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I/O Bottleneck Detection and Tuning: Connecting the Dots Using Interactive Log Analysis
Event Type
Workshop
Tags
Data Analytics
Data Management
File Systems and I/O
Storage
Registration Categories
W
TimeMonday, 15 November 202111:20am - 11:45am CST
Location223
DescriptionUsing 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.
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