Title :
Heuristic-Based Techniques for Mapping Irregular Communication Graphs to Mesh Topologies
Author :
Bhatele, Abhinav ; Kale, Laxmikant V.
Author_Institution :
Dept. of Comput. Sci., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
Mapping of parallel applications on the network topology is becoming increasingly important on large supercomputers. Topology aware mapping can reduce the hops traveled by messages on the network and hence reduce contention, which can lead to improved performance. This paper discusses heuristic techniques for mapping applications with irregular communication graphs to mesh and torus topologies. Parallel codes with irregular communication constitute an important class of applications. Unstructured grid applications are a classic example of codes with irregular communication patterns. Since the mapping problem is NP-hard, this paper presents fast heuristic-based algorithms. These heuristics are part of a larger framework for automatic mapping of parallel applications. We evaluate the heuristics in this paper in terms of the reduction in average hops per byte. The heuristics discussed here are applicable to most parallel applications since irregular graphs constitute the most general category of communication patterns. Some heuristics can also be easily extended to other network topologies.
Keywords :
network topology; parallel machines; NP-hard; heuristic-based algorithm; heuristic-based technique; irregular communication graph mapping; irregular communication pattern; mapping problem; mesh topology; network topology; parallel application; supercomputer; topology aware mapping; torus topology; Heuristic algorithms; Layout; Libraries; Network topology; Program processors; Topology; Vegetation; communication optimization; interconnect topology; irregular patterns; mapping; performance;
Conference_Titel :
High Performance Computing and Communications (HPCC), 2011 IEEE 13th International Conference on
Conference_Location :
Banff, AB
Print_ISBN :
978-1-4577-1564-8
Electronic_ISBN :
978-0-7695-4538-7
DOI :
10.1109/HPCC.2011.109