数据库管理系统中可扩展性瓶颈的分析与解决方法

T. Horikawa, Akira Fukuda
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引用次数: 1

摘要

多核系统在性能特征上与传统的多处理器系统不同,有时其行为方式对我们来说并不熟悉。这可能导致我们面临未知原因的性能问题,需要很长时间才能解决这些问题。为了解决这些情况,我们必须通过大量的案例研究来积累有关多核系统性能的技术和专业知识。本文描述了一个多核系统与MySQL执行DBT-1事务时的异常现象的案例研究;当系统吞吐量随着内核数量的增加而降低时,就会出现可伸缩性瓶颈。通过对系统的多次测量分析,发现问题是由硬件和软件两个不同层的瓶颈相互作用引起的,而这在传统系统中是很难发现的。通过引入分析结果所建议的新开发的锁机制,缓解了硬件层的瓶颈。尽管问题可能是系统特有的,但是我们相信,用于确定根本原因的方法和过程可广泛用于各种可伸缩性瓶颈。
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A method for analysis and solution of scalability bottleneck in DBMS
Many-core systems differ from traditional multi-processor systems in performance characteristics and sometimes behave in unfamiliar ways for us. This can lead us facing performance troubles from unknown causes, requiring long time to fix them. To address those situations it is important for us to accumulate technology and know-how on performance of multi-core systems through a plenty of case studies. This paper describes a case study on unusual phenomena of a many-core based system in executing DBT-1 transactions with MySQL; where system throughput was decreased with the increase of the number of cores, an appearance of a scalability bottleneck. The root-cause analysis based on several measurements of the system has succeeded to reveal that the problem was caused from an interaction between two bottlenecks at the different layers, hardware and software, which is hardly found in traditional systems. The bottleneck at the hardware layer has been alleviated by introducing a newly developed lock mechanism that the analysis results suggested. Although the problem may be particular to the system, we, however, believe that the method and process to identify the root cause are of wide use for various scalability bottlenecks.
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