在解决基于消息传递接口的动态问题时,对并行计算建模的拓扑方面

I. A. Nazarova, S. Golub
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引用次数: 0

摘要

传输时解决复杂的多维动态问题。针对环、二维环面、超立方体等拓扑结构的分布式存储计算系统,建立了处理器间交换模型。考虑了基于gmp库的双算法的应用及其对并行应用时间特性的影响。分析了流式simd扩展对数值算法并行特性的依赖关系。计算机和信息技术发展的现代阶段有其方向之一-使用并行思想,以减少解决具有高度时间复杂性甚至np完全的多维问题的时间。尽管现有并行系统的生产率显著提高,但由于缺乏对算法内部结构及其性质的研究,降低并行方法的构建、开发和实施组件的成本仍然是最困难的问题。因此,引入并行计算并不需要掌握并行数据处理,而是需要在顺序并行化的基础上开发并行算法,或者构建全新的、更有效的并行方法。这就是为什么分析现有的并行算法,研究改进其特性的可能性是一项重要的、有前途的和实际需要的任务。该研究的目的是通过减少通信时间,提高使用消息传递接口(MPI)解决分布式内存并行架构上实现的复杂多维动态问题的效率。工作任务:一是建立不同处理器连接拓扑下的多种数据传输操作的分析模型,并对模型进行验证,研究集群系统中各类数值方法的并行计算质量。分别研究了采用双算法(GMP-library)的可能性和有效性及其对并行实现时间特性的影响。此外,本文还分析了这些方法的并行性特性与使用流式simd扩展(SSE)的依赖关系。该领域的科学新颖之处在于开发和发展了集群系统给出的处理器间交换过程的分析模型,从而提高了在通信仓库上短时间内并行执行丰富动态任务的数值方法的效率。该领域的实际意义在于开发用于分析MPI接口内多个数据传输的集体操作效率的分裂模型,这是具有共享内存的机器人的当前软件实现标准。增加了基于GMP库的排列浮点算法的可能性,这对发展具有奇异性的动态问题的折叠问题具有特别重要的意义。
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TOPOLOGICAL ASPECTS OF MODELING PARALLEL COMPUTATIONS WHEN SOLVING DYNAMIC PROBLEMS BASED ON THE MESSAGE PASSING INTERFACE
"transmission when solving complex multidimensional dynamic problems. Models of interprocessor exchange are obtained for computing systems with distributed memory and topological architectures: ring, 2D-torus, hypercube, etc. The application of double arithmetic based on the GMP-library and its effect on the temporal characteristics of parallel applications are considered. The dependence of the parallelism characteristics of numerical algorithms when using the streaming SIMD-extension is analyzed. The modern stage of development of computer and information technologies has one of its directions - the use of the idea of parallelism in order to reduce the time of solving multidimensional problems that have a high temporal complexity or are even NP-complete. Despite the significant increase in the productivity of existing parallel systems, reducing the cost of components for their construction, development and implementation of parallel methods remains the most difficult problem due to the lack of study of the internal structure of algorithms and their properties. Thus, the introduction of parallel computing requires not so much the mastering of parallel data processing as the development of parallel algorithms based on the parallelization of sequential ones or the construction of fundamentally new, more efficient parallel methods. That is why the analysis of existing parallel algorithms, studying the possibilities of improving their characteristics is an important, promising and practically demanded task. The purpose of the work is to increase the efficiency of solving complex multidimensional dynamic problems implemented on parallel architectures of distributed memory using the message passing interface (MPI) due to the reduction of communication time. Tasks of the work: firstly, it is the development of analytical models of multiple data transfer operations for different topologies of connection of processors, substantiation of the models and research of the quality of parallel calculations of various classes of numerical methods for cluster systems. The possibility and effectiveness of using double arithmetic (GMP-library) and its influence on the temporal characteristics of parallel implementation are separately investigated. Additionally, the paper analyzes the dependence of the parallelism characteristics of the methods on the use of Streaming SIMD-Extension (SSE). The scientific novelty of the field lies in the development and development of analytical models for processes of interprocessor exchange given by cluster systems, which allow to increase the efficiency of parallel implementations of numerical methods in rich dynamic tasks for a short period of time on a communication warehouse. The practical significance of the field is in the development of split models for the analysis of the efficiency of collective operations of multiple data transfer within the MPI interface, which is the current standard for software implementation of robots with shared memory. Possibility of arranging floating arithmetic based on the GMP library was added, which is especially important for the development of folding problems of dynamic problems with singularities. "
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