NVM Streaker: a fast and reconfigurable performance simulator for non-volatile memory-based memory architecture
文献类型：期刊论文
| 作者 | Hu, Danqi1,2; Lv, Fang1; Wang, Chenxi1,2; Cui, Hui-Min1,2; Wang, Lei1; Liu, Ying1; Feng, Xiao-Bing1,2 |
| 刊名 | JOURNAL OF SUPERCOMPUTING
 |
| 出版日期 | 2018-08-01 |
| 卷号 | 74期号:8页码:3875-3903 |
| 关键词 | NVM Reconfigurable Fast simulation Big data |
| ISSN号 | 0920-8542 |
| DOI | 10.1007/s11227-018-2438-y |
| 英文摘要 | The high density, low power consumption non-volatile memory (NVM) provides a promising DRAM alternative for the in-memory big-data processing applications, e.g., Spark, It is significant to simulate the behaviors when NVMs are deployed into the area of big-data processing before their widespread use in market. However, existing simulation approaches are not applicable for big-data processing due to two reasons. First, some approaches require complicated hardware and/or OS supports. Second, cycle-level or function-level simulations are too time-consuming to simulate the whole software stack of big-data processing. Therefore, the complexity and expensive time cost in NVM simulation have dramatically dragged down the integrated research of big data with NVM. This paper proposes a fast and reconfigurable simulation method, called NVM Streaker, which does not need complex hardware or OS supports. It simulates NVM access costs using disturbed DRAM accesses and commonly configurable hardware parameters. It is fast since we use DRAM accesses and change its access costs to simulate NVM access costs, thus enabling to simulate the whole software stack to run Spark applications. It is reconfigurable since we enable users to configure the disturbed memory access costs, in order to simulate different NVM access costs. The experimental results show that we can simulate Spark applications with almost negligible cost and high efficiency. |
| 资助项目 | National Key R&D Program of China[2016YFB1000402] ; National Key R&D Program of China[2016YFB1000200] ; National Key R&D Program of China[2016YFB0200504] ; NSFC[61521092] ; NSFC[61672492] ; NSFC[61303053] ; NSFC[61432016] ; NSFC[61402445] |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000441875100024 |
| 出版者 | SPRINGER |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/5056]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Lv, Fang |
| 作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing, Peoples R China 2.Univ Chinese Acad Sci, 19 A Yuquan Rd, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Hu, Danqi,Lv, Fang,Wang, Chenxi,et al. NVM Streaker: a fast and reconfigurable performance simulator for non-volatile memory-based memory architecture[J]. JOURNAL OF SUPERCOMPUTING,2018,74(8):3875-3903. |
| APA | Hu, Danqi.,Lv, Fang.,Wang, Chenxi.,Cui, Hui-Min.,Wang, Lei.,...&Feng, Xiao-Bing.(2018).NVM Streaker: a fast and reconfigurable performance simulator for non-volatile memory-based memory architecture.JOURNAL OF SUPERCOMPUTING,74(8),3875-3903. |
| MLA | Hu, Danqi,et al."NVM Streaker: a fast and reconfigurable performance simulator for non-volatile memory-based memory architecture".JOURNAL OF SUPERCOMPUTING 74.8(2018):3875-3903. |
入库方式： OAI收割
来源：计算技术研究所
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