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VAIL: A Victim-Aware Cache Policy to improve NVM Lifetime for hybrid memory system

机译:VAIL:受害者感知缓存策略,可改善混合存储系统的NVM寿命

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摘要

Nowadays emerging Non-Volatile Memory (NVM) is introduced to remedy the shortages of current DRAM-based main memory, but limited write en-durance of NVM would severely restrict memory system. Many techniques are proposed to extend NVM lifetime based on DRAM and NVM hybrid memory. However, most of them cannot obtain satisfactory NVM lifetime and performance at the same time for various workloads, because they fail to deal well with the conict between reducing writebacks to NVM and improving DRAM access hit ratio. In order to solve this problem, we propose a Victim-Aware Cache Policy named VAIL for DRAM and NVM hybrid memory system. VAIL uti-lizes the property of victim pages to estimate and predict the impact of clean and dirty page replacement on writebacks to NVM and DRAM access hit ratio. Then, pick the page which has the minimal negative impact for replacement. By doing so, VAIL can reduce writebacks to NVM and achieve high DRAM access hit ratio simultaneously. It outperforms the state-of-the-art by 1.29x higher performance and leads to 11.7% less NVM wear-out, according to our evaluation with HPC, graph computing, and machine learning workloads. (C) 2019 Elsevier B.V. All rights reserved.
机译:如今,为了弥补当前基于DRAM的主存储器的不足,引入了新兴的非易失性存储器(NVM),但是NVM的有限写入持久性将严重限制存储系统。提出了许多技术来延长基于DRAM和NVM混合内存的NVM寿命。但是,它们中的大多数不能同时满足各种工作负载的令人满意的NVM寿命和性能,因为它们无法很好地处理减少回写NVM和提高DRAM访问命中率之间的矛盾。为了解决此问题,我们针对DRAM和NVM混合存储系统提出了一个名为VAIL的受害者感知缓存策略。 VAIL利用受害者页面的属性来估计和预测干净和肮脏的页面替换对NVM和DRAM访问命中率的回写的影响。然后,选择对替换的负面影响最小的页面。这样,VAIL可以减少对NVM的写回,并同时实现较高的DRAM访问命中率。根据我们对HPC,图形计算和机器学习工作负载的评估,它的性能比最新技术高出1.29倍,并减少了11.7%的NVM磨损。 (C)2019 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Parallel Computing》 |2019年第9期|70-76|共7页
  • 作者单位

    Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Cluster & Grid Comp Lab, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Cluster & Grid Comp Lab, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Cluster & Grid Comp Lab, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Cluster & Grid Comp Lab, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Cluster & Grid Comp Lab, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Cluster & Grid Comp Lab, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Cluster & Grid Comp Lab, Wuhan 430074, Hubei, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Non-Volatile Memory; Lifetime; Cache policy; Writebacks; Access hit ratio;

    机译:非易失性记忆;终身;缓存策略;返回;访问命中率;

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