Scalable persistent storage for Erlang: theory and practice

A. Ghaffari, Natalia Chechina, P. Trinder, Jon Meredith
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引用次数: 12

Abstract

The many core revolution makes scalability a key property. The RELEASE project aims to improve the scalability of Erlang on emergent commodity architectures with 100,000 cores. Such architectures require scalable and available persistent storage on up to 100 hosts. We enumerate the requirements for scalable and available persistent storage, and evaluate four popular Erlang DBMSs against these requirements. This analysis shows that Mnesia and CouchDB are not suitable persistent storage at our target scale, but Dynamo-like NoSQL DataBase Management Systems (DBMSs) such as Cassandra and Riak potentially are. We investigate the current scalability limits of the Riak 1.1.1 NoSQL DBMS in practice on a 100-node cluster. We establish for the first time scientifically the scalability limit of Riak as 60 nodes on the Kalkyl cluster, thereby confirming developer folklore. We show that resources like memory, disk, and network do not limit the scalability of Riak. By instrumenting Erlang/OTP and Riak libraries we identify a specific Riak functionality that limits scalability. We outline how later releases of Riak are refactored to eliminate the scalability bottlenecks. We conclude that Dynamo-style NoSQL DBMSs provide scalable and available persistent storage for Erlang in general, and for our RELEASE target architecture in particular.
Erlang的可伸缩持久存储:理论与实践
许多核心革命使可伸缩性成为一个关键属性。RELEASE项目旨在提高Erlang在100,000个核心的新兴商品架构上的可伸缩性。这种体系结构需要在多达100台主机上使用可扩展且可用的持久存储。我们列举了可伸缩和可用的持久性存储的需求,并根据这些需求评估了四种流行的Erlang dbms。这个分析表明,Mnesia和CouchDB不适合我们的目标规模的持久存储,但是像Cassandra和Riak这样的类似dynamo的NoSQL数据库管理系统(dbms)可能是合适的。我们研究了Riak 1.1.1 NoSQL DBMS在100节点集群上的可扩展性限制。我们首次科学地确定了Riak在Kalkyl集群上的可扩展性限制为60个节点,从而证实了开发者的说法。我们展示了内存、磁盘和网络等资源不会限制Riak的可伸缩性。通过检测Erlang/OTP和Riak库,我们确定了限制可伸缩性的特定Riak功能。我们概述了Riak的后续版本是如何重构以消除可伸缩性瓶颈的。我们得出的结论是,dynamo风格的NoSQL dbms通常为Erlang提供可伸缩和可用的持久存储,特别是为我们的RELEASE目标体系结构。
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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