• LRU缓存机制(基于LinkedHashMap)


    运用你所掌握的数据结构,设计和实现一个  LRU (最近最少使用) 缓存机制。它应该支持以下操作: 获取数据 get 和 写入数据 put 。
     
    获取数据 get(key) - 如果关键字 (key) 存在于缓存中,则获取关键字的值(总是正数),否则返回 -1。
    写入数据 put(key, value) - 如果关键字已经存在,则变更其数据值;如果关键字不存在,则插入该组「关键字/值」。当缓存容量达到上限时,它应该在写入新数据之前删除最久未使用的数据值,从而为新的数据值留出空间。
     
     
     
    进阶:
     
    你是否可以在 O(1) 时间复杂度内完成这两种操作?
     
     
     
    示例:
     
    LRUCache cache = new LRUCache( 2 /* 缓存容量 */ );
     
    cache.put(1, 1);
    cache.put(2, 2);
    cache.get(1); // 返回 1
    cache.put(3, 3); // 该操作会使得关键字 2 作废
    cache.get(2); // 返回 -1 (未找到)
    cache.put(4, 4); // 该操作会使得关键字 1 作废
    cache.get(1); // 返回 -1 (未找到)
    cache.get(3); // 返回 3
    cache.get(4); // 返回 4
     
    来源:力扣(LeetCode)
    链接:https://leetcode-cn.com/problems/lru-cache
    著作权归领扣网络所有。商业转载请联系官方授权,非商业转载请注明出处。
     
    实现思路:查找和插入的时间复杂度都需要是O(1),那么只能通过hash表+双向链表的方式实现(LinkedHashMap就是这种方式),所以这里直接通过继承LinkedHashMap的方式进行实现。
     
    通过LinkedHashMap的源码可以知道,在LinkedHashMap构造方法中,多了一个AccessOrder字段,这是一个Boolean类型字段,标识插入数据的排序类型(false 为插入顺序,true为访问顺序),所以这里我们需要设置为true。
     

    /**
    * Returns <tt>true</tt> if this map should remove its eldest entry.
    * This method is invoked by <tt>put</tt> and <tt>putAll</tt> after
    * inserting a new entry into the map. It provides the implementor
    * with the opportunity to remove the eldest entry each time a new one
    * is added. This is useful if the map represents a cache: it allows
    * the map to reduce memory consumption by deleting stale entries.
    *
    * <p>Sample use: this override will allow the map to grow up to 100
    * entries and then delete the eldest entry each time a new entry is
    * added, maintaining a steady state of 100 entries.
    * <pre>
    * private static final int MAX_ENTRIES = 100;
    *
    * protected boolean removeEldestEntry(Map.Entry eldest) {
    * return size() &gt; MAX_ENTRIES;
    * }
    * </pre>
    *
    * <p>This method typically does not modify the map in any way,
    * instead allowing the map to modify itself as directed by its
    * return value. It <i>is</i> permitted for this method to modify
    * the map directly, but if it does so, it <i>must</i> return
    * <tt>false</tt> (indicating that the map should not attempt any
    * further modification). The effects of returning <tt>true</tt>
    * after modifying the map from within this method are unspecified.
    *
    * <p>This implementation merely returns <tt>false</tt> (so that this
    * map acts like a normal map - the eldest element is never removed).
    *
    * @param eldest The least recently inserted entry in the map, or if
    * this is an access-ordered map, the least recently accessed
    * entry. This is the entry that will be removed it this
    * method returns <tt>true</tt>. If the map was empty prior
    * to the <tt>put</tt> or <tt>putAll</tt> invocation resulting
    * in this invocation, this will be the entry that was just
    * inserted; in other words, if the map contains a single
    * entry, the eldest entry is also the newest.
    * @return <tt>true</tt> if the eldest entry should be removed
    * from the map; <tt>false</tt> if it should be retained.
    */
    protected boolean removeEldestEntry(Map.Entry<K,V> eldest) {
    return false;
    }
     
    通过以上注释,可以知道,如果我们想出发LRU,只需要重写removeEldestEntry控制什么时候返回true就可以实现了。
     
    具体代码如下:
    class LRUCache {
     
        private SelfMap map;
     
        public LRUCache(int capacity) {
            map = new SelfMap(capacity,0.75f,true);
        }
     
        public int get(int key) {
           return Integer.valueOf(map.get(key).toString());
        }
     
        public void put(int key, int value) {
            map.put(key, value);
        }
     
        class SelfMap extends LinkedHashMap{
            private int cap;
     
     
            public SelfMap(int initialCapacity, float loadFactor, boolean accessOrder) {
                super(initialCapacity, loadFactor, accessOrder);
                this.cap = initialCapacity;
            }
     
            public SelfMap(int initialCapacity) {
                super(initialCapacity);
                this.cap = initialCapacity;
            }
     
     
     
            @Override
            protected boolean removeEldestEntry(Map.Entry eldest) {
               return this.size()  > this.cap;
            }
     
            public Object get(int key) {
                return super.getOrDefault(key, -1);
            }
     
            public Object put(int key, int value) {
                return super.put(key, value);
            }
     
     
        }
    }
     
    力扣执行结果:

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  • 原文地址:https://www.cnblogs.com/ymqj520/p/13634002.html
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