byteLAKE’s CFD Suite (AI-accelerated CFD) — HPC scalability report

CFD Suite — HPC scalability report (April 2021)
CFD Suite accelerating chemical mixing simulations

Hardware configurations we tested

CFD Simulation used for benchmarking

MixIT from Tridiagonal Solutions for Enterprise Mixing Analysis (CFD)

AI Models Training (benchmark)

CFD Suite’s AI modules training speedup depending on the number of HPC cluster nodes
CFD Suite’s AI modules training duration across various hardware configurations

Conclusions (training)

CFD Suite predictions — AI Models Inferencing (benchmark)

CFD Suite accelerating CFD simulations with AI (FAST mode)
CFD Suite inferencing: performance speedups comparison between CPUs versus GPUs
CFD Suite inferencing (AI predictions) vs. traditional CFD solver simulation (without overhead for AI)

Conclusions (inferencing)

  • Inferencing is up to 9.5x faster on Gold (CFD Suite optimized with OpenVINO) than on V100.
  • By configuring the CFD Suite into the ACCURATE mode, 90% of the simulation (pure AI inferencing without any overhead) is predicted 111x faster than CFD solver computation, and 9.25x faster considering 10% overhead of the CFD solver.
byteLAKE’s CFD Suite (AI-accelerated CFD)

Key takeaways

Full report

Learn more

CFD Suite, panel discussion, recording available on-demand

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Co Founder @ byteLAKE | AI-accelerated CFD | AI for Chemical Industry, Paper Industry, Manufacturing | Industry 4.0

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Marcin Rojek

Marcin Rojek

Co Founder @ byteLAKE | AI-accelerated CFD | AI for Chemical Industry, Paper Industry, Manufacturing | Industry 4.0

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