Title :
Runtime System Support for Running Applications with Dynamic and Asynchronous Task Parallelism in Software DSM Systems
Author :
Mendes, Rafael ; Whately, Lauro ; De Castro, Maria Clicia ; Bentes, Cristiana ; Amorim, Claudio Luis
Author_Institution :
COPPE-UFRJ
Abstract :
State-of-the-art software distributed shared-memory systems (SDSMs) provide a cost-effective solution to run single-program-multiple-data (SPMD) applications on clusters of distributed memory computers. However, SDSMs are unsuitable for running applications with dynamic, highly asynchronous task parallelism (ATP), such as graphics, simulators, and decision support systems. In ATP-based applications, the execution of tasks depends not only on the input data but also on the variable amount of data that each task produces at runtime, which generates high load imbalance and communication traffic that degrades performance of SDSM systems drastically. In this work, we propose a new load balancing (LB) mechanism to enable SDSM systems to support dynamic task scheduling as required by ATP applications. To evaluate the benefits of our LB mechanism, we developed Clik a new multithreaded SDSM system with automatic load balancing. Our preliminary performance results of Clik running on a 16-node Linux SMP cluster for five ATP applications showed that Clik attained significant speedups. For four of our five applications, the speedups varied from 7.2 up to 13.8 on 16 processors
Keywords :
distributed shared memory systems; multi-threading; processor scheduling; resource allocation; asynchronous task parallelism; automatic load balancing; dynamic task parallelism; dynamic task scheduling; multithreaded SDSM system; runtime system support; software DSM systems; software distributed shared-memory systems; Application software; Computational modeling; Computer graphics; Decision support systems; Distributed computing; Load management; Parallel processing; Runtime; Software systems; Traffic control;
Conference_Titel :
Computer Architecture and High Performance Computing, 2006. SBAC-PAD '06. 18TH International Symposium on
Conference_Location :
Ouro Preto
Print_ISBN :
0-7695-2704-3
DOI :
10.1109/SBAC-PAD.2006.25