Hierarchical Additions to the SPMD Programming Model

TitleHierarchical Additions to the SPMD Programming Model
Publication TypeConference Paper
Year of Publication2013
AuthorsKamil, A., & Yelick K. A.
Conference NamePPoPP 2013
Conference LocationShenzhen, China
Abstract

Large-scale parallel machines are programmed mainly with the
single program, multiple data (SPMD) model of parallelism. This
model has advantages of scalability and simplicity, combining independent
threads of execution with global collective communication
and synchronization operations. However, the model does
not fit well with divide-and-conquer parallelism or hierarchical machines
that mix shared and distributed memory. In this paper, we
define a hierarchical team mechanism that retains the performance
and analysis advantages of SPMD parallelism while supporting hierarchical
algorithms and machines.We demonstrate how to ensure
alignment of collective operations on teams, eliminating a class of
deadlocks. We present application case studies showing that the
team mechanism is both elegant and powerful, enabling users to
exploit the hardware features at different levels of a hierarchical
machine and resulting in significant performance gains.

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