An Approach Based on Partial Executions for Evaluating the Scalability of Parallel Applications
Resumo
Scalability analysis is crucial for developers to gauge how their applications perform under varying resource and workload conditions. However, analyzing complex applications can be time-consuming. This study proposes a partial execution approach in the Parallel Scalability Analyzer tool, leveraging the Paramount Iteration technique. This approach holds significant potential for reducing scalability analysis time.Referências
da Silva, V., da Silva, A., Valderrama, C., Manneback, P., and Xavier-de Souza, S. (2022). A minimally intrusive approach for automatic assessment of parallel performance scalability of shared-memory hpc applications. Electronics, 11:689.
Nguyen, H. T., Wei, L., Bhatele, A., Gamblin, T., Boehme, D., Schulz, M., Ma, K.-L., and Bremer, P.-T. (2016). VIPACT: A visualization interface for analyzing calling context trees. In Proceedings of the Workshop on Visual Performance Analysis, pages 1–8. IEEE Press.
Tavares, W., Reis, L., Brunetta, J., and Borin, E. (2019). Aplicação da técnica paramount iteration nas aplicações blast e dnn-rom na nuvem computacional. In Anais do XX Simpósio em Sistemas Computacionais de Alto Desempenho, pages 228–239. SBC.
Yang, L. T., Ma, X., and Mueller, F. (2005). Cross-platform performance prediction of parallel applications using partial execution. IEEE.
Nguyen, H. T., Wei, L., Bhatele, A., Gamblin, T., Boehme, D., Schulz, M., Ma, K.-L., and Bremer, P.-T. (2016). VIPACT: A visualization interface for analyzing calling context trees. In Proceedings of the Workshop on Visual Performance Analysis, pages 1–8. IEEE Press.
Tavares, W., Reis, L., Brunetta, J., and Borin, E. (2019). Aplicação da técnica paramount iteration nas aplicações blast e dnn-rom na nuvem computacional. In Anais do XX Simpósio em Sistemas Computacionais de Alto Desempenho, pages 228–239. SBC.
Yang, L. T., Ma, X., and Mueller, F. (2005). Cross-platform performance prediction of parallel applications using partial execution. IEEE.
Publicado
02/07/2025
Como Citar
MAIA, Reilta Christine Dantas; XAVIER-DE-SOUZA, Samuel.
An Approach Based on Partial Executions for Evaluating the Scalability of Parallel Applications. In: ESCOLA REGIONAL DE ALTO DESEMPENHO DA REGIÃO NORDESTE (ERAD-NE), 6. , 2025, Natal/RN.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2025
.
p. 43-44.
DOI: https://doi.org/10.5753/erad-ne.2025.11751.