数据中心时代的高带宽和高能效存储器接口:最新进展、设计挑战和未来展望

Joo-Hyung Chae
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引用次数: 0

摘要

目前,我们生活在一个以数据为中心的时代,由于人工智能(AI)在各种技术领域的广泛采用,对大量数据的需求急剧增加。在当前的计算架构中,内存输入输出(I/O)带宽正成为提高计算性能的瓶颈;因此,高带宽的内存接口是必不可少的。此外,数据中心对边缘人工智能设备的高功耗将在不久的将来导致电力短缺和气候危机;因此,内存接口的节能技术也很重要。本文介绍了改进I/O带宽的最新方法,例如增加I/O引脚数和数据速率/引脚,以及节省内存接口中的能量。然而,仍然存在一些需要进一步改进的设计挑战。因此,讨论了各种设计挑战和需要解决的问题,并提出了未来的展望,包括芯片和模对模接口。以克服现有局限性的各种研究开发(r&d)为基础,技术范式转换和相关产业有望进入新的阶段。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High-Bandwidth and Energy-Efficient Memory Interfaces for the Data-Centric Era: Recent Advances, Design Challenges, and Future Prospects
Currently, we are living in a data-centric era as the need for large amounts of data has dramatically increased due to the widespread adoption of artificial intelligence (AI) in a variety of technology domains. In the current computing architecture, the memory input and output (I/O) bandwidth is becoming a bottleneck for improving computing performance; therefore, high-bandwidth memory interfaces are essential. In addition, the high power consumption of data centers to edge AI devices will lead to power shortages and climate crises in the near future; therefore, energy-efficient techniques for memory interfaces are also important. This article presents contemporary approaches to improve I/O bandwidth, such as increasing the I/O pin count and data rate/pin, and to save energy in memory interfaces. However, there are still some design challenges that require further improvements. Therefore, various design challenges and problems to be solved are discussed, and future perspectives, including chiplet and die-to-die interfaces, are presented. Based on various research and development efforts to overcome the current limitations, the technological paradigm shift and related industries are expected to advance to the next level.
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