FPGA HLS Today: Successes, Challenges, and Opportunities

J. Cong, Jason Lau, Gai Liu, S. Neuendorffer, P. Pan, K. Vissers, Zhiru Zhang
{"title":"FPGA HLS Today: Successes, Challenges, and Opportunities","authors":"J. Cong, Jason Lau, Gai Liu, S. Neuendorffer, P. Pan, K. Vissers, Zhiru Zhang","doi":"10.1145/3530775","DOIUrl":null,"url":null,"abstract":"The year 2011 marked an important transition for FPGA high-level synthesis (HLS), as it went from prototyping to deployment. A decade later, in this article, we assess the progress of the deployment of HLS technology and highlight the successes in several application domains, including deep learning, video transcoding, graph processing, and genome sequencing. We also discuss the challenges faced by today’s HLS technology and the opportunities for further research and development, especially in the areas of achieving high clock frequency, coping with complex pragmas and system integration, legacy code transformation, building on open source HLS infrastructures, supporting domain-specific languages, and standardization. It is our hope that this article will inspire more research on FPGA HLS and bring it to a new height.","PeriodicalId":162787,"journal":{"name":"ACM Transactions on Reconfigurable Technology and Systems (TRETS)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"30","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACM Transactions on Reconfigurable Technology and Systems (TRETS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3530775","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 30

Abstract

The year 2011 marked an important transition for FPGA high-level synthesis (HLS), as it went from prototyping to deployment. A decade later, in this article, we assess the progress of the deployment of HLS technology and highlight the successes in several application domains, including deep learning, video transcoding, graph processing, and genome sequencing. We also discuss the challenges faced by today’s HLS technology and the opportunities for further research and development, especially in the areas of achieving high clock frequency, coping with complex pragmas and system integration, legacy code transformation, building on open source HLS infrastructures, supporting domain-specific languages, and standardization. It is our hope that this article will inspire more research on FPGA HLS and bring it to a new height.
FPGA HLS的今天:成功、挑战和机遇
2011年标志着FPGA高级合成(HLS)的重要转变,因为它从原型设计到部署。十年后,在本文中,我们评估了HLS技术部署的进展,并强调了在几个应用领域取得的成功,包括深度学习、视频转码、图形处理和基因组测序。我们还讨论了当今HLS技术所面临的挑战以及进一步研究和开发的机会,特别是在实现高时钟频率、处理复杂的实用程序和系统集成、遗留代码转换、构建开源HLS基础设施、支持领域特定语言和标准化等领域。希望本文能对FPGA HLS的研究起到一定的启发作用,使其达到一个新的高度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信