Architecture-Level Energy Estimation for Heterogeneous Computing Systems

Francis Wang,Yannan Nellie Wu,Matthew Woicik,Joel S. Emer,Vivienne Sze

2021 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS)（2021）

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摘要

Due to the data and computation intensive nature of many popular data processing applications, e.g., deep neural networks (DNNs), a variety of accelerators have been proposed to improve performance and energy efficiency. As a result, computing systems have become increasingly heterogeneous, with application-specific processing offloaded from the CPU to specialized accelerators. To understand the e...

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关键词

Energy consumption,Electric breakdown,Computational modeling,Neural networks,Estimation,Data transfer,Heterogeneous networks

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