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SCHEDULE: NOV 15-20, 2015
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Fast Classification of MPI Applications Using Lamport's Logical Clocks
SESSION: Regular & ACM Student Research Competition Poster Reception
EVENT TYPE: Posters, Receptions, ACM Student Research Competition
EVENT TAG(S): HPC Beginner Friendly, Regular Poster
TIME: 5:15PM - 7:00PM
SESSION CHAIR(S): Michela Becchi, Manish Parashar, Dorian C. Arnold
AUTHOR(S):Zhou Tong
ROOM:Level 4 - Lobby
ABSTRACT:
We present a novel trace-based analysis tool that rapidly classifies an
MPI application as bandwidth-bound, latency-bound, load-imbalance-bound,
and computation-bound for different interconnection networks. The tool uses
an extension of Lamport's logical clock to track application progress
in the trace replay. It has two unique features. First, it predicts the
application performance for many network configurations by replaying the
traces only once. Second, it infers the performance characteristics
of an application and classifies the application using the predicted
performance trend for a range of network configurations instead of using
the predicted performance for a particular network configuration.
We describe the techniques used in the tool and its design and implementation,
and report our performance study of the tool and our experience with
classifying 9 applications and miniapps from the DOE Design Forward
project as well as the NAS parallel benchmarks.
Chair/Author Details:
Michela Becchi, Manish Parashar, Dorian C. Arnold (Chair) - University of Missouri|Rutgers University|University of New Mexico|
Zhou Tong - Florida State University
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