Detecting and Using Critical Paths at Runtime in Message Driven Parallel Programs
Workshop on Advances in Parallel and Distributed Computing Models at IPDPS (APDCM) 2010
Publication Type: Paper
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Abstract
Detecting critical paths in traditional message passing parallel
programs can be useful for post-mortem performance analysis. This
paper presents an efficient online algorithm for detecting critical
paths for message-driven parallel programs. Initial implementations
of the algorithm have been created in three message-driven parallel
languages: Charm++, Charisma, and Structured
Dagger. Not only does this work describe a novel
implementation of critical path detection for the message-driven
programs, but also the resulting critical paths are successfully
used as the program runs for automatic performance tuning. The
actionable information provided by the critical path is shown to be
useful for online performance tuning within the context of the
message driven parallel model, whereas it has never been used for
online purposes within the traditional message passing model.
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