能量感知持久性:减少nvm中基于内存的持久性的能量开销

Sudarsun Kannan, Moinuddin K. Qureshi, Ada Gavrilovska, K. Schwan
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引用次数: 9

摘要

下一代字节可寻址非易失性存储器(nvm),如PCM、Memristor和3D X-Point,是移动和其他终端用户设备的有吸引力的解决方案,因为它们提供内存可扩展性和快速持久存储。然而,对于需要原子、一致、隔离和持久(ACID)持久性的应用程序,NVM的写速度慢和高写能量的限制被放大了。为了维护ACID持久性保证,应用程序不仅需要对NVM进行额外的写操作,还需要执行大量额外的CPU指令,以便以事务方式执行NVM写操作。我们的分析表明,与没有ACID保证的基线相比,使用ACID保证来维持持久性可以增加高达7.3倍的CPU能量和高达5.1倍的NVM能量。对于诸如移动设备之类的计算平台,其中能源消耗是一个关键因素,因此降低持久性的能源成本非常重要。为了解决带有ACID保证的持久性的能量开销,我们开发了新的能量感知持久性(EAP)原则,将数据持久性(日志记录)确定为能量增加的主要因素。接下来,对于低能量状态,我们制定了节能耐用性技术,其中包括在性能和节能日志模式之间切换的机制,支持NVM组提交,以及通过减少频繁的垃圾收集来交易容量以减少能量的内存管理方法。对于临界能量状态,我们提出了一种宽松的持久性机制——ACI-RD——它在不影响应用程序正确性的情况下放松了数据记录。最后,我们用实际应用和基准测试来评估EAP的原则。我们的实验结果表明,与传统的ACID持久性相比,CPU减少了2倍,NVM能耗减少了2.4倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Energy aware persistence: Reducing energy overheads of memory-based persistence in NVMs
Next generation byte addressable nonvolatile memories (NVMs) such as PCM, Memristor, and 3D X-Point are attractive solutions for mobile and other end-user devices, as they offer memory scalability as well as fast persistent storage. However, NVM's limitations of slow writes and high write energy are magnified for applications that require atomic, consistent, isolated and durable (ACID) persistence. For maintaining ACID persistence guarantees, applications not only need to do extra writes to NVM but also need to execute a significant number of additional CPU instructions for performing NVM writes in a transactional manner. Our analysis shows that maintaining persistence with ACID guarantees increases CPU energy up to 7.3× and NVM energy up to 5.1× compared to a baseline with no ACID guarantees. For computing platforms such as mobile devices, where energy consumption is a critical factor, it is important that the energy cost of persistence is reduced. To address the energy overheads of persistence with ACID guarantees, we develop novel energy-aware persistence (EAP) principles that identify data durability (logging) as the dominant factor in energy increase. Next, for low energy states, we formulate energy efficient durability techniques that include a mechanism to switch between performance and energy efficient logging modes, support for NVM group commit, and a memory management method that reduces energy by trading capacity via less frequent garbage collection. For critical energy states, we propose a relaxed durability mechanism - ACI-RD - that relaxes data logging without affecting the correctness of an application. Finally, we evaluate EAP's principles with real applications and benchmarks. Our experimental results demonstrate up to 2× reduction in CPU and 2.4× reduction in NVM energy usage compared to the traditional ACID persistence.
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