Energy-aware scheduling for high-performance computing systems: A survey

B Kocot, P Czarnul, J Proficz - Energies, 2023 - mdpi.com
High-performance computing (HPC), according to its name, is traditionally oriented toward
performance, especially the execution time and scalability of the computations. However …

[HTML][HTML] A review on the decarbonization of high-performance computing centers

CA Silva, R Vilaça, A Pereira, RJ Bessa - Renewable and Sustainable …, 2024 - Elsevier
High-performance computing relies on performance-oriented infrastructures with access to
powerful computing resources to complete tasks that contribute to solve complex problems …

Dynamic GPU power capping with online performance tracing for energy efficient GPU computing using DEPO tool

A Krzywaniak, P Czarnul, J Proficz - Future Generation Computer Systems, 2023 - Elsevier
GPU accelerators have become essential to the recent advance in computational power of
high-performance computing (HPC) systems. Current HPC systems' reaching an …

Trading Runtime for Energy Efficiency: Leveraging Power Caps to Save Energy across Programming Languages

S Cunha, L Silva, J Saraiva, JP Fernandes - Proceedings of the 17th …, 2024 - dl.acm.org
Energy efficiency of software is crucial in minimizing environmental impact and reducing
operational costs of ICT systems. Energy efficiency is therefore a key area of contemporary …

PowerSched-managing power consumption in overprovisioned systems

C Simmendinger, M Marquardt, J Mäder… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
Over the last decade both capital costs for the acquisition of modern HPC systems as well as
costs to power and cool these systems have increased significantly. In addition to direct …

AI-focused HPC Data Centers Can Provide More Power Grid Flexibility and at Lower Cost

Y Zhou, A Paredes, C Essayeh, T Morstyn - arXiv preprint arXiv …, 2024 - arxiv.org
The recent growth of Artificial Intelligence (AI), particularly large language models, requires
energy-demanding high-performance computing (HPC) data centers, which poses a …

Model-Free GPU Online Energy Optimization

F Wang, M Hao, W Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
GPUs play a central and indispensable role as accelerators in modern high-performance
computing (HPC) platforms, enabling a wide range of tasks to be performed efficiently …

Performance and Energy Aware Training of a Deep Neural Network in a Multi-GPU Environment with Power Capping

G Koszczał, J Dobrosolski, M Matuszek… - European Conference on …, 2023 - Springer
In this paper we demonstrate that it is possible to obtain considerable improvement of
performance and energy aware metrics for training of deep neural networks using a modern …

Investigation of Performance and Energy Consumption of Tokenization Algorithms on Multi-core CPUs Under Power Capping

O Diakun, J Dobrosolski, P Czarnul - International Conference on …, 2024 - Springer
In this paper we investigate performance-energy optimization of tokenizer algorithm training
using power capping. We focus on parallel, multi-threaded implementations of Byte Pair …

[PDF][PDF] On the Impact of PowerCap in Haskell, Java, and Python

L Maia, M Sá, I Ferreira, S Cunha, L Silva, P Azevedo… - 2024 - ceur-ws.org
Historically, programming language performance focused on fast execution times. With the
advent of cloud and edge computing, and the significant energy consumption of large data …