Browsing Departament: Enginyeria i Ciència dels Computadors by Author "5816b929-6318-4ac8-80ff-08261748a6a2"
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BestOf: an online implementation selector for the training and inference of deep neural networks
Barrachina Mir, Sergio; Castelló, Adrián; Dolz, Manuel F.; Tomás, Andrés E. Springer (2022-05-20)Tuning and optimising the operations executed in deep learning frameworks is a fundamental task in accelerating the processing of deep neural networks (DNNs). However, this optimisation usually requires extensive manual ... -
Performance–energy trade‑ofs of deep learning convolution algorithms on ARM processors
Dolz, Manuel F.; Barrachina Mir, Sergio; Martínez, Héctor; Castelló, Adrián; Maciá, Antonio; Fabregat Llueca, German; Tomás, Andrés E. Springer (2023)In this work, we assess the performance and energy efciency of high-performance codes for the convolution operator, based on the direct, explicit/implicit lowering and Winograd algorithms used for deep learning (DL) ...