Simulation-based optimization and sensibility analysis of MPI applications: Variability matters

•Fast and accurate simulation of HPL (performance prediction within a few percents).•Extensive validation study (spanning two years, whole parameter space of HPL).•Key platform modeling issues to consider to obtain reliable predictions.•Rigorous what-if performance analysis of HPC applications for capacity planning.