Bulletin of the American Physical Society
75th Annual Meeting of the Division of Fluid Dynamics
Volume 67, Number 19
Sunday–Tuesday, November 20–22, 2022; Indiana Convention Center, Indianapolis, Indiana.
Session S01: Poster Session & Refreshment Break IV (3:22 - 4:10 p.m.)
3:22 PM,
Monday, November 21, 2022
Room: Hall HI
Abstract: S01.00095 : Towards exascale multiphase compressible flow simulation via scalable interface capturing-based solvers and GPU acceleration
Presenter:
Anand Radhakrishnan
(Georgia Tech)
Authors:
Anand Radhakrishnan
(Georgia Tech)
Henry Le Berre
(Georgia Tech)
Spencer H Bryngelson
(Georgia Tech)
One must judiciously offload and carefully implement CFD algorithms to effectively use exascale resources for flow simulations.
We present a strategy that brings us closer to utilizing these resources in the context of multiphase compressible flows.
All implementation is in the Multicomponent Flow Code (MFC; open source).
MFC uses a finite volume method with WENO5-based interface capturing and the HLLC Riemann solver.
We offload all compute kernels to GPUs via OpenACC and argue that similar explicit methods on current accelerators must tack this way.
The kernels are fine-tuned via OpenACC decorations and thread serialization where appropriate.
This results in high arithmetic intensity, realizing about 55\% of the peak GPU FLOPs.
We observe a 500-times speed-up on an NVIDIA A100 over a single core of a modern Intel CPU.
This corresponds to about a 50-times speed-up over a CPU node for a GPU node in a modern supercomputer (e.g., SDSC Expanse).
This implementation demonstrates ideal weak scaling to at least 13824 GPUs on OLCF Summit.
CUDA-aware MPI enables remote direct data access, improving strong scaling behavior.
We probe performance against various CPU architectures, including ARM, x86, and Power
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