Proteo: A Framework for the Generation and Evaluation of Malleable MPI Applications

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Abstract

Applying malleability to HPC systems can increase their productivity without degrading or even improving the performance of running applications.This paper presents Proteo, a configurable framework that allows to design benchmarks to study the effect of malleability on a system, and also incorporates malleability into a real application. Proteo consists of two modules: SAM allows to emulate the computational behavior of iterative scientific MPI applications; and MaM is able to reconfigure a job during execution, adjusting the number of processes, redistributing data and resuming execution. An in-depth study of all the possibilities shows that Proteo is able to behave like a real malleable or non-malleable application in the range [0.85, 1.15]. Furthermore, the different methods defined in MaM for process management and data redistribution are analyzed, concluding that asynchronous malleability, where reconfiguration and application execution overlap, results in a 1.15x speedup.

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