Name
Abstract | ||
|---|---|---|
Many scientific applications spend a significant portion of their execution time in accessing data from files. Various optimization techniques exist to improve data access performance, such as data prefetching and data layout optimization. However, optimization process is usually a difficult task due to the complexity involved in understanding I/O behavior. Tools that can help simplify the optimization process have a significant importance. In this paper, we introduce a tool, called IOSIG, for providing a better understanding of parallel I/O accesses and information to be used for optimization techniques. The tool enables tracing parallel I/O calls of an application and analyzing the collected information to provide a clear understanding of I/O behavior of the application. We show that performance overheads of the tool in trace collection and analysis are negligible. The analysis step creates I/O signatures that various optimizations can use for improving I/O performance. I/O signatures are compact, easy-to-understand, and parameterized representations containing data access pattern information such as size, strides between consecutive accesses, repetition, timing, etc. The signatures include local I/O behavior for each process and global behavior for an overall application. We illustrate the usage of the IOSIG tool in data prefetching and data layout optimizations. |
Year | DOI | Venue |
|---|---|---|
2012 | 10.1109/CCGrid.2012.136 | CCGrid |
Keywords | DocType | ISBN |
parallel processing,accessing data,optimization process,data prefetching,i-o behavior,data layout optimizations,application-specific parallel i-o optimization boosting,storage management,parallel i/o,o behavior,data access performance,parallel i-o call tracing,i/o optimization,data layout optimization,o performance,trace collection,i-o signatures,parallel i-o access,i/o characterization,data access pattern,trace analysis,iosig,o signature,o access,o optimization,boosting application-specific,data access pattern information,layout,optimization,benchmark testing,data access | Conference | 978-1-4673-1395-7 |
Citations | PageRank | References |
7 | 0.46 | 16 |
Authors | ||
5 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Yanlong Yin | 1 | 134 | 8.93 |
| Surendra Byna | 2 | 551 | 39.65 |
| Huaiming Song | 3 | 116 | 7.45 |
| Xian-he Sun | 4 | 1987 | 182.64 |
| Rajeev Thakur | 5 | 3773 | 251.09 |