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I/O Bottleneck Detection and Tuning: Connecting the Dots using Interactive Log Analysis...

Publication Type
Conference Paper
Book Title
2021 IEEE/ACM Sixth International Parallel Data Systems Workshop (PDSW)
Publication Date
Page Numbers
15 to 22
Publisher Location
New Jersey, United States of America
Conference Name
6th International Parallel Data Systems Workshop (PDSW)
Conference Location
Virtual Meeting, Tennessee, United States of America
Conference Sponsor
IEEE
Conference Date
-

Using parallel file systems efficiently is a tricky problem due to inter-dependencies among multiple layers of I/O software, including high-level I/O libraries (HDF5, netCDF, etc.), MPI-IO, POSIX, and file systems (GPFS, Lustre, etc.). Profiling tools such as Darshan collect traces to help understand the I/O performance behavior. However, there are significant gaps in analyzing the collected traces and then applying tuning options offered by various layers of I/O software. Seeking to connect the dots between I/O bottleneck detection and tuning, we propose DXT Explorer, an interactive log analysis tool. In this paper, we present a case study using our interactive log analysis tool to identify and apply various I/O optimizations. We report an evaluation of performance improvement achieved for four I/O kernels extracted from science applications.