Developing Synthetic Applications Benchmarks on Composable Cyberinfrastructure: A Study of Scaling Molecular Dynamics Applications on GPUs

Author:

Lawrence Richard E1ORCID,Chakravorty Dhruva K1ORCID,He Zhenhua1ORCID,Dang Francis1ORCID,Perez Lisa M1ORCID,Brashear Wesley A1ORCID,Liu Honggao1ORCID

Affiliation:

1. Texas A&M University, USA

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference8 articles.

1. Performance Analysis of Deep Learning Workloads on a Composable System

2. Zhenhua He , Aditi Saluja , Richard Lawrence , Dhruva  K. Chakravorty , Francis Dang , Lisa  M. Perez , and Honggao Liu . 2023. Performance of Distributed Deep Learning Workloads on a Composable Cyberinfrastructure . In Practice and Experience in Advanced Research Computing (Portland, OR, USA) (PEARC ’23) . Association for Computing Machinery , New York, NY, USA , 12 pages. https://doi.org/10.1145/3569951.3603632 10.1145/3569951.3603632 Zhenhua He, Aditi Saluja, Richard Lawrence, Dhruva K. Chakravorty, Francis Dang, Lisa M. Perez, and Honggao Liu. 2023. Performance of Distributed Deep Learning Workloads on a Composable Cyberinfrastructure. In Practice and Experience in Advanced Research Computing (Portland, OR, USA) (PEARC ’23). Association for Computing Machinery, New York, NY, USA, 12 pages. https://doi.org/10.1145/3569951.3603632

3. Sambit Mishra , Freddie Witherden , Dhruva  K. Chakravorty , Lisa  M. Perez , and Francis Dang . 2023. Scaling Study of Flow Simulations on Composable Cyberinfrastructure . In Practice and Experience in Advanced Research Computing (Portland, OR, USA) (PEARC ’23) . Association for Computing Machinery , New York, NY, USA , 6 pages. https://doi.org/10.1145/3569951.3597565 10.1145/3569951.3597565 Sambit Mishra, Freddie Witherden, Dhruva K. Chakravorty, Lisa M. Perez, and Francis Dang. 2023. Scaling Study of Flow Simulations on Composable Cyberinfrastructure. In Practice and Experience in Advanced Research Computing (Portland, OR, USA) (PEARC ’23). Association for Computing Machinery, New York, NY, USA, 6 pages. https://doi.org/10.1145/3569951.3597565

4. Abhinand Nasari , Hieu Le , Richard Lawrence , Zhenhua He , Xin Yang , Mario Krell , Alex Tsyplikhin , Mahidhar Tatineni , Tim Cockerill , Lisa Perez , Dhruva Chakravorty , and Honggao Liu . 2022. Benchmarking the Performance of Accelerators on National Cyberinfrastructure Resources for Artificial Intelligence / Machine Learning Workloads . In Practice and Experience in Advanced Research Computing (Boston, MA, USA) (PEARC ’22) . Association for Computing Machinery , New York, NY, USA , Article 19, 9 pages. https://doi.org/10.1145/3491418.3530772 10.1145/3491418.3530772 Abhinand Nasari, Hieu Le, Richard Lawrence, Zhenhua He, Xin Yang, Mario Krell, Alex Tsyplikhin, Mahidhar Tatineni, Tim Cockerill, Lisa Perez, Dhruva Chakravorty, and Honggao Liu. 2022. Benchmarking the Performance of Accelerators on National Cyberinfrastructure Resources for Artificial Intelligence / Machine Learning Workloads. In Practice and Experience in Advanced Research Computing (Boston, MA, USA) (PEARC ’22). Association for Computing Machinery, New York, NY, USA, Article 19, 9 pages. https://doi.org/10.1145/3491418.3530772

5. NVIDIA. 2021. NVIDIA Container Registry: LAMMPS. https://catalog.ngc.nvidia.com/orgs/hpc/containers/lammps tag:29Sep2021. NVIDIA. 2021. NVIDIA Container Registry: LAMMPS. https://catalog.ngc.nvidia.com/orgs/hpc/containers/lammps tag:29Sep2021.

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1. Performance of Molecular Dynamics Acceleration Strategies on Composable Cyberinfrastructure;Practice and Experience in Advanced Research Computing 2024: Human Powered Computing;2024-07-17

2. Porting AI/ML Models to Intelligence Processing Units (IPUs);Practice and Experience in Advanced Research Computing;2023-07-23

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