Reformulating the direct convolution for high-performance deep learning inference on ARM processors

Author:

Barrachina Sergio,Castelló Adrián,Dolz Manuel F.ORCID,Low Tze Meng,Martínez Héctor,Quintana-Ortí Enrique S.,Sridhar Upasana,Tomás Andrés E.

Publisher

Elsevier BV

Subject

Hardware and Architecture,Software

Reference33 articles.

1. Demystifying parallel and distributed deep learning: An in-depth concurrency analysis;Ben-Nun;ACM Comput. Surv.,2019

2. Efficient processing of deep neural networks: A tutorial and survey;Sze;Proc. IEEE,2017

3. K. Chellapilla, S. Puri, P. Simard, High performance convolutional neural networks for document processing, in: International Workshop on Frontiers in Handwriting Recognition, 2006.

4. Anatomy of high-performance deep learning convolutions on SIMD architectures;Georganas,2018

5. High performance and portable convolution operators for multicore processors;San Juan,2020

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2. Optimizing Convolutions for Deep Learning Inference on ARM Cortex-M Processors;IEEE Internet of Things Journal;2024-08-01

3. Parallel GEMM-based convolutions for deep learning on multicore ARM and RISC-V architectures;Journal of Systems Architecture;2024-08

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5. Optimizing Attention by Exploiting Data Reuse on ARM Multi-core CPUs;Proceedings of the 38th ACM International Conference on Supercomputing;2024-05-30

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