redis 数据删除策略和逐出算法

数据存储和有效期#
在 redis 工作流程中，过期的数据并不需要马上就要执行删除操作。因为这些删不删除只是一种状态表示，可以异步的去处理，在不忙的时候去把这些不紧急的删除操作做了，从而保证 redis 的高效

数据的存储#
在redis中数据的存储不仅仅需要保存数据本身还要保存数据的生命周期，也就是过期时间。在redis 中数据的存储结构如下图：

获取有效期#
Redis是一种内存级数据库，所有数据均存放在内存中，内存中的数据可以通过TTL指令获取其状态

删除策略#
在内存占用与CPU占用之间寻找一种平衡，顾此失彼都会造成整体redis性能的下降，甚至引发服务器宕机或内存泄漏。

定时删除#
创建一个定时器，当key设置过期时间，且过期时间到达时，由定时器任务立即执行对键的删除操作

优点#
节约内存，到时就删除，快速释放掉不必要的内存占用

缺点#
CPU压力很大，无论CPU此时负载多高，均占用CPU，会影响redis服务器响应时间和指令吞吐量

总结#
用处理器性能换取存储空间

惰性删除#
数据到达过期时间，不做处理。等下次访问该数据，如果未过期，返回数据。发现已经过期，删除，返回不存在。这样每次读写数据都需要检测数据是否已经到达过期时间。也就是惰性删除总是在数据的读写时发生的。

expireIfNeeded函数#
对所有的读写命令进行检查，检查操作的对象是否过期。过期就删除返回过期，不过期就什么也不做～。

执行数据写入过程中，首先通过expireIfNeeded函数对写入的key进行过期判断。

Copy
/*

为执行写入操作而取出键 key 在数据库 db 中的值。
和 lookupKeyRead 不同，这个函数不会更新服务器的命中/不命中信息。
找到时返回值对象，没找到返回 NULL 。
*/
robj *lookupKeyWrite(redisDb *db, robj *key) {

// 删除过期键
expireIfNeeded(db,key);

// 查找并返回 key 的值对象
return lookupKey(db,key);
}
执行数据读取过程中，首先通过expireIfNeeded函数对写入的key进行过期判断。

Copy
/*

为执行读取操作而取出键 key 在数据库 db 中的值。
并根据是否成功找到值，更新服务器的命中/不命中信息。
找到时返回值对象，没找到返回 NULL 。
*/
robj *lookupKeyRead(redisDb *db, robj *key) {
robj *val;

// 检查 key 释放已经过期
expireIfNeeded(db,key);

// 从数据库中取出键的值
val = lookupKey(db,key);

// 更新命中/不命中信息
if (val == NULL)
server.stat_keyspace_misses++;
else
server.stat_keyspace_hits++;

// 返回值
return val;
}
执行过期动作expireIfNeeded其实内部做了三件事情，分别是：

查看key判断是否过期
向slave节点传播执行过期key的动作并发送事件通知
删除过期key
Copy
/*

检查 key 是否已经过期，如果是的话，将它从数据库中删除。
返回 0 表示键没有过期时间，或者键未过期。
返回 1 表示键已经因为过期而被删除了。
*/
int expireIfNeeded(redisDb *db, robj *key) {

// 取出键的过期时间
mstime_t when = getExpire(db,key);
mstime_t now;

// 没有过期时间
if (when < 0) return 0; /* No expire for this key */

/* Don’t expire anything while loading. It will be done later. */
// 如果服务器正在进行载入，那么不进行任何过期检查
if (server.loading) return 0;

// 当服务器运行在 replication 模式时
// 附属节点并不主动删除 key
// 它只返回一个逻辑上正确的返回值
// 真正的删除操作要等待主节点发来删除命令时才执行
// 从而保证数据的同步
if (server.masterhost != NULL) return now > when;

// 运行到这里，表示键带有过期时间，并且服务器为主节点

/* Return when this key has not expired */
// 如果未过期，返回 0
if (now <= when) return 0;

/* Delete the key */
server.stat_expiredkeys++;

// 向 AOF 文件和附属节点传播过期信息
propagateExpire(db,key);

// 发送事件通知
notifyKeyspaceEvent(REDIS_NOTIFY_EXPIRED,
“expired”,key,db->id);

// 将过期键从数据库中删除
return dbDelete(db,key);
}
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