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AQUAS: A quality-aware scheduler for NoSQL data stores

机译:Aquas:用于NoSQL数据商店的质量感知计划程序

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NoSQL key-value data stores provide an attractive solution for big data management. With the help of data partitioning and replication, those data stores achieve higher levels of availability, scalability and reliability. Such design choices typically exhibit a tradeoff in which data freshness is sacrificed in favor of reduced access latency. At the replica-level, this tradeoff is primarily shaped by the resource allocation strategies deployed for managing the processing of user queries and replica updates. In this demonstration, we showcase AQUAS: a quality-aware scheduler for Cassandra, which allows application developers to specify requirements on quality of service (QoS) and quality of data (QoD). AQUAS efficiently allocates the available replica resources to execute the incoming read/write tasks so that to minimize the penalties incurred by violating those requirements. We demonstrate AQUAS based on our implementation of a microblogging system.
机译:NoSQL键值数据商店为大数据管理提供了一种有吸引力的解决方案。在数据分区和复制的帮助下,这些数据存储可以实现更高级别的可用性,可伸缩性和可靠性。这种设计选择通常表现出折衷,其中牺牲了数据新鲜度,以支持降低的访问延迟。在副本级别,此权衡主要由部署的资源分配策略来管理用户查询和副本更新的处理。在这次演示中,我们展示了Aquas:Cassandra的质量意识调度程序,它允许应用程序开发人员指定服务质量(QoS)和数据质量(Qod)的要求。 Aquas有效地分配可用的副本资源来执行传入的读/写任务,以尽量减少通过违反这些要求而产生的罚款。我们展示了基于我们的微博系统的实现。

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