Efficient SNN multi-cores MAC array acceleration on SpiNNaker 2

Efficient SNN multi-cores MAC array acceleration on SpiNNaker 2

The potential low-energy feature of the spiking neural network (SNN) engages the attention of the AI community. Only CPU-involved SNN processing inevitably results in an inherently long temporal span in the cases of large models and massive datasets. This study introduces the MAC array, a parallel a...

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Bibliographic Details
Main Authors: Jiaxin Huang, Florian Kelber, Bernhard Vogginger, Chen Liu, Felix Kreutz, Pascal Gerhards, Daniel Scholz, Klaus Knobloch, Christian G. Mayr
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-08-01
Series:Frontiers in Neuroscience
Subjects:
SpiNNaker 2
SNN
MAC array
SpGEMM
multi-core load balancing deployment
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2023.1223262/full

Internet

https://www.frontiersin.org/articles/10.3389/fnins.2023.1223262/full

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