DocumentCode :
1915148
Title :
A Plugin for HDF5 Using PLFS for Improved I/O Performance and Semantic Analysis
Author :
Mehta, Karan ; Bent, John ; TORRES, ABEL ; Grider, Gary ; Gabriel, Edgar
Author_Institution :
Dept. of Comput. Sci., Univ. of Houston, Houston, TX, USA
fYear :
2012
fDate :
10-16 Nov. 2012
Firstpage :
746
Lastpage :
752
Abstract :
HDF5 is a data model, library and file format for storing and managing data. It is designed for flexible and efficient I/O for high volume and complex data. Natively, it uses a single-file format where multiple HDF5 objects are stored in a single file. In a parallel HDF5 application, multiple processes access a single file, thereby resulting in a performance bottleneck in I/O. Additionally, a single-file format does not allow semantic post processing on individual objects outside the scope of the HDF5 application. We have developed a new plugin for HDF5 using its Virtual Object Layer that serves two purposes: 1) it uses PLFS to convert the single-file layout into a data layout that is optimized for the underlying file system, and 2) it stores data in a unique way that enables semantic post-processing on data. We measure the performance of the plugin and discuss work leveraging the new semantic post-processing functionality enabled. We further discuss the applicability of this approach for exascale burst buffer storage systems.
Keywords :
data handling; file organisation; parallel processing; HDF5 plugin; PLFS; data layout; data management; exascale burst buffer storage system; hierarchical data format; input-output performance; parallel HDF5 application; parallel log-structured file system; semantic data post-processing; single-file format; virtual object layer; HDF5; PLFS; Parallel I/O; Semantic Analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing, Networking, Storage and Analysis (SCC), 2012 SC Companion:
Conference_Location :
Salt Lake City, UT
Print_ISBN :
978-1-4673-6218-4
Type :
conf
DOI :
10.1109/SC.Companion.2012.102
Filename :
6495884
Link To Document :
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