LRU Cache数据结构的介绍可以参考前面的http://blog.csdn.net/xplee0576/article/details/22200537。
本文以Android LRUCache来做一个简单的介绍。我们已经知道LRU Cache是一个hash map+双向链表的数据结构,那么在Android的Java自然也逃不出这个框,谷歌在Android3.1(v4 library也支持)之后提供了一个封装此数据结构实现的LRUCache类。
LRUCache暴露了三个线程安全的方法get(K)、put(K)和remove(K),通过这三个方法,我们可以操作cache数据。get(K)或者put(K),它们始终都会将K对应的V移到链表头部,这样链表尾部就成为了最久没有使用的数据结点。remove(K)用来删除数据,通过调用entryRemoved(boolean evicted, K key, V oldValue, V newValue)达到进一步的数据清理。
既然LRUCache是用来对缓存大小裁剪移除的,那以上描述除了remove(K)其它都没有涉及到关于缓存的大小检查啊,假设我不断的插入数据怎么办呢?下面接着缓存大小裁剪移除,做一个补充。在LRUCache中,我们无论调用get(K)还是put(K),它们都会调用方法trimToSize(int maxSize)进行缓存大小计算,当缓存大小超过maxSize时,就会调用entryRemoved(boolean evicted, K key, V oldValue, V newValue)清理数据。因此,使用LRUCache的get(K)或者put(K)访问数据时,其缓存大小将始终被维持在maxSize之下,当快要超过时链表尾部的数据会因为这套算法被删除清理。
Android LRUCache暴露三个方法可供重写。
必须重写方法:
看实际需求可重写也可不重写的方法:
Android LRUCache类还提供了一个权限为public的隐藏方法resize(int),该隐藏方法也是线程安全的,可以用来重置LRUCache的最大缓存。由于是隐藏方法,我们在代码中是无法显示的去调用,唯一可行的办法就是通过JAVA的反射机制去调用这个隐藏方法。
package android.util; import java.util.LinkedHashMap; import java.util.Map; /** * A cache that holds strong references to a limited number of values. Each time * a value is accessed, it is moved to the head of a queue. When a value is * added to a full cache, the value at the end of that queue is evicted and may * become eligible for garbage collection. * Cache保存一个强引用来限制内容数量,每当Item被访问的时候,此Item就会移动到队列的头部。 * 当cache已满的时候加入新的item时,在队列尾部的item会被回收。 * <p>If your cached values hold resources that need to be explicitly released, * override {@link #entryRemoved}. * 如果你cache的某个值需要明确释放,重写entryRemoved() * <p>If a cache miss should be computed on demand for the corresponding keys, * override {@link #create}. This simplifies the calling code, allowing it to * assume a value will always be returned, even when there's a cache miss. * 如果key相对应的item丢掉啦,重写create().这简化了调用代码,即使丢失了也总会返回。 * <p>By default, the cache size is measured in the number of entries. Override * {@link #sizeOf} to size the cache in different units. For example, this cache * is limited to 4MiB of bitmaps: 默认cache大小是测量的item的数量,重写sizeof计算不同item的 * 大小。 * <pre> {@code * int cacheSize = 4 * 1024 * 1024; // 4MiB * LruCache<String, Bitmap> bitmapCache = new LruCache<String, Bitmap>(cacheSize) { * protected int sizeOf(String key, Bitmap value) { * return value.getByteCount(); * } * }}</pre> * * <p>This class is thread-safe. Perform multiple cache operations atomically by * synchronizing on the cache: <pre> {@code * synchronized (cache) { * if (cache.get(key) == null) { * cache.put(key, value); * } * }}</pre> * * <p>This class does not allow null to be used as a key or value. A return * value of null from {@link #get}, {@link #put} or {@link #remove} is * unambiguous: the key was not in the cache. * 不允许key或者value为null * 当get(),put(),remove()返回值为null时,key相应的项不在cache中 */ public class LruCache<K, V> { private final LinkedHashMap<K, V> map; /** Size of this cache in units. Not necessarily the number of elements. */ private int size; //已经存储的大小 private int maxSize; //规定的最大存储空间 private int putCount; //put的次数 private int createCount; //create的次数 private int evictionCount; //回收的次数 private int hitCount; //命中的次数 private int missCount; //丢失的次数 /** * @param maxSize for caches that do not override {@link #sizeOf}, this is * the maximum number of entries in the cache. For all other caches, * this is the maximum sum of the sizes of the entries in this cache. */ public LruCache(int maxSize) { if (maxSize <= 0) { throw new IllegalArgumentException("maxSize <= 0"); } this.maxSize = maxSize; this.map = new LinkedHashMap<K, V>(0, 0.75f, true); } /** * Returns the value for {@code key} if it exists in the cache or can be * created by {@code #create}. If a value was returned, it is moved to the * head of the queue. This returns null if a value is not cached and cannot * be created. 通过key返回相应的item,或者创建返回相应的item。相应的item会移动到队列的头部, * 如果item的value没有被cache或者不能被创建,则返回null。 */ public final V get(K key) { if (key == null) { throw new NullPointerException("key == null"); } V mapValue; synchronized (this) { mapValue = map.get(key); if (mapValue != null) { hitCount++; //命中 return mapValue; } missCount++; //丢失 } /* * Attempt to create a value. This may take a long time, and the map * may be different when create() returns. If a conflicting value was * added to the map while create() was working, we leave that value in * the map and release the created value. * 如果丢失了就试图创建一个item */ V createdValue = create(key); if (createdValue == null) { return null; } synchronized (this) { createCount++;//创建++ mapValue = map.put(key, createdValue); if (mapValue != null) { // There was a conflict so undo that last put //如果前面存在oldValue,那么撤销put() map.put(key, mapValue); } else { size += safeSizeOf(key, createdValue); } } if (mapValue != null) { entryRemoved(false, key, createdValue, mapValue); return mapValue; } else { trimToSize(maxSize); return createdValue; } } /** * Caches {@code value} for {@code key}. The value is moved to the head of * the queue. * * @return the previous value mapped by {@code key}. */ public final V put(K key, V value) { if (key == null || value == null) { throw new NullPointerException("key == null || value == null"); } V previous; synchronized (this) { putCount++; size += safeSizeOf(key, value); previous = map.put(key, value); if (previous != null) { //返回的先前的value值 size -= safeSizeOf(key, previous); } } if (previous != null) { entryRemoved(false, key, previous, value); } trimToSize(maxSize); return previous; } /** * @param maxSize the maximum size of the cache before returning. May be -1 * to evict even 0-sized elements. * 清空cache空间 */ private void trimToSize(int maxSize) { while (true) { K key; V value; synchronized (this) { if (size < 0 || (map.isEmpty() && size != 0)) { throw new IllegalStateException(getClass().getName() + ".sizeOf() is reporting inconsistent results!"); } if (size <= maxSize) { break; } Map.Entry<K, V> toEvict = map.eldest(); if (toEvict == null) { break; } key = toEvict.getKey(); value = toEvict.getValue(); map.remove(key); size -= safeSizeOf(key, value); evictionCount++; } entryRemoved(true, key, value, null); } } /** * Removes the entry for {@code key} if it exists. * 删除key相应的cache项,返回相应的value * @return the previous value mapped by {@code key}. */ public final V remove(K key) { if (key == null) { throw new NullPointerException("key == null"); } V previous; synchronized (this) { previous = map.remove(key); if (previous != null) { size -= safeSizeOf(key, previous); } } if (previous != null) { entryRemoved(false, key, previous, null); } return previous; } /** * Called for entries that have been evicted or removed. This method is * invoked when a value is evicted to make space, removed by a call to * {@link #remove}, or replaced by a call to {@link #put}. The default * implementation does nothing. * 当item被回收或者删掉时调用。改方法当value被回收释放存储空间时被remove调用, * 或者替换item值时put调用,默认实现什么都没做。 * <p>The method is called without synchronization: other threads may * access the cache while this method is executing. * * @param evicted true if the entry is being removed to make space, false * if the removal was caused by a {@link #put} or {@link #remove}. * true---为释放空间被删除;false---put或remove导致 * @param newValue the new value for {@code key}, if it exists. If non-null, * this removal was caused by a {@link #put}. Otherwise it was caused by * an eviction or a {@link #remove}. */ protected void entryRemoved(boolean evicted, K key, V oldValue, V newValue) {} /** * Called after a cache miss to compute a value for the corresponding key. * Returns the computed value or null if no value can be computed. The * default implementation returns null. * 当某Item丢失时会调用到,返回计算的相应的value或者null * <p>The method is called without synchronization: other threads may * access the cache while this method is executing. * * <p>If a value for {@code key} exists in the cache when this method * returns, the created value will be released with {@link #entryRemoved} * and discarded. This can occur when multiple threads request the same key * at the same time (causing multiple values to be created), or when one * thread calls {@link #put} while another is creating a value for the same * key. */ protected V create(K key) { return null; } private int safeSizeOf(K key, V value) { int result = sizeOf(key, value); if (result < 0) { throw new IllegalStateException("Negative size: " + key + "=" + value); } return result; } /** * Returns the size of the entry for {@code key} and {@code value} in * user-defined units. The default implementation returns 1 so that size * is the number of entries and max size is the maximum number of entries. * 返回用户定义的item的大小,默认返回1代表item的数量,最大size就是最大item值 * <p>An entry's size must not change while it is in the cache. */ protected int sizeOf(K key, V value) { return 1; } /** * Clear the cache, calling {@link #entryRemoved} on each removed entry. * 清空cacke */ public final void evictAll() { trimToSize(-1); // -1 will evict 0-sized elements } /** * For caches that do not override {@link #sizeOf}, this returns the number * of entries in the cache. For all other caches, this returns the sum of * the sizes of the entries in this cache. */ public synchronized final int size() { return size; } /** * For caches that do not override {@link #sizeOf}, this returns the maximum * number of entries in the cache. For all other caches, this returns the * maximum sum of the sizes of the entries in this cache. */ public synchronized final int maxSize() { return maxSize; } /** * Returns the number of times {@link #get} returned a value that was * already present in the cache. */ public synchronized final int hitCount() { return hitCount; } /** * Returns the number of times {@link #get} returned null or required a new * value to be created. */ public synchronized final int missCount() { return missCount; } /** * Returns the number of times {@link #create(Object)} returned a value. */ public synchronized final int createCount() { return createCount; } /** * Returns the number of times {@link #put} was called. */ public synchronized final int putCount() { return putCount; } /** * Returns the number of values that have been evicted. * 返回被回收的数量 */ public synchronized final int evictionCount() { return evictionCount; } /** * Returns a copy of the current contents of the cache, ordered from least * recently accessed to most recently accessed. 返回当前cache的副本,从最近最少访问到最多访问 */ public synchronized final Map<K, V> snapshot() { return new LinkedHashMap<K, V>(map); } @Override public synchronized final String toString() { int accesses = hitCount + missCount; int hitPercent = accesses != 0 ? (100 * hitCount / accesses) : 0; return String.format("LruCache[maxSize=%d,hits=%d,misses=%d,hitRate=%d%%]", maxSize, hitCount, missCount, hitPercent); } }