Cache 基础知识

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缓存失效 Cache Invalidation

名称 释义 优点 缺点
Write-through cache 数据同时写入缓存和数据库中 <ul><li>保持缓存和数据库的数据一致性</li><li>允许写入后快速读取</li><li>系统故障如断电时不会丢失数据</li></ul> 写操作的 latency 较高
Write-around cache 数据绕过缓存直接写入数据库中 减轻缓存写的压力 读取最近写入的数据时,会发生 cache miss,再从数据库中读,这会产生较高的读延迟
Write-back cache 数据写入缓存后,一次请求就结束了,返回给客户端。对数据库的写操作会后续再执行(比如满足特定条件或者一段时间后) 对于写操作密集的应用,带来低延迟和高吞吐量 系统故障时可能会丢数据

缓存驱逐策略 Cache eviction policies

常见的策略有:

  1. First In First Out (FIFO): The cache evicts the first block accessed first without any regard to how often or how many times it was accessed before.
  2. Last In First Out (LIFO): The cache evicts the block accessed most recently first without any regard to how often or how many times it was accessed before.
  3. Least Recently Used (LRU): Discards the least recently used items first.
  4. Most Recently Used (MRU): Discards, in contrast to LRU, the most recently used items first.
  5. Least Frequently Used (LFU): Counts how often an item is needed. Those that are used least often are discarded first.
  6. Random Replacement (RR): Randomly selects a candidate item and discards it to make space when necessary.

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