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Implementation of an Agent-Based Parallel Tissue Modelling Framework for the Intel MIC Architecture

机译:英特尔MIC架构基于代理的并行组织建模框架的实现

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Timothy is a novel large scale modelling framework that allows simulating of biological processes involving different cellular colonies growing and interacting with variable environment. Timothy was designed for execution on massively parallel High Performance Computing (HPC) systems. The high parallel scalability of the implementation allows for simulations of up to 10 9 individual cells (i.e., simulations at tissue spatial scales of up to 1 cm 3 in size). With the recent advancements of the Timothy model, it has become critical to ensure appropriate performance level on emerging HPC architectures. For instance, the introduction of blood vessels supplying nutrients to the tissue is a very important step towards realistic simulations of complex biological processes, but it greatly increased the computational complexity of the model. In this paper, we describe the process of modernization of the application in order to achieve high computational performance on HPC hybrid systems based on modern Intel((R)) MIC architecture. Experimental results on the Intel Xeon Phi (TM) coprocessorx100 and the Intel Xeon Phi processorx200 are presented.
机译:Timothy是一个新颖的大规模建模框架,它可以模拟涉及不同细胞集落生长并与可变环境相互作用的生物过程。 Timothy旨在在大规模并行高性能计算(HPC)系统上执行。该实现方式的高度并行可扩展性允许最多模拟10 9个单个单元(即,在最大1 cm 3的组织空间尺度上进行模拟)。随着Timothy模型的最新发展,确保新兴HPC体系结构的适当性能水平已变得至关重要。例如,引入向组织提供营养的血管是朝着复杂的生物过程进行现实模拟的非常重要的一步,但它大大增加了模型的计算复杂性。在本文中,我们描述了应用程序的现代化过程,以便在基于现代Intel(R)MIC架构的HPC混合系统上实现较高的计算性能。展示了在Intel Xeon Phi(TM)协处理器x100和Intel Xeon Phi处理器x200上的实验结果。

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