Title :
Studying the impact of synchronization frequency on scheduling tasks with dependencies in heterogeneous systems
Author :
Ciorba, F.M. ; Riakiotakis, I. ; Papakonstantinou, G. ; Andronikos, T. ; Chronopoulos, A.T.
Author_Institution :
Nat. Tech. Univ. of Athens, Athens
Abstract :
Many scheduling algorithms have been devised for nested loops with and without dependencies on general heterogeneous distributed systems (F.M. Ciorba et al., 2006). However, none addressed the case of dynamically computing and allocating chunks of non-independent tasks to processors. We propose a theoretical model that results in a function that estimates the parallel time of tasks in loops with dependencies on heterogeneous systems. We show that the minimum parallel time is obtained with a synchronization frequency that minimizes the function giving the parallel time. The accuracy of the model is validated through experiments from a practical application.
Keywords :
parallel processing; processor scheduling; synchronisation; task analysis; heterogeneous distributed systems; heterogeneous systems; nested loops; nonindependent tasks; parallel time; processors; synchronization frequency; task scheduling; Concurrent computing; Distributed computing; Frequency synchronization; Informatics; Parallel architectures; Pipelines; Power system modeling; Processor scheduling; Scheduling algorithm; Testing;
Conference_Titel :
Parallel Architecture and Compilation Techniques, 2007. PACT 2007. 16th International Conference on
Conference_Location :
Brasov
Print_ISBN :
978-0-7695-2944-8
DOI :
10.1109/PACT.2007.4336231