面向科学计算、地球物理、复杂数学与信息处理的终极单芯片超级计算机的终极数据流
分布式、并行与集群计算
2021-07-06 v6
摘要
本文始于如下假设：近未来的100B晶体管单芯片超级计算机将包含N个大核多核处理器、1000N个小核众核处理器、一个类TPU固定结构 systolic array 加速器(用于带宽受限应用中所需最常用机器学习算法)以及一个灵活结构可重编程加速器(用于延迟关键应用中所需较不常用机器学习算法)。
引用
@article{arxiv.2009.10593,
title = {The Ultimate DataFlow for Ultimate SuperComputers-on-a-Chip, for Scientific Computing, Geo Physics, Complex Mathematics, and Information Processing},
author = {Veljko Milutinovic and Erfan Sadeqi Azer and Kristy Yoshimoto and Gerhard Klimeck and Miljan Djordjevic and Milos Kotlar and Miroslav Bojovic and Bozidar Miladinovic and Nenad Korolija and Stevan Stankovic and Nenad Filipović and Zoran Babovic and Miroslav Kosanic and Akira Tsuda and Mateo Valero and Massimo De Santo and Erich Neuhold and Jelena Skoručak and Laura Dipietro and Ivan Ratkovic},
journal= {arXiv preprint arXiv:2009.10593},
year = {2021}
}