Hardware and Software Components towards the Integration of Network-Attached Accelerators into Data Centers

Fritjof Steinert, Niklas Schelten, Anton Schulte, B. Stabernack
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引用次数: 6

Abstract

The usage of Field Programmable Gate Arrays(FPGAs) as application-specific accelerators in data centers has grown rapidly in recent years. The main reasons for this are the higher throughput of application-specific accelerators, an improved latency behavior as well as higher energy efficiency compared to conventional computing systems with CPUs and GPUs. In particular, network-attached FPGA accelerators exhibit excellent latency behavior and very high energy efficiency. The high efficiency not only decreases operating costs, but also results in a lower carbon footprint. A disadvantage compared to conventional CPUs and GPUs is the difficult programmability as well as the integration into data centers, which hinders a widespread adoption. To simplify the integration of FPGA accelerators in heterogeneous data centers, we have designed a flexible hardware and software framework to overcome these problems. We also show which components are necessary to fulfill the requirements within a data center.
面向数据中心联网加速器集成的硬件和软件组件
近年来,现场可编程门阵列(fpga)作为数据中心特定应用加速器的使用迅速增长。其主要原因是与具有cpu和gpu的传统计算系统相比,特定于应用程序的加速器具有更高的吞吐量、改进的延迟行为以及更高的能源效率。特别是,网络连接的FPGA加速器表现出优异的延迟行为和非常高的能量效率。高效率不仅降低了运营成本,还降低了碳足迹。与传统的cpu和gpu相比,缺点是难以编程以及与数据中心的集成,这阻碍了广泛采用。为了简化FPGA加速器在异构数据中心的集成,我们设计了一个灵活的硬件和软件框架来克服这些问题。我们还将展示哪些组件是满足数据中心需求所必需的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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