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Jul, 2022
边缘可持续AI处理
Sustainable AI Processing at the Edge
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Sébastien Ollivier, Sheng Li, Yue Tang, Chayanika Chaudhuri, Peipei Zhou...
TL;DR
本研究比较探讨了卷积神经网络加速引擎对于边缘计算的可持续性及其对推理和在线训练的影响,特别关注了处理内存、移动GPU加速器和新型Racetrack存储器的使用。研究表明,采用更加可持续的处理器内存和移动GPU加速器可以有效减少计算的能源占用率。
Abstract
edge computing
is a popular target for accelerating
machine learning
algorithms supporting mobile devices without requiring the communication latencies to handle them in the cloud. Edge deployments of
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