In the early years of parallel computing research, significant theoretical studies were done on interconnect topologies and topology aware mapping for parallel computers. With the deployment of virtual cut-through, wormhole routing and faster interconnects, message latencies reduced and research in the area died down. This article shows that network topology has become important again with the emergence of very large supercomputers, typically connected as a 3D torus or mesh. It presents a

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... tative study on the effect of contention on message latencies on torus and mesh networks. Several MPI benchmarks are used to evaluate the effect of hops (links) traversed by messages, on their latencies. The benchmarks demonstrate that when multiple messages compete for network resources, link occupancy or contention can increase message latencies by up to a factor of 8 times on some architectures. Results are shown for three parallel machines -ANL's IBM Blue Gene/P (Surveyor), ORNL's Cray XT4 (Jaguar) and PSC's Cray XT3 (BigBen). Findings in this article suggest that application developers should now consider interconnect topologies when mapping tasks to processors in order to obtain the best performance on large parallel machines.