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  • 标题:Exploring the Future of Out-of-Core Computing with Compute-Local Non-Volatile Memory
  • 本地全文:下载
  • 作者:Myoungsoo Jung, Ellis H. Wilson III, Wonil Choi,, John Shalf,, Hasan Metin Aktulga, Chao Yang, Erik Saule, Umit V. Catalyurek ; Mahmut Kandemir
  • 期刊名称:Scientific Programming
  • 印刷版ISSN:1058-9244
  • 出版年度:2014
  • 卷号:22
  • DOI:10.3233/SPR-140384
  • 出版社:Hindawi Publishing Corporation
  • 摘要:Drawing parallels to the rise of general purpose graphical processing units (GPGPUs) as accelerators for specific high-performance computing (HPC) workloads, there is a rise in the use of non-volatile memory (NVM) as accelerators for I/O-intensive scientific applications. However, existing works have explored use of NVM within dedicated I/O nodes, which are distant from the compute nodes that actually need such acceleration. As NVM bandwidth begins to out-pace point-to-point network capacity, we argue for the need to break from the archetype of completely separated storage. Therefore, in this work we investigate co-location of NVM and compute by varying I/O interfaces, file systems, types of NVM, and both current and future SSD architectures, uncovering numerous bottlenecks implicit in these various levels in the I/O stack. We present novel hardware and software solutions, including the new Unified File System (UFS), to enable fuller utilization of the new compute-local NVM storage. Our experimental evaluation, which employs a real-world Out-of-Core (OoC) HPC application, demonstrates throughput increases in excess of an order of magnitude over current approaches.
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