Q100: the architecture and design of a database processing unit

Lisa Wu, A. Lottarini, Timothy K. Paine, Martha A. Kim, K. A. Ross
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引用次数: 171

Abstract

In this paper, we propose Database Processing Units, or DPUs, a class of domain-specific database processors that can efficiently handle database applications. As a proof of concept, we present the instruction set architecture, microarchitecture, and hardware implementation of one DPU, called Q100. The Q100 has a collection of heterogeneous ASIC tiles that process relational tables and columns quickly and energy-efficiently. The architecture uses coarse grained in- structions that manipulate streams of data, thereby maximizing pipeline and data parallelism, and minimizing the need to time multiplex the accelerator tiles and spill inter- mediate results to memory. This work explores a Q100 de- sign space of 150 configurations, selecting three for further analysis: a small, power-conscious implementation, a high- performance implementation, and a balanced design that maximizes performance per Watt. We then demonstrate that the power-conscious Q100 handles the TPC-H queries with three orders of magnitude less energy than a state of the art software DBMS, while the performance-oriented design out- performs the same DBMS by 70X.
Q100:数据库处理单元的体系结构和设计
在本文中,我们提出了数据库处理单元(dpu),这是一类领域特定的数据库处理器,可以有效地处理数据库应用程序。作为概念证明,我们提出了指令集体系结构、微体系结构和一个称为Q100的DPU的硬件实现。Q100有一组异构的ASIC块,可以快速高效地处理关系表和列。该体系结构使用粗粒度内指令来操作数据流,从而最大限度地提高管道和数据并行性,并最大限度地减少对加速块的时间复用和将中间结果溢出到内存的需求。这项工作探索了Q100的150种配置的设计空间,选择了三种进行进一步分析:小型,功耗意识实现,高性能实现和平衡设计,最大限度地提高每瓦特性能。然后,我们演示了具有功耗意识的Q100处理TPC-H查询的能耗比最先进的软件DBMS低三个数量级,而面向性能的设计将相同DBMS的性能提高了70倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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