Porting and optimization of VASP on domestic heterogeneous platform

移植 计算机科学 对称多处理机系统 软件 分布式计算 计算 程序设计范式 硬件加速 并发 图形处理单元的通用计算 并行计算 计算科学 操作系统 算法 程序设计语言 绘图
作者
Peng Wu,Shibiao HU,Woody CAO,Jie Liu,Xudong Tang
标识
DOI:10.1117/12.2685894
摘要

VASP is a widely used software, performing electronic structure calculations and quantum mechanical molecular dynamics from first principle, in the areas of material modeling and computational material science. To obtain better computing performance, VASP usually use heterogeneous architectures for acceleration. VASP6 is currently accelerated on NVIDIA GPUs with OpenACC programming model, which cannot be compiled and run on domestic heterogeneous platform. In order to use VASP on domestic heterogeneous platforms, it is necessary to design a new transplantation strategy. Following the OpenACC GPU-port, VASP was ported on the domestic heterogeneous platform with the HIP- C/C++ programming model and libraries on the platform. Hybrid density functional calculation is a hotspot of calculation in VASP. This calculation is frequently used but takes a long time. In order to provide good calculation services for researchers, it needs to be optimized. For a typical hybrid functional calculation example, this paper uses the performance analysis tool hipprof to find out performance bottlenecks. Combined with the characteristics of GPU like accelerator hardware architecture, multi-stream concurrency optimization and hardware resource allocation optimization are performed on the compute-intensive exact exchange computation. The test results shows that the calculation performance of the exact exchange is improved by 17.19% compared with the initial porting, which proves the effectiveness of the optimization.
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