Machine Learning Assisted HPC Workload Trace Generation for Leadership Scale Storage Systems

Author:

Paul Arnab K.1,Choi Jong Youl2,Karimi Ahmad Maroof2,Wang Feiyi2

Affiliation:

1. Oak Ridge National Laboratory & BITS Pilani, Zuarinagar, India

2. Oak Ridge National Laboratory, Oak Ridge, TN, USA

Funder

Office of Science of the U.S. Department of Energy

Publisher

ACM

Reference54 articles.

1. [n.d.]. Darshan - HPC I/O Characterization Tool . https://www.mcs.anl.gov/research/projects/darshan/. Accessed : July 17 2021 . [n.d.]. Darshan - HPC I/O Characterization Tool. https://www.mcs.anl.gov/research/projects/darshan/. Accessed: July 17 2021.

2. [n.d.]. Darshan Data. https://www.mcs.anl.gov/research/projects/darshan/data/. Accessed : January 5 2022 . [n.d.]. Darshan Data. https://www.mcs.anl.gov/research/projects/darshan/data/. Accessed: January 5 2022.

3. [n.d.]. Fugaku Supercomputer . https://www.fujitsu.com/global/about/innovation/fugaku/specifications/. Accessed : April 20 2022 . [n.d.]. Fugaku Supercomputer. https://www.fujitsu.com/global/about/innovation/fugaku/specifications/. Accessed: April 20 2022.

4. [n.d.]. Lustre Monitoring Tool. https://github.com/LLNL/lmt. Accessed : October 12 2021 . [n.d.]. Lustre Monitoring Tool. https://github.com/LLNL/lmt. Accessed: October 12 2021.

5. [n.d.]. Perlmutter Supercomputer . https://www.nersc.gov/systems/perlmutter/. Accessed : April 20 2022 . [n.d.]. Perlmutter Supercomputer. https://www.nersc.gov/systems/perlmutter/. Accessed: April 20 2022.

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1. PERFGEN: A Synthesis and Evaluation Framework for Performance Data using Generative AI;2024 IEEE 48th Annual Computers, Software, and Applications Conference (COMPSAC);2024-07-02

2. The I/O Trace Initiative: Building a Collaborative I/O Archive to Advance HPC;Proceedings of the SC '23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis;2023-11-12

3. From reactive to proactive load balancing for task‐based parallel applications in distributed memory machines;Concurrency and Computation: Practice and Experience;2023-06-26

4. I/O performance analysis of machine learning workloads on leadership scale supercomputer;Performance Evaluation;2022-10

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