应用驱动的单片机和NAND闪存混合SSD数据中心计算系统设计

Shun Okamoto, Chao Sun, Shogo Hachiya, Tomoaki Yamada, Yusuke Saito, T. Iwasaki, K. Takeuchi
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引用次数: 26

摘要

为了高效地存储、检索和处理大数据,采用以数据为中心的计算范式,设计了应用驱动的存储类内存(SCM)/NAND闪存混合固态硬盘(SSD)。SSD数据管理算法最大限度地减少了存储系统内部的数据移动,并且SSD系统设计参数SCM/NAND容量比根据应用选择。基于对三种SCM/NAND闪存混合ssd的评估,提出了设计准则:(1)回写(WB)缓存,(2)写优化数据管理(WO-DM)和(3)读写平衡数据管理(RWB-DM)算法。对于写密集型应用,WO-DM算法可以实现最高的SSD性能,而RWB-DM最适合读热(频繁访问)随机工作负载。只要工作负载不是冷顺序读或冷顺序写,在NAND SSD系统中添加SCM对于提高性能是经济有效的。低于10%的SCM/NAND容量比可提供10倍的速度,与NAND闪存SSD相比。
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Application Driven SCM and NAND Flash Hybrid SSD Design for Data-Centric Computing System
In order to efficiently store, retrieve and process big data, the data-centric computing paradigm is adopted and an application-driven storage class memory (SCM)/NAND flash hybrid solid-state drive (SSD) is designed. SSD data management algorithms minimize data movement inside the storage system and the SSD system design parameter, SCM/NAND capacity ratio, is chosen depending on the application. Design guidelines are proposed, based on the evaluation of three SCM/NAND flash hybrid SSDs with: (1) write-back (WB) cache, (2) write-optimized data management (WO-DM) and (3) read-write balanced data management (RWB-DM) algorithms. The WO-DM algorithm achieves the highest SSD performance for write-intensive applications, whereas RWB-DM is most appropriate for read-hot (frequently accessed)-random workloads. As long as the workload is not read-cold-sequential or write-cold-sequential, adding SCM to the NAND SSD system is cost-effective to boost performance. Less than 10% SCM/NAND capacity ratios provides 10x speed, compared to the NAND flash-only SSD.
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