ALOHA-KV:高性能只读和只写分布式事务

Hua Fan, W. Golab, C. B. Morrey
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引用次数: 7

摘要

在最近的数据库研究中,有一种趋势是在一个长期存在的假设下追求避免协调和较弱的事务隔离:读写或写写冲突下并发的可序列化事务需要昂贵的同步,因此可能会在性能方面付出高昂的代价。特别是,自动访问多个数据项的分布式事务被认为是代价高昂的。它们需要对事务隔离进行并发控制,因为读写冲突和写写冲突都是可能的,并且它们依赖于分布式承诺协议来确保出现故障时的原子性。本文以可序列化的只读和只写分布式事务作为反例,说明尽管存在冲突,但并发事务可以以低开销并行处理。受开槽ALOHA网络协议的启发,我们为可串行化的只读只读事务提出了一个更简单、更精简的协议,它只使用一次往返来提交事务,在没有故障的情况下,无论是否存在争用。我们的设计以基于时代的并发控制(ECC)机制为中心,该机制可以最大限度地减少同步冲突,并使用少量的额外消息,其成本在许多事务中分摊。我们将该协议集成到ALOHA-KV中,ALOHA-KV是一个可扩展的分布式键值存储,用于只读只读事务,并证明当每个事务将数千个这样的操作批处理在一起时,系统可以在每个服务器上每秒处理近1500万个读/写操作。
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ALOHA-KV: high performance read-only and write-only distributed transactions
There is a trend in recent database research to pursue coordination avoidance and weaker transaction isolation under a long-standing assumption: concurrent serializable transactions under read-write or write-write conflicts require costly synchronization, and thus may incur a steep price in terms of performance. In particular, distributed transactions, which access multiple data items atomically, are considered inherently costly. They require concurrency control for transaction isolation since both read-write and write-write conflicts are possible, and they rely on distributed commitment protocols to ensure atomicity in the presence of failures. This paper presents serializable read-only and write-only distributed transactions as a counterexample to show that concurrent transactions can be processed in parallel with low-overhead despite conflicts. Inspired by the slotted ALOHA network protocol, we propose a simpler and leaner protocol for serializable read-only write-only transactions, which uses only one round trip to commit a transaction in the absence of failures irrespective of contention. Our design is centered around an epoch-based concurrency control (ECC) mechanism that minimizes synchronization conflicts and uses a small number of additional messages whose cost is amortized across many transactions. We integrate this protocol into ALOHA-KV, a scalable distributed key-value store for read-only write-only transactions, and demonstrate that the system can process close to 15 million read/write operations per second per server when each transaction batches together thousands of such operations.
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