• 146. LRU Cache


    Design and implement a data structure for Least Recently Used (LRU) cache. It should support the following operations: get and put.

    get(key) - Get the value (will always be positive) of the key if the key exists in the cache, otherwise return -1.
    put(key, value) - Set or insert the value if the key is not already present. When the cache reached its capacity, it should invalidate the least recently used item before inserting a new item.

    Follow up:
    Could you do both operations in O(1) time complexity?

    Example:

    LRUCache cache = new LRUCache( 2 /* capacity */ );
    
    cache.put(1, 1);
    cache.put(2, 2);
    cache.get(1);       // returns 1
    cache.put(3, 3);    // evicts key 2
    cache.get(2);       // returns -1 (not found)
    cache.put(4, 4);    // evicts key 1
    cache.get(1);       // returns -1 (not found)
    cache.get(3);       // returns 3
    cache.get(4);       // returns 4
    什么是LRU?
    LRU(least recently used)最近最少使用。
    假设 序列为 4 3 4 2 3 1 4 2
    物理块有3个 则
    首轮 4调入内存 4
    次轮 3调入内存 3 4
    之后 4调入内存 4 3
    之后 2调入内存 2 4 3
    之后 3调入内存 3 2 4
    之后 1调入内存 1 3 2(因为最少使用的是4,所以丢弃4)
    之后 4调入内存 4 1 3(原理同上)
    最后 2调入内存 2 4 1
    import java.util.HashMap;
    
    
    public class LRUCache {
        private HashMap<Integer, DoubleLinkedListNode> map
                = new HashMap<Integer, DoubleLinkedListNode>();
        private DoubleLinkedListNode head;
        private DoubleLinkedListNode end;
        private int capacity;
        private int len;
    
        public LRUCache(int capacity) {
            this.capacity = capacity;
            len = 0;
        }
    
        public int get(int key) {
            if (map.containsKey(key)) {
                DoubleLinkedListNode latest = map.get(key);
                removeNode(latest);
                setHead(latest);
                return latest.val;
            } else {
                return -1;
            }
        }
    
        public void removeNode(DoubleLinkedListNode node) {
            DoubleLinkedListNode cur = node;
            DoubleLinkedListNode pre = cur.pre;
            DoubleLinkedListNode post = cur.next;
    
            if (pre != null) {
                pre.next = post;
            } else {
                head = post;
            }
    
            if (post != null) {
                post.pre = pre;
            } else {
                end = pre;
            }
        }
    
        public void setHead(DoubleLinkedListNode node) {
            node.next = head;
            node.pre = null;
            if (head != null) {
                head.pre = node;
            }
    
            head = node;
            if (end == null) {
                end = node;
            }
        }
    
        public void put(int key, int value) {
            if (map.containsKey(key)) {
                DoubleLinkedListNode oldNode = map.get(key);
                oldNode.val = value;
                removeNode(oldNode);
                setHead(oldNode);
            } else {
                DoubleLinkedListNode newNode =
                        new DoubleLinkedListNode(key, value);
                if (len < capacity) {
                    setHead(newNode);
                    map.put(key, newNode);
                    len++;
                } else {
                    map.remove(end.key);
                    end = end.pre;
                    if (end != null) {
                        end.next = null;
                    }
    
                    setHead(newNode);
                    map.put(key, newNode);
                }
            }
        }
    }
    
    class DoubleLinkedListNode {
        public int val;
        public int key;
        public DoubleLinkedListNode pre;
        public DoubleLinkedListNode next;
    
        public DoubleLinkedListNode(int key, int value) {
            val = value;
            this.key = key;
        }
    
    }
    

      

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  • 原文地址:https://www.cnblogs.com/clarencezzh/p/10919035.html
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