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Heat-based dynamic data caching: A load balancing strategy for energy-efficient parallel storage systems with buffer disks

机译:基于热量的动态数据缓存:具有缓冲磁盘的节能并行存储系统的负载均衡策略

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Performance improvement and energy conservation are two conflicting objectives in large scale parallel storage systems. In this paper, we propose a novel solution to achieve the twin objectives of maximizing performance and minimizing energy consumption of parallel storage systems. Specifically, a buffer-disk based architecture (BUD for short) is designed to conserve energy. A heat-based dynamic data caching strategy is developed to improve performance. The BUD architecture strives to allocate as many requests as possible to buffer disks, thereby keeping a large number of idle data disks in low-power states. This can provide significant opportunities for energy conservation while making buffer disks a potential performance bottleneck. The heat-based data caching strategy aims to achieve good load balancing in buffer disks and alleviate overall performance degradation caused by unbalanced workload. Our experimental results have shown that the proposed BUD framework and dynamic data caching strategy are able to conserve energy by 84.4% for small reads and 78.8% for large reads with slightly degraded response time.
机译:在大规模并行存储系统中,性能改进和节能是两个相互矛盾的目标。在本文中,我们提出了一种新颖的解决方案,以实现最大化并行存储系统性能和最小化能耗的双重目标。具体而言,基于缓冲磁盘的体系结构(简称BUD)旨在节省能源。开发了基于热量的动态数据缓存策略以提高性能。 BUD体系结构努力为缓冲区磁盘分配尽可能多的请求,从而使大量空闲数据磁盘保持在低功耗状态。这可以为节能提供大量机会,同时使缓冲磁盘成为潜在的性能瓶颈。基于热量的数据缓存策略旨在在缓冲磁盘中实现良好的负载平衡,并缓解由于工作负载不平衡而导致的整体性能下降。我们的实验结果表明,所提出的BUD框架和动态数据缓存策略对于小读取可以节省84.4%的能量,而对于大读取则可以节省78.8%的能量,并且响应时间略有下降。

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