Design of Database Systems with DRAM-only Heterogeneous Memory Architecture

Yifan Qiao
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引用次数: 2

Abstract

This thesis advocates a novel DRAM-only strategy to reduce the computing system memory cost for the first time, and investigates its applications to database systems. This thesis envisions a low-cost DRAM module called block-protected DRAM, which reduces bit cost by significantly relaxing the DRAM raw reliability and meanwhile employs long error correction code (ECC) to ensure data integrity at small coding redundancy. Built upon the exactly same DRAM technology, today’s byte-accessible DRAM and envisioned block-protected DRAM strike at different trade-offs between memory bit cost and native data access granularity, and naturally form a heterogeneous DRAM-only memory system. The practical feasibility of such heterogeneous memory systems is further strengthened by the new media-agnostic and latency-oblivious CPU-memory interfaces such as IBM’s OpenCAPI/OMI and Intel’s CXL. This DRAM-only design approach perfectly leverages the existing DRAM manufacturing infrastructure and is not subject to any fundamental technology risk and uncertainty. Hence, before NVM technologies could eventually fulfill their long-awaited promises (i.e., DRAM-grade speed at flash-grade cost), this DRAM-only design framework can fill the gap to empower continuous progress and advances of computing systems. This thesis aims to develop techniques that enable relational and NoSQL databases to take full advantage of the envisioned low-cost heterogeneous DRAM system. As the first step, we studied how one could employ heterogeneous DRAM to implement a low-cost tiered caching solution for relational database, and obtained encouraging results using MySQL as a test vehicle.
基于异构内存架构的数据库系统设计
本文首次提出了一种新的全内存策略来降低计算系统的内存成本,并对其在数据库系统中的应用进行了研究。本文设想了一种低成本的DRAM模块,称为块保护DRAM,它通过显著降低DRAM原始可靠性来降低比特成本,同时采用长纠错码(ECC)来确保小编码冗余下的数据完整性。基于完全相同的DRAM技术,今天的字节可访问DRAM和预期的块保护DRAM在内存位成本和本机数据访问粒度之间进行了不同的权衡,自然形成了异构的DRAM存储系统。IBM的OpenCAPI/OMI和Intel的CXL等新的与媒体无关和延迟无关的cpu -内存接口进一步加强了这种异构存储系统的实际可行性。这种纯DRAM设计方法完美地利用了现有的DRAM制造基础设施,不受任何基础技术风险和不确定性的影响。因此,在NVM技术最终实现其期待已久的承诺(即以闪存级成本实现dram级速度)之前,这种仅使用dram的设计框架可以填补空白,从而使计算系统不断进步和进步。本论文旨在开发技术,使关系数据库和NoSQL数据库能够充分利用所设想的低成本异构DRAM系统。作为第一步,我们研究了如何使用异构DRAM来实现关系数据库的低成本分层缓存解决方案,并使用MySQL作为测试工具获得了令人鼓舞的结果。
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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