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Dealing with Query Contention Issue in Real-time Data Warehouses by Dynamic Multi-level Caches

机译:动态多层缓存处理实时数据仓库中的查询争用问题

摘要

The issue of query contention and scalability is the most difcult issue facing organizations deploying real-time data warehouse s olutions. The contention between complex se-lects and continuous inserts tends to severely limit the scal-ability of the data warehouses. I n this paper, we present a new method called dynamic multi-level caches, to effec-tively deal with the problem of query contention and scal-ability in real-time data warehouses. We differentiate be-tween queries with various data freshness requirements, and use multi-level caches to satisfy these different require-ments. Every query arriving at the system will be automat-ically redirected to the corresponding cache to access the required data, which means that the query loads are dis-tributed to multi-level caches instead of becoming blocked in the only one cache due to the contention between query and update operations. Extensive experiments on s everal real datasets s how that our method can effectively balance the query loads among multi-level caches and achieve desirable system performance.
机译:查询争用和可伸缩性问题是部署实时数据仓库解决方案的组织所面临的最困难的问题。复杂的选择和连续的插入之间的争用趋于严重限制数据仓库的可伸缩性。在本文中,我们提出了一种称为动态多层缓存的新方法,可以有效地处理实时数据仓库中的查询争用和可伸缩性问题。我们在具有各种数据新鲜度要求的查询之间进行区分,并使用多级缓存来满足这些不同的要求。到达系统的每个查询都将自动重定向到相应的缓存以访问所需的数据,这意味着查询负载将分配到多级缓存,而不是由于争用而被阻塞在唯一的一个缓存中查询和更新操作之间。在数个真实数据集上进行了广泛的实验,证明了我们的方法如何有效地平衡多级缓存之间的查询负载并达到理想的系统性能。

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