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Transformations to Parallel Codes for Communication-Computation Overlap
Session:
Performance Optimization
Event Type:
Paper
Time:
4:00pm - 4:30pm
Session Chair
:
Beth Simon
Speaker(s)
:
Anthony Danalis, Ki-Yong Kim, Lori Pollock, Martin Swany
Location:
606-607
Abstract:
This paper presents program transformations directed toward improving communication-computation overlap in parallel programs that use MPI's collective operations. Our transformations target a wide variety of applications focusing on scientific codes with computation loops that exhibit limited dependence among iterations. We include guidance for developers for transforming an application code in order to exploit the communication-computation overlap available in the underlying cluster, as well as a discussion of the performance improvements achieved by our transformations. We present results from a detailed study of the effect of the problem and message size, level of communication-computation overlap, and amount of communication aggregation on runtime performance in a cluster environment based on an RDMA-enabled network. The targets of our study are two scientific codes written by domain scientists, but the applicability of our work extends far beyond the scope of these two applications.
This paper can be found in the ACM and IEEE Digital Libaries
Click here for ACM
Click here for IEEE
Chair/Speaker Details:
Beth Simon (Chair)
SDSC
Anthony Danalis
University of Delaware
Ki-Yong Kim
University of Delaware
Lori Pollock
University of Delaware
Martin Swany
University of Delaware
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