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Quantum Computers for High-Performance Computing [PDF]

IEEE Micro, 2021
Quantum computing systems are developing rapidly as powerful solvers for a variety of real-world calculations. Traditionally, many of these same applications are solved using conventional high-performance computing (HPC) systems, which have progressed sharply through decades of hardware and software improvements.
T. Humble, A. McCaskey, Dmitry I. Lyakh, Meenambika Gowrishankar, A. Frisch, T. Monz   +5 more
semanticscholar   +2 more sources

The COVID-19 High-Performance Computing Consortium. [PDF]

Comput Sci Eng, 2022
In March of 2020, recognizing the potential of High Performance Computing (HPC) to accelerate understanding and the pace of scientific discovery in the fight to stop COVID-19, the HPC community assembled the largest collection of worldwide HPC resources ...
Brase J, Campbell N, Helland B, Hoang T, Parashar M, Rosenfield M, Sexton J, Towns J.   +7 more
europepmc   +2 more sources

Challenges in High-Performance Computing

Journal of the Brazilian Computer Society, 2023
High-Performance Computing, HPC, has become one of the most active computer science fields. Driven mainly by the need for high processing capabilities required by algorithms from many areas, such as Big Data, Artificial Intelligence, Data Science, and ...
P. Navaux, A. Lorenzon, M. Serpa
semanticscholar   +3 more sources

A semisupervised autoencoder-based approach for anomaly detection in high performance computing systems

Engineering Applications of Artificial Intelligence, 2019
High Performance Computing (HPC) systems are complex machines with heterogeneous components that can break or malfunction. Automated anomaly detection in these systems is a challenging and critical task, as HPC systems are expected to work 24/7.
Andrea Bartolini, Luca Benini, Andrea Borghesi   +2 more
exaly   +2 more sources

A review on the decarbonization of high-performance computing centers

Renewable and Sustainable Energy Reviews
André Pereira, R J Bessa, Ricardo Vilaca   +2 more
exaly   +2 more sources

HPC-GPT: Integrating Large Language Model for High-Performance Computing [PDF]

SC Workshops, 2023
Large Language Models (LLMs), including the LLaMA model, have exhibited their efficacy across various general-domain natural language processing (NLP) tasks.
Xianzhong Ding, Le Chen, M. Emani, Chunhua Liao, Pei-Hung Lin, T. Vanderbruggen, Zhen Xie, Alberto E. Cerpa, Wan Du   +8 more
semanticscholar   +1 more source

Integration of Quantum Accelerators with High Performance Computing—A Review of Quantum Programming Tools [PDF]

ACM Transactions on Quantum Computing, 2023
Quantum computing (QC) introduces a novel mode of computation with the possibility of greater computational power that remains to be exploitedpresenting exciting opportunities for high-performance computing (HPC) applications.
Amr Elsharkawy, Xiao-Ting Michelle To, Philipp Seitz, Yanbin Chen, Yannick Stade, Manuel Geiger, Qunsheng Huang, Xiaorang Guo, Muhammad Arslan Ansari, C. Mendl, Dieter Kranzlmüller, Martin Schulz   +11 more
semanticscholar   +1 more source

ProtTrans: Towards Cracking the Language of Life’s Code Through Self-Supervised Deep Learning and High Performance Computing [PDF]

bioRxiv, 2020
Computational biology and bioinformatics provide vast data gold-mines from protein sequences, ideal for Language Models (LMs) taken from Natural Language Processing (NLP). These LMs reach for new prediction frontiers at low inference costs.
Ahmed Elnaggar, M. Heinzinger, Christian Dallago, G. Rehawi, Yu Wang, Llion Jones, Tom Gibbs, Tamas B. Fehér, Christoph Angerer, Martin Steinegger, D. Bhowmik, B. Rost   +11 more
semanticscholar   +1 more source

Containerization for High Performance Computing Systems: Survey and Prospects [PDF]

IEEE Transactions on Software Engineering, 2022
Containers improve the efficiency in application deployment and thus have been widely utilised on Cloud and lately in High Performance Computing (HPC) environments.
Naweiluo Zhou, Huan Zhou, Dennis Hoppe
semanticscholar   +1 more source

Reinventing High Performance Computing: Challenges and Opportunities [PDF]

arXiv.org, 2022
The world of computing is in rapid transition, now dominated by a world of smartphones and cloud services, with profound implications for the future of advanced scientific computing.
D. Reed, Dennis Gannon, J. Dongarra
semanticscholar   +1 more source