Title :
A Walking Dwarf on the Clouds
Author :
Manfroi, Laion F. ; Ferro, Marcello ; Yokoyama, Andre M. ; Mury, Antonio R. ; Schulze, Bruno
Author_Institution :
Nat. Lab. for Sci. Comput., Petropolis, Brazil
Abstract :
Scientific computing often requires high performance and distributed computational resources to perform large scale experiments in order to achieve accurate results in due course. These needs have been addressed with dedicated high performance computing (HPC) infrastructures. New models to achieve high performance are the combined multi-core architectures with accelerators (manycore). A new dimension is also added by the Cloud Computing model, which has garnered significant attention from industrial and scientific community, as a potential model to address a broad array of computing needs. Even so, it is necessary to evaluate how scientific applications behave on these models. In this work, we propose an approach based on the Dwarfs classification to evaluate architectures, considering that applications have different characteristics in terms of resource consumption. The results show how the Dwarfs approach could help in choosing the architecture and in Cloud Computing environment evaluation when looking for better performance.
Keywords :
cloud computing; multiprocessing systems; natural sciences computing; parallel processing; resource allocation; virtualisation; Dwarfs approach; Dwarfs classification; accelerators; cloud computing model; dedicated high performance computing infrastructures; distributed computational resources; multicore architectures; resource consumption; scientific computing; Cloud computing; Computational modeling; Computer architecture; Graphics processing units; Hardware; Vectors; Virtual machine monitors; Performance evaluation; Scientific applications; Virtualization;
Conference_Titel :
Utility and Cloud Computing (UCC), 2013 IEEE/ACM 6th International Conference on
Conference_Location :
Dresden
DOI :
10.1109/UCC.2013.80