SCHEDULE: NOV 16-22, 2013
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Exploring the Future of Out-Of-Core Computing with Compute-Local Non-Volatile Memory
SESSION: Optimizing Data Movement
EVENT TYPE: Papers, Awards, Best Paper Finalists, Best Student Paper Finalists
TIME: 11:30AM - 12:00PM
SESSION CHAIR: Dhabaleswar K. (DK) Panda
AUTHOR(S):Myoungsoo Jung, Ellis H. Wilson III, Wonil Choi, John Shalf, Hasan Metin Aktulga, Chao Yang, Erik Saule, Umit V. Catalyurek, Mahmut Kandemir
ROOM:205/207
ABSTRACT:
Drawing parallels to the rise of general purpose graphical processing units (GPGPUs) as accelerators for specific high-performance computing (HPC) workloads, the HPC community is also witness to a recent rise in the use of non-volatile memory (NVM), such as flash-based solid-state drives (SSDs), as accelerators for certain I/O-intensive workloads. These NVM acceleration architectures have been shown to work particularly well for read-intensive scientific applications such as out-of-core numerical linear algebra, where matrices too large for individual nodes' main memory tend to be calculated once and read many times. 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 and consider compute-local solutions involving NVM.
Chair/Author Details:
Dhabaleswar K. (DK) Panda (Chair) - Ohio State University
Myoungsoo Jung - University of Texas at Dallas
Ellis H. Wilson III - Pennsylvania State University
Wonil Choi - Pennsylvania State University
John Shalf - Lawrence Berkeley National Laboratory
Hasan Metin Aktulga - Lawrence Berkeley National Laboratory
Chao Yang - Lawrence Berkeley National Laboratory
Erik Saule - Ohio State University
Umit V. Catalyurek - Ohio State University
Mahmut Kandemir - Pennsylvania State University
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The full paper can be found in the ACM Digital Library
