHashMap<Integer, String>() {
 @Override
 protected boolean removeEldestEntry(Map.Entry<Integer, String> eldest) {
 return size() > cacheSize;
 }
};

調(diào)用示例

測(cè)試代碼

package cn.lzrabbit.structure.lru;

import cn.lzrabbit.ITest;

import java.util.LinkedHashMap;
import java.util.Map;

/**
 * Created by liuzhao on 14-5-15.
 */
public class LRUCacheTest {

 public static void main(String[] args) throws Exception {
 System.out.println("start...");

 lruCache1();
 lruCache2();
 lruCache3();
 lruCache4();
 
 System.out.println("over...");
 }
 

 static void lruCache1() {
 System.out.println();
 System.out.println("===========================LRU 鏈表實(shí)現(xiàn)===========================");
 LRUCache1<Integer, String> lru = new LRUCache1(5);
 lru.put(1, "11");
 lru.put(2, "11");
 lru.put(3, "11");
 lru.put(4, "11");
 lru.put(5, "11");
 System.out.println(lru.toString());
 lru.put(6, "66");
 lru.get(2);
 lru.put(7, "77");
 lru.get(4);
 System.out.println(lru.toString());
 System.out.println();
 }


static <T> void lruCache2() {
 System.out.println();
 System.out.println("===========================LRU LinkedHashMap(inheritance)實(shí)現(xiàn)===========================");
 LRUCache2<Integer, String> lru = new LRUCache2(5);
 lru.put(1, "11");
 lru.put(2, "11");
 lru.put(3, "11");
 lru.put(4, "11");
 lru.put(5, "11");
 System.out.println(lru.toString());
 lru.put(6, "66");
 lru.get(2);
 lru.put(7, "77");
 lru.get(4);
 System.out.println(lru.toString());
 System.out.println();
 }

 static void lruCache3() {
 System.out.println();
 System.out.println("===========================LRU LinkedHashMap(delegation)實(shí)現(xiàn)===========================");
 LRUCache3<Integer, String> lru = new LRUCache3(5);
 lru.put(1, "11");
 lru.put(2, "11");
 lru.put(3, "11");
 lru.put(4, "11");
 lru.put(5, "11");
 System.out.println(lru.toString());
 lru.put(6, "66");
 lru.get(2);
 lru.put(7, "77");
 lru.get(4);
 System.out.println(lru.toString());
 System.out.println();
 }

 static void lruCache4() {
 System.out.println();
 System.out.println("===========================FIFO LinkedHashMap默認(rèn)實(shí)現(xiàn)===========================");
 final int cacheSize = 5;
 LinkedHashMap<Integer, String> lru = new LinkedHashMap<Integer, String>() {
  @Override
  protected boolean removeEldestEntry(Map.Entry<Integer, String> eldest) {
  return size() > cacheSize;
  }
 };
 lru.put(1, "11");
 lru.put(2, "11");
 lru.put(3, "11");
 lru.put(4, "11");
 lru.put(5, "11");
 System.out.println(lru.toString());
 lru.put(6, "66");
 lru.get(2);
 lru.put(7, "77");
 lru.get(4);
 System.out.println(lru.toString());
 System.out.println();
 }

}

運(yùn)行結(jié)果

"C:\Program Files (x86)\Java\jdk1.6.0_10\bin\java" -Didea.launcher.port=7535 "-Didea.launcher.bin.path=C:\Program Files (x86)\JetBrains\IntelliJ IDEA 13.0.2\bin" -Dfile.encoding=UTF-8 -classpath "C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\charsets.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\deploy.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\javaws.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\jce.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\jsse.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\management-agent.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\plugin.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\resources.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\rt.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\ext\dnsns.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\ext\localedata.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\ext\sunjce_provider.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\ext\sunmscapi.jar;C:\Program Files (x86)\Java\jdk1.6.0_10\jre\lib\ext\sunpkcs11.jar;D:\SVN\projects\Java\Java.Algorithm\target\test-classes;D:\SVN\projects\Java\Java.Algorithm\target\classes;C:\Program Files (x86)\JetBrains\IntelliJ IDEA 13.0.2\lib\idea_rt.jar" com.intellij.rt.execution.application.AppMain Main
start...

===========================LRU 鏈表實(shí)現(xiàn)===========================
5:11 4:11 3:11 2:11 1:11 
4:11 7:77 2:11 6:66 5:11 


===========================LRU LinkedHashMap(inheritance)實(shí)現(xiàn)===========================
1:11 2:11 3:11 4:11 5:11 
5:11 6:66 2:11 7:77 4:11 


===========================LRU LinkedHashMap(delegation)實(shí)現(xiàn)===========================
1:11 2:11 3:11 4:11 5:11 
5:11 6:66 2:11 7:77 4:11 


===========================FIFO LinkedHashMap默認(rèn)實(shí)現(xiàn)===========================
{1=11, 2=11, 3=11, 4=11, 5=11}
{3=11, 4=11, 5=11, 6=66, 7=77}

over...

Process finished with exit code 0

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