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Analysis of Dynamic Load Balancing Strategies for Parallel Shared Nothing Database Systems

机译:并行分享的动态负载平衡策略分析并不数据库系统

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Parallel database systems have to support both inter-transaction as well as intra-transaction parallelism. Inter-transaction parallelism (multi-user mode) is required to achieve high throughput, in particular for OLTP transactions, and sufficient cost-effectiveness. Intra-transaction parallelism is a prerequisite for reducing the response time of complex and data-intensive transactions (queries). In order to achieve both goals dynamic strategies for load balancing and scheduling are necessary which take the current system state into account for allocating transactions and subqueries to processors and for determining the degree of intra-transaction parallelism. We study the load balancing problem for parallel join processing in Shared Nothing database systems. In these systems, join processing is typically based on a dynamic redistribution of relations to join processors thus making dynamic load balancing strategies feasible. In particular, we study the performance of dynamic load balancing strategies for determining the number of join processors and for selection of the join processors. In contrast to previous studies on parallel join processing, we present a multi-user performance analysis for both homogeneous and heterogeneous/mixed workloads as well as for different database allocations.
机译:并行数据库系统必须支持交易间交易以及交易内部的并行性。需要间交际并行性(多用户模式)来实现高吞吐量,特别是对于OLTP事务以及足够的成本效益。交易内并行性是减少复杂和数据密集型交易的响应时间(查询)的先决条件。为了实现两个目标,负载平衡和调度的动态策略都需要考虑当前系统状态,以便将事务和子查询分配给处理器,并确定内部交易程度的程度。我们在共享的数据库系统中研究了并行加入处理的负载平衡问题。在这些系统中,加入处理通常基于与连接处理器的关系的动态重新分布,从而使动态负载平衡策略可行。特别是,我们研究动态负载平衡策略的性能,以确定加入处理器的数量和选择加入处理器。与先前的并行加入处理的研究相比,我们为同一性和异构/混合工作负载以及不同的数据库分配给出了多用户性能分析。

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