Are GPUs Non-Green Computing Devices?

With energy consumption emerging as one of the biggest issues in the development of HPC (High Performance Computing) applications, the importance of detailed power-related research works becomes a priority. In the last years, GPU coprocessors have been increasingly used to accelerate many of these h...

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Detalles Bibliográficos
Autores principales: Pi Puig, Martín, De Giusti, Laura Cristina, Naiouf, Marcelo
Formato: Articulo
Lenguaje:Inglés
Publicado: 2018
Materias:
GPU
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/70121
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Sumario:With energy consumption emerging as one of the biggest issues in the development of HPC (High Performance Computing) applications, the importance of detailed power-related research works becomes a priority. In the last years, GPU coprocessors have been increasingly used to accelerate many of these high-priced systems even though they are embedding millions of transistors on their chips delivering an immediate increase on power consumption necessities. This paper analyzes a set of applications from the Rodinia benchmark suite in terms of CPU and GPU performance and energy consumption. Specifically, it compares single-threaded and multi-threaded CPU versions with GPU implementations, and characterize the execution time, true instant power and average energy consumption to test the idea that GPUs are power-hungry computing devices.