从FLOPS到BYTES:后摩尔时代高性能计算的颠覆性变化

S. Matsuoka, H. Amano, K. Nakajima, Koji Inoue, T. Kudoh, N. Maruyama, K. Taura, Takeshi Iwashita, T. Katagiri, T. Hanawa, Toshio Endo
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引用次数: 18

摘要

处理器性能指数级增长的放缓和不可避免的终结,所谓的“摩尔定律”的终结预计将在2025年至2030年左右发生。由于CMOS半导体电压也在接近极限,这意味着逻辑晶体管功率将趋于恒定,从而导致系统FLOPS停止提高,从而对一般的IT,特别是超级计算造成严重后果。现有的克服摩尔定律终结的尝试在其未来前景或适用性方面相当有限。我们声称,面向数据的参数,如带宽和容量,或字节,是新的参数,即使在计算性能或FLOPS停止改善之后,由于存储设备技术和光学技术的持续进步,以及包括3-D封装在内的制造技术,也将允许持续的性能提升。从FLOPS到BYTES的这种转变将导致整个系统从应用程序、算法、软件到架构的颠覆性变化,以及为了实现持续的性能增长而优化的参数。我们正在开展一系列新的研究工作,以调查和设计新技术,以实现后摩尔时代从FLOPS到字节的破坏性变化,重点关注高性能计算,这对性能非常敏感,并期望结果传播到IT的其他领域。
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From FLOPS to BYTES: disruptive change in high-performance computing towards the post-moore era
Slowdown and inevitable end in exponential scaling of processor performance, the end of the so-called "Moore's Law" is predicted to occur around 2025--2030 timeframe. Because CMOS semiconductor voltage is also approaching its limits, this means that logic transistor power will become constant, and as a result, the system FLOPS will cease to improve, resulting in serious consequences for IT in general, especially supercomputing. Existing attempts to overcome the end of Moore's law are rather limited in their future outlook or applicability. We claim that data-oriented parameters, such as bandwidth and capacity, or BYTES, are the new parameters that will allow continued performance gains for periods even after computing performance or FLOPS ceases to improve, due to continued advances in storage device technologies and optics, and manufacturing technologies including 3-D packaging. Such transition from FLOPS to BYTES will lead to disruptive changes in the overall systems from applications, algorithms, software to architecture, as to what parameter to optimize for, in order to achieve continued performance growth over time. We are launching a new set of research efforts to investigate and devise new technologies to enable such disruptive changes from FLOPS to BYTES in the Post-Moore era, focusing on HPC, where there is extreme sensitivity to performance, and expect the results to disseminate to the rest of IT.
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