首页> 外文会议>Parallel, Distributed and Network-Based Processing (PDP), 2012 20th Euromicro International Conference on >Accelerating the Production of Synthetic Seismograms by a Multicore Processor Cluster with Multiple GPUs
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Accelerating the Production of Synthetic Seismograms by a Multicore Processor Cluster with Multiple GPUs

机译:具有多个GPU的多核处理器集群可加速合成地震图的生成

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In this work we propose two different parallel versions of the software package COMPSYN, devoted to the production of syntethic seismograms. The first version consists in the parallelization of the code to run on a cluster of multicore processors and is obtained by exploiting the MPI paradigm and OpenMP API to the end of maximizing the performance on multicore processors. The second version exploits the set of GPU associated to the multicore processor cluster and uses CUDA to take advantage of the GPU's computational power. We analyze the application performance of the two different implementations by using a real case study. In particular, we obtain for the GPU version a speedup of 10x over the parallelized version running on the cluster of multicore processors. Furthermore, we can estimate about at least 100x the speedup of the GPU version using a single node of the cluster with respect to the original sequential version.
机译:在这项工作中,我们提出了COMPSYN软件包的两个不同的并行版本,专门用于生成合成地震图。第一个版本包括将代码并行化以在多核处理器的群集上运行,并且是通过利用MPI范例和OpenMP API达到最大化多核处理器性能的目的。第二个版本利用与多核处理器集群关联的GPU集,并使用CUDA来利用GPU的计算能力。我们通过实际案例分析了两种不同实现的应用程序性能。特别是,对于GPU版本,我们获得的运行速度比在多核处理器集群上运行的并行版本要快10倍。此外,相对于原始顺序版本,使用群集的单个节点,我们可以估计出GPU版本的加速速度至少约为100倍。

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