Exploring dataflow-based thread level parallelism in cyber-physical systems

R. Giorgi
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引用次数: 10

Abstract

Smart Cyber-Physical Systems (SCPS) aim not only at integrating computational platforms and physical processes, but also at creating larger "systems of systems" capable of satisfying multiple critical constraints such as energy efficiency, high-performance, safety, security, size and cost. The AXIOM project aims at designing such systems by focusing on low-cost Single Board Computers (SBC), based on current System-on-Chips (SoC) that include both programmable logic (FPGA), multi-core CPUs, accelerators and peripherals. A dataflow execution model, partially developed in the TERAFLUX project, brings a more predictable and reliable execution. The goals of AXIOM include: i) the possibility to easily program the system with a shared-memory model based on OmpSs; ii) the possibility of scaling up the system through a custom but inexpensive interconnect; iii) the possibility of accelerating a specific function on a single or multiple FPGAs of the system. The dataflow execution model operates at thread-level granularity. In this paper the AXIOM execution model and the related memory memory model is further detailed. The memory model is key for the execution of threads while reducing the need of data transfers. The preliminary results confirm the scalability of this model.
探索网络物理系统中基于数据流的线程级并行性
智能信息物理系统(SCPS)的目标不仅是集成计算平台和物理过程,而且还旨在创建更大的“系统的系统”,能够满足多种关键约束,如能源效率、高性能、安全性、安全性、尺寸和成本。AXIOM项目旨在通过专注于低成本的单板计算机(SBC)来设计这样的系统,该系统基于当前的片上系统(SoC),包括可编程逻辑(FPGA)、多核cpu、加速器和外围设备。在TERAFLUX项目中部分开发的数据流执行模型带来了更可预测和可靠的执行。AXIOM的目标包括:i)使用基于OmpSs的共享内存模型轻松编程系统的可能性;Ii)通过定制但廉价的互连扩展系统的可能性;iii)在系统的单个或多个fpga上加速特定功能的可能性。数据流执行模型在线程级粒度上操作。本文进一步详细介绍了AXIOM的执行模型和相关的内存模型。内存模型是线程执行的关键,同时减少了对数据传输的需求。初步结果证实了该模型的可扩展性。
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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