Title :
VisDSI: Locality Aware I/O Solution for Large Scale Data Visualization
Author :
Ng, Wilfred ; Yang Yu ; Yongqing Zhu ; Jun Wang ; Juniarto, Samsudin ; Zhixiang Li ; Jie Chen
Author_Institution :
Data Storage Inst., A*STAR (Agency for Sci., Technol. & Res.), Singapore, Singapore
Abstract :
The computational science community is approaching petascale level simulations that will produce massive amount of datasets. While the computational power of supercomputers keep increasing, the I/O systems have not kept pace, resulting in a significant performance bottle neck. We propose a solution, VisDSI, to address the problem by 1) using traditional high performance clusters with disks directly attached within each node, 2) deploying a data-intensive distributed file system on the cluster, and 3) developing a POSIX-compatible I/O layer to enable the traditional visualization applications to smoothly port to this new platform as well as to provide a new I/Osemantic of retrieving the data location with respect to the POSIX standards. In particular, VisDSI guarantees the colocated compute and data storage by introducing a scheduling of work assignments to nodes with local copies of needed data. Compared with the original visualization application, our solution runs at least 10 times faster.
Keywords :
Unix; data visualisation; file organisation; parallel processing; scheduling; I/O semantic; I/O systems; POSIX standards; POSIX-compatible I/O layer; VisDSI; computational science community; data storage; data-intensive distributed file system; high performance clusters; large scale data visualization; locality aware I/O solution; performance bottle neck; petascale level simulations; supercomputers; work assignment scheduling; Bandwidth; Data visualization; Distributed databases; Dynamic scheduling; Libraries; Scheduling algorithms; XML; Data Intensive; Distributed Computing; I/O Bandwidth; Parallel Computing; Scientific Visualization;
Conference_Titel :
Utility and Cloud Computing (UCC), 2013 IEEE/ACM 6th International Conference on
Conference_Location :
Dresden
DOI :
10.1109/UCC.2013.60