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Modeling energy consumption of parallel applications

The paper presents modeling and simulation of energy consumption of two types of parallel applications: geometric Single Program Multiple Data (SPMD) and divide-and-conquer (DAC). Simulation is performed in a new MERPSYS environment. Model of an application uses the Java language with extension representing message exchange between processes working in parallel. Simulation is performed by running threads representing distinct process codes of an application, with consideration of process counts. Instead of running time consuming calculations, their times are simulated using functions representing computational time dependent on input data sizes. The simulator considers performance and power consumption values for compute devices stored in its database. We performed verification of running the two applications on up to 1000 and 1024 processes respectively on a large cluster from Academic Computer Center in Gdansk demonstrating a high degree of accuracy between simulated and measured results.

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DOI
Cyfrowy identyfikator dokumentu elektronicznego link otwiera się w nowej karcie 10.15439/2016f308
Kategoria
Aktywność konferencyjna
Typ
materiały konferencyjne indeksowane w Web of Science
Język
angielski
Rok wydania
2016

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