Home // COMPUTATION TOOLS 2023, The Fourteenth International Conference on Computational Logics, Algebras, Programming, Tools, and Benchmarking // View article

Capability and Applicability of Measurement Tools for AI Model’s Environmental Impact

Authors:
Rui Zhou
Tao Zheng
Xin Wang
Lan Wang
Emilie Sirvent-Hien

Keywords: FLOPs; PUE; PSF; TDP.

Abstract:
More and more of Artificial Intelligence (AI) systems have been adopted by Information and Communication Technology (ICT) solutions to make effective digital transformation. In recent years environmental impact of AI systems has been investigated and methodologies have been developed to calculate their cost. In this paper, we survey, analyze, and evaluate three types of tools for counting the energy consumption/CO2 emission of AI systems. By verifying them in sets of experiments, including centralized and distributed on devices architecture, we compare ease of use of tools, simulation result vs real measurement and finally bring advice to help AI developers to take into account environmental cost of AI models with measurement tools.

Pages: 1 to 8

Copyright: Copyright (c) IARIA, 2023

Publication date: June 26, 2023

Published in: conference

ISSN: 2308-4170

ISBN: 978-1-68558-050-6

Location: Nice, France

Dates: from June 26, 2023 to June 30, 2023