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VisDSI: Locality Aware I/O Solution for Large Scale Data Visualization
- Source :
- UCC
- Publication Year :
- 2013
- Publisher :
- IEEE, 2013.
-
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.
Details
- Database :
- OpenAIRE
- Journal :
- 2013 IEEE/ACM 6th International Conference on Utility and Cloud Computing
- Accession number :
- edsair.doi...........19c709f4bcc4200944d56845d5194ca4
- Full Text :
- https://doi.org/10.1109/ucc.2013.60