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    面向分布式计算的类脑智能处理器指令集设计

    Distributed Computing-Oriented ISA Design for Brain-Inspired Intelligence CPU

    • 摘要: 作为分布式计算的典型体现之一,端边云协同计算系统能够有效推动物联网、大模型、数字孪生等人工智能技术的垂直落地应用. 类脑计算是一种受大脑工作方式启发而提出的智能计算技术,具有能效高、速度快、容错度高、可扩展性强等优点. 通过利用脉冲神经网络的事件驱动机制和脉冲稀疏发放等特性,类脑计算能够极大地提升分布式端边云系统的实时处理能力和能量效率. 针对分布式终端设备的高实时、低功耗、强异构等特点,聚焦于指令集架构这一软硬件的交互界面,给出了一种立足现有系统、易于部署升级、安全自主可控、异构融合兼容的硬件设计方案,一共提出了12条类脑计算指令,完成了基于某国产指令系统的类脑指令集和对应微结构的定制化设计,为类脑计算赋能分布式计算系统奠定了技术基础.

       

      Abstract: As one of the most distinctive representations for distributed computing, an end-edge-cloud collaborative computing system is capable of effectively bringing such applications as Internet of Things, large-scale language models, and digital twins into real life. By mimicking the neural activities that take place in the human brain, brain-inspired computing has various advantages, including energy efficiency, high speed, high error-tolerance, and desirable scalability. Through leveraging the event-driven mechanism and the sparsity in spike generation of spiking neural networks, the real-time processing capability and energy efficiency of an end-edge-cloud collaborative computing system can be significantly improved. In this paper, a distributed computing-oriented ISA design for brain-inspired intelligence CPU is studied. Bearing in mind the requirements of delay-sensitive, low-power, and high diversity for end devices, we focus on the software-hardware interface, i.e., ISA, and propose a hardware design that is rooted in the current systems, easy to implement and upgrade, safety-aware and self-controllable, and compatible with heterogeneous architectures. Along with a corresponding CPU micro-architecture design, a dozen of instructions specifically conceived for brain-inspired computing are proposed based on a well established ISA, which sets the stage for empowering distributed computing systems with brain-inspired computing. We firmly believe that this paper has discovered a fruitful research field, and sincerely hope that more interests can be stimulated in ISA designs for brain-inspired intelligence CPU in both academic and industrial communities.

       

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