请你设计并实现一个满足 LRU (最近最少使用) 缓存 约束的数据结构。
实现 LRUCache
类:
LRUCache(int capacity)
以 正整数 作为容量capacity
初始化 LRU 缓存int get(int key)
如果关键字key
存在于缓存中,则返回关键字的值,否则返回-1
。void put(int key, int value)
如果关键字key
已经存在,则变更其数据值value
;如果不存在,则向缓存中插入该组key-value
。如果插入操作导致关键字数量超过capacity
,则应该 逐出 最久未使用的关键字。
函数 get
和 put
必须以 O(1)
的平均时间复杂度运行。
思路一:双向链表
c语言解法
struct LRUInfo{int val;int value;struct LRUInfo* pre;struct LRUInfo* next;
};typedef struct {int top;int total;struct LRUInfo * head;struct LRUInfo * rear;struct LRUInfo lruinfo[10001];
} LRUCache;LRUCache* lRUCacheCreate(int capacity) {LRUCache* obj = calloc(1, sizeof(LRUCache));obj->total = capacity;obj->head = calloc(1, sizeof(struct LRUInfo));obj->rear = calloc(1, sizeof(struct LRUInfo));obj->head->next = obj->rear;obj->rear->pre = obj->head;return obj;
}int lRUCacheGet(LRUCache* obj, int key) {if (obj->lruinfo[key].val == 1) {obj->lruinfo[key].pre->next = obj->lruinfo[key].next;obj->lruinfo[key].next->pre = obj->lruinfo[key].pre;obj->rear->pre->next = obj->lruinfo + key;obj->lruinfo[key].pre = obj->rear->pre;obj->lruinfo[key].next = obj->rear;obj->rear->pre = obj->lruinfo + key;return obj->lruinfo[key].value;}return -1;
}void lRUCachePut(LRUCache* obj, int key, int value) {if (obj->lruinfo[key].val == 0 && obj->top < obj->total) {(obj->top)++;obj->rear->pre->next = obj->lruinfo + key;obj->lruinfo[key].pre = obj->rear->pre;obj->lruinfo[key].next = obj->rear;obj->lruinfo[key].val = 1;obj->lruinfo[key].value = value;obj->rear->pre = obj->lruinfo + key;} else if (obj->lruinfo[key].val == 1){obj->lruinfo[key].pre->next = obj->lruinfo[key].next;obj->lruinfo[key].next->pre = obj->lruinfo[key].pre;obj->rear->pre->next = obj->lruinfo + key;obj->lruinfo[key].pre = obj->rear->pre;obj->lruinfo[key].next = obj->rear;obj->lruinfo[key].value = value;obj->rear->pre = obj->lruinfo + key;} else if (obj->lruinfo[key].val == 0 && obj->top >= obj->total && obj->head->next != NULL) {obj->lruinfo[key].val = 1;obj->lruinfo[key].value = value;obj->rear->pre->next = obj->lruinfo + key;obj->lruinfo[key].pre = obj->rear->pre;obj->lruinfo[key].next = obj->rear;obj->rear->pre = obj->lruinfo + key;obj->head->next->val = 0;obj->head->next = obj->head->next->next;obj->head->next->pre = obj->head; }return;
}void lRUCacheFree(LRUCache* obj) {free(obj);
}/*** Your LRUCache struct will be instantiated and called as such:* LRUCache* obj = lRUCacheCreate(capacity);* int param_1 = lRUCacheGet(obj, key);* lRUCachePut(obj, key, value);* lRUCacheFree(obj);
*/
分析:
本题要实现LRU缓存实现双向链表的各个操作后即可解决,删除方法利用前驱节点的指针才能满足O(1)的时间复杂度,get方法利用前驱节点达到O(1)的时间复杂度
总结:
本题考察对LRU缓存的实现,考虑到各个方法的实现的时间复杂度要求在O(1),所以采用双向链表保证时间复杂度,最后实现各个方法即可解决