数据与计算发展前沿 ›› 2021, Vol. 3 ›› Issue (5): 65-81.

doi: 10.11871/jfdc.issn.2096-742X.2021.05.005

• 专刊：我国信息技术领域“卡脖子”问题与对策 • 上一篇    下一篇

数据流计算研究进展与概述

范志华1,2(),李文明1(),叶笑春1(),范东睿1,2,*()   

  1. 1.中国科学院计算技术研究所,计算机体系结构国家重点实验室,北京 100190
    2.中国科学院大学,计算机科学与技术学院,北京 100049
  • 收稿日期:2021-09-30 出版日期:2021-10-20 发布日期:2021-11-24
  • 通讯作者: 范东睿
  • 作者简介:范志华,中国科学院计算技术研究所,中国科学院大学,博士研究生,计算机学会学生会员,主要研究领域为数据流计算及高通量处理器设计。
    本文主要承担工作为数据流计算研究进展总结及文章撰写。
    FAN Zhihua, is a Ph.D. candidate of Institute of Computing Technology, Chinese Academy of Sciences, University of Chinese Academy of Sciences. He is a student member of China Computer Federation. His research interests include dataflow computing and high throughput computing arch-itecture.
    The main contributions to this paper are the summary of the research progress of dataflow computing and paper writing.
    E-mail: fanzhihua@ict.ac.cn|李文明,中国科学院计算技术研究所,博士,副研究员,硕士生导师,计算机学会高级会员,主要研究领域为高通量处理器设计及软件模拟技术。
    本文主要承担工作为全文统筹及数据流计算发展趋势讨论。
    LI Wenming, Ph.D., is an associate professor of Institute of Computing Technology, Chinese Academy of Sciences. He is a senior member of China Computer Federation. His research interests include high throughput computing architecture and software simulation.
    The main contributions to this paper are paper organization and discussion of the development trend of dataflow computing.
    E-mail: liwenming@ict.ac.cn|叶笑春,中国科学院计算技术研究所,博士,研究员,硕士生导师,计算机学会高级会员,主要研究领域为高通量处理器体系结构及软件模拟技术。
    本文主要承担工作为文章国产数据流处理器部分分析及撰写。
    YE Xiaochun, Ph.D., is a professor of Institute of Computing Technology, Chinese Academy of Sciences. He is a senior member of China Computer Federation. His research interests include high throughput computing architecture and software simulation.
    The main contributions to this paper are the analysis and writing of the domestic dataflow processors.
    E-mail: yexiaochun@ict.ac.cn|范东睿,中国科学院计算技术研究所,博士,研究员,博士生导师,计算机学会杰出会员,主要研究领域为高通量/高性能处理器体系结构。
    本文主要承担的工作为研究项目负责人及整体架构设计。
    FAN Dongrui, Ph.D., is a professor of Institute of Comput-ing Technology, Chinese Academy of Sciences. He is a disting-uished member of China Computer Federation. His research interests include high throughput computing architecture and high performance many-core processor microarchitecture.
    The main contributions to this paper are the leader of the project and design of the overall architecture.
    E-mail: fandr@ict.ac.cn
  • 基金资助:
    国家自然科学基金(61732018);国家自然科学基金(61872335);国家自然科学基金(61802367);中国科学院战略性先导科技专项C类项目(XDC05000000);中国科学院国际伙伴计划(171111KYSB20200002)

The Research Progress of Dataflow Computing: A Brief Survey

FAN Zhihua1,2(),LI Wenming1(),YE Xiaochun1(),FAN Dongrui1,2,*()   

  1. 1. State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China
    2. School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing 100049, China
  • Received:2021-09-30 Online:2021-10-20 Published:2021-11-24
  • Contact: FAN Dongrui

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摘要：

【目的】本文追溯数据流计算的起源,就数据流计算理论和系统的相关研究背景、关键技术展开介绍。【文献范围】本文整理上世纪60年代至今数据流计算相关的研究文献。【方法】从数据流的起源、软件系统、硬件架构研究进展三个方面介绍了数据流计算的重要工作和关键技术。【结果】对数据流计算的发展趋势和挑战进行了分析与总结。【结论】本文将对未来数据流计算的研究提供参考,希望给该领域的研究人员带来一定的启发。

关键词: 数据流执行模型, 数据流软件系统, 数据流硬件架构

Abstract:

[Objective]This paper gives a brief introduction to the origin, history, research background, and key technologies of dataflow computing. [Coverage] Based on a literature collection of related works from the 1960s to the year 2020, [Methods]various significant works and key technologies in terms of the history and the research progress on dataflow software/hardware are introduced. [Results] In this case, the trends and challenges are analyzed and concluded in the field of dataflow computing. [Conclusions] All in all, this paper is aimed to provide a reference for future dataflow computing research, and to bring some inspiration to researchers in this field.

Key words: dataflow execution model, dataflow software system, dataflow architecture