Title :
An Integrated Hardware-Software Approach to Task Graph Management
Author :
Engelhardt, Nina ; Dallou, Tamer ; Elhossini, Ahmed ; Juurlink, Ben
Author_Institution :
Embedded Syst. Archit., Tech. Univ. Berlin, Berlin, Germany
Abstract :
Task-based parallel programming models with explicit data dependencies, such as OmpSs, are gaining popularity, due to the ease of describing parallel algorithms with complex and irregular dependency patterns. These advantages, however, come at a steep cost of runtime overhead incurred by dynamic dependency resolution. Hardware support for task management has been proposed in previous work as a possible solution. We present VSs, a runtime library for the OmpSs programming model that integrates the Nexus++ hardware task manager, and evaluate the performance of the VSs-Nexus++ system. Experimental results show that applications with fine-grain tasks can achieve speedups of up to 3.4×, while applications optimized for current runtimes attain 1.3×. Providing support for hardware task managers in runtime libraries is therefore a viable approach to improve the performance of OmpSs applications.
Keywords :
graph theory; parallel algorithms; parallel programming; software performance evaluation; Nexus++ hardware task manager; OmpSs programming model; VSs-Nexus++ system; data dependency; dynamic dependency resolution; integrated hardware-software approach; irregular dependency pattern; parallel algorithm; performance evaluation; runtime library; runtime overhead; task graph management; task management; task-based parallel programming model; Benchmark testing; Field programmable gate arrays; Hardware; Multicore processing; Programming; Runtime; Runtime library; OmpSs; hardware task scheduler; parallel programming models; runtime library; task dataflow;
Conference_Titel :
High Performance Computing and Communications, 2014 IEEE 6th Intl Symp on Cyberspace Safety and Security, 2014 IEEE 11th Intl Conf on Embedded Software and Syst (HPCC,CSS,ICESS), 2014 IEEE Intl Conf on
Print_ISBN :
978-1-4799-6122-1
DOI :
10.1109/HPCC.2014.66