Title :
PEMPIs: a new methodology for modeling and prediction of MPI programs performance
Author :
Midorikawa, Edson T. ; De Oliveira, Helio M. ; Laine, Jean M.
Author_Institution :
Dept. of Comput. Eng. & Digital Syst., Sao Paulo Univ., Brazil
Abstract :
The evaluation and prediction of parallel program performance is becoming more and more important, so that it requires appropriate techniques to identify the factors which influence the application execution time and also the way they interact. In this paper, we present some contributions of our research in this area by describing PEMPIs: a new methodology applied to the analysis and prediction of MPI programs. A new task graph helps us both to understand details of the application and to increase the accuracy of the prediction models. The proposed techniques are detailed and tested through the modeling of a complete application. PEMPIs efficiency has been proved by the results of this application modeling - most tests executed in a cluster of workstations exhibited errors up to 10%.
Keywords :
application program interfaces; message passing; parallel programming; software performance evaluation; workstation clusters; MPI program performance; PEMPI; parallel program; prediction model; task graph; workstation cluster; Analytical models; Concurrent computing; Delay; Message passing; Multiprocessor interconnection networks; Performance analysis; Predictive models; Systems engineering and theory; Testing; Workstations;
Conference_Titel :
Computer Architecture and High Performance Computing, 2004. SBAC-PAD 2004. 16th Symposium on
Print_ISBN :
0-7695-2240-8
DOI :
10.1109/SBAC-PAD.2004.31