SMR-X: Flexible Parallel State Machine Replication for Cloud Computing

Meng Zhou, Weigang Wu, Zhiguang Chen, Nong Xiao
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Abstract

State Machine Replication (SMR) is a fundamental fault tolerant technique for distributed systems. SMR traditionally requires sequential execution of commands at each replica node, so as to guarantee strong consistency among replicas. To achieve high performance at large scale cloud datacenters, SMR has been parallelized by employing multiple threads at each replica. In this paper, we propose SMR-X, a novel parallel SMR scheme, which realizes flexible mapping of commands for parallel executing at each replica. The mapping between clients' requests and work threads is dynamically adjusted according to the load level of work threads. Therefore, workloads of different threads can be well balanced and high system throughput can be achieved. The major challenge in our work lies in the inconsistency problem caused by dynamic changes in request-thread mapping. To cope with this, we design delicate mechanisms to synchronize mapping function, so that strong consistency among replicas can be guaranteed. The correctness of the proposed scheme is rigorously proved and its performance is evaluated via simulations. Simulation results show that SMR-X can achieve better load balance and lower access latency than existing parallel SMR schemes.
SMR-X:用于云计算的灵活并行状态机复制
状态机复制(SMR)是分布式系统的基本容错技术。传统的SMR要求在每个副本节点上顺序执行命令,以保证副本之间的强一致性。为了在大规模云数据中心实现高性能,SMR通过在每个副本上使用多个线程来并行化。在本文中,我们提出了一种新的并行SMR方案SMR- x,它实现了命令的灵活映射,以便在每个副本上并行执行。根据工作线程的负载级别动态调整客户端请求与工作线程之间的映射。因此,可以很好地平衡不同线程的工作负载,实现较高的系统吞吐量。我们工作中的主要挑战在于请求-线程映射中的动态变化所引起的不一致问题。为了解决这个问题,我们设计了精细的机制来同步映射功能,从而保证了副本之间的强一致性。严格证明了该方案的正确性,并通过仿真对其性能进行了评价。仿真结果表明,与现有的并行SMR方案相比,SMR- x能够实现更好的负载均衡和更低的访问延迟。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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