Abstract:Today, deep learning technology is widely used in a lot of scientific research fields. A crucial question is how to accurately predict the performance and energy consumption of deep learning training (DLT) tasks. Existing prediction methods of DLT tasks either have low accuracy or use too many cluster resources, and few methods focus on the energy consumption prediction. In this paper, we analyze the relationships between the characteristics of performance and energy consumption and the task configurations of … Show more
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.