《電子技術(shù)應(yīng)用》
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智算操作系统发展路径研究
电子技术应用
石里男1,2,韩乃平1,齐璇1,刘乙钧3
1.麒麟软件有限公司;2.天津市操作系统重点实验室; 3.国际关系学院 国际政治系
摘要: 当前,人工智能作为信息产业新质生产力的典型代表,已成为世界主要国家提升国家竞争力、维护国家安全的重大战略,而算力短缺正在成为制约我国人工智能发展的关键瓶颈。针对目前国产化算力存在的生态碎片化问题,提出打造以具备AI增强的通用服务器操作系统为基础、以智算平台为使能的智算操作系统,更好地支持AI应用的开发和运行,以满足我国人工智能发展的算力需求。围绕智算平台的重要组成部分,详细说明了异构资源调度器和AI编程框架的国内外发展现状,同时对异构算力的管理调度与分布式训练的发展情况进行了分析。在阐述国内外AI服务器市场情况和异构算力资源管理已成现实的基础上,指出我国AI算力发展的现状,并通过系统梳理我国对操作系统发展的相关支持政策,进一步印证了研制智算操作系统的可行性和必要性。继而重点解析了智算操作系统两大组成部分通用服务器操作系统的AI增强和智算平台的主要功能,对智算操作系统的技术突破和创新发展提出了建议。
中圖分類號(hào):TP316 文獻(xiàn)標(biāo)志碼:A DOI: 10.16157/j.issn.0258-7998.245364
中文引用格式: 石里男,韓乃平,齊璇,等. 智算操作系統(tǒng)發(fā)展路徑研究[J]. 電子技術(shù)應(yīng)用,2024,50(10):1-6.
英文引用格式: Shi Linan,Han Naiping,Qi Xuan,et al. Research on the development paths of intelligent computing operating system[J]. Application of Electronic Technique,2024,50(10):1-6.
Research on the development paths of intelligent computing operating system
Shi Linan1,2,Han Naiping1,Qi Xuan1,Liu Yijun3
1.KylinSoft Corporation;2.Tianjin Key Laboratory of Operating System; 3.International Politics Department, University of International Relations
Abstract: At present, artificial intelligence which stands as a new quality productive force in the IT industry, is a major strategic focus among the major economies for enhancing the national competitiveness and safeguarding the national security. However, the scarcity of computing power has emerged as a critical bottleneck impeding China’s AI development. To cope with the issue of ecological fragmentation in self-developed computing power, this paper puts forward building an intelligent computing operating system based on the general server operating system with AI enhancement and enabled by the intelligent computing platform. By better supporting the development and operation of AI applications, the intelligent computing operating system can meet the computing power demand for development of AI in China. Focusing on the important parts of the intelligent computing platform, the domestic and international development status of heterogeneous resource scheduler and AI programming framework are elaborated in details. The development of the management and scheduling of heterogeneous computing power and the distributed training are also analyzed. Based on the description of the domestic and international AI server market and the reality of heterogeneous computing resource management, the current situation that the capability of chip is weak and the industrial ecology is scattered in the development of AI computing power in China is pointed out. Through systematically sorting out the relevant supporting policies of the development of operating systems in China, the feasibility and necessity of developing the operating system are further confirmed. Subsequently, this paper presents the AI enhancement of the general server operating system, which is one of the two major components of t
Key words : intelligent computing operating system;computing power;heterogeneous resource scheduler;AI programming framework;server operating system

引言

當(dāng)前,新一輪科技革命和產(chǎn)業(yè)變革突飛猛進(jìn),隨著人工智能技術(shù)的爆炸式發(fā)展,GPT-4、Sora等大模型相繼橫空出世,對(duì)操作系統(tǒng)迭代產(chǎn)生了深遠(yuǎn)影響,進(jìn)一步拓展了操作系統(tǒng)的應(yīng)用空間。國(guó)際上,以微軟、RedHat等為代表的主流操作系統(tǒng)企業(yè),已積極擁抱人工智能技術(shù)發(fā)展。其中,微軟前后投資OpenAI超過(guò)100億美元,推出了一系列人工智能產(chǎn)品和解決方案,如通過(guò)AI技術(shù)賦能Office套件、Bing搜索等核心產(chǎn)品。RedHat和Ubuntu等Linux操作系統(tǒng)企業(yè)則通過(guò)提供相應(yīng)的驅(qū)動(dòng)程序支持以及定期更新和維護(hù),保證了與CUDA和NVIDIA GPU的完全兼容性,并支持主流機(jī)器學(xué)習(xí)和深度學(xué)習(xí)框架、庫(kù)和工具,如TensorFlow、PyTorch等。但國(guó)內(nèi)暫時(shí)還沒(méi)有出現(xiàn)與人工智能大模型發(fā)展相適應(yīng),相對(duì)成熟、完善的智算操作系統(tǒng)解決方案。此外,國(guó)產(chǎn)化算力平臺(tái)存在的生態(tài)碎片化、架構(gòu)差異化、軟件不完備等現(xiàn)狀也正在成為制約國(guó)內(nèi)人工智能發(fā)展的主要瓶頸。

為解決上述問(wèn)題,提出打造通用服務(wù)器操作系統(tǒng)(具備AI增強(qiáng)功能)+智算平臺(tái)(包含異構(gòu)資源調(diào)度器AI編程框架)的智算操作系統(tǒng),通過(guò)靈活調(diào)度智算集群算力、兼容各類訓(xùn)推框架、支持典型大模型在主流和國(guó)產(chǎn)GPU集群上的訓(xùn)練和推理,滿足我國(guó)人工智能技術(shù)發(fā)展對(duì)于算力的迫切需求,并為構(gòu)建自主創(chuàng)新的算力底座提供堅(jiān)實(shí)支撐。


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作者信息:

石里男1,2,韓乃平1,齊璇1,劉乙鈞3

(1.麒麟軟件有限公司,天津 300450;

2.天津市操作系統(tǒng)重點(diǎn)實(shí)驗(yàn)室,天津 300450;

3.國(guó)際關(guān)系學(xué)院 國(guó)際政治系,北京 100091)


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