DocumentCode
3575077
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
fYear
2014
Firstpage
392
Lastpage
399
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;
fLanguage
English
Publisher
ieee
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
Type
conf
DOI
10.1109/HPCC.2014.66
Filename
7056770
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