this is worth a read
Nick B
"nick_NOSPAM_.barbalich" at gmail.com
Mon Apr 26 15:49:44 PDT 2010
this is worth a read
Title:
An Events Based Algorithm for Distributing Concurrent Tasks on
Multi-Core Artchitetures
25 pages - pdf.
see here:
http://geonumerics.mit.edu/publications/FinalReport01.pdf
Abstract
In this paper, a programming model is presented which enables scalable
parallel performance on multi-core shared memory architectures. The
model has been developed for application to a wide range of numerical
simulation problems. Such problems involve time stepping or iteration
algorithms where synchronization of multiple threads of execution is
required. It is shown that traditional approaches to parallelism
including message passing and scatter-gather can be
improved upon in terms of speed-up and memory management. Using spatial
decomposition to create orthogonal computational tasks, a new task
management algorithm called H-Dispatch is developed. This algorithm
makes ecient use of memory resources by limiting the need for
garbage collection and takes optimal advantage of multiple cores by
employing a “hungry” pull strategy. The technique is demonstrated on a
simple finite dierence solver and results are compared
to traditional MPI and scatter-gather approaches. The H-Dispatch
approach achieves near linear speed-up with results for eciency of 85%
on a 24-core machine. It is noted that the H-Dispatch algorithm is quite
general and can be applied to a wide class of computational tasks
on heterogeneous architectures involving multi-core and GPGPU hardware.
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