电子科技2024,Vol.37Issue(5):32-37,46,7.DOI:10.16180/j.cnki.issn1007-7820.2024.05.005
基于PCIE的多嵌入式人工智能处理器低延迟数据交换技术
Multiple Embedded AI Processors Low Latency Data Exchange Technology Based on PCIE Interface
摘要
Abstract
In view of the conflict of task scheduling and data exchange between multiple embedded AI(Artificial Intelligence)processors and improving the reliability and efficiency of stack expansion of multiple AI processors,a high speed data exchange technology and data frame structure of multiple embedded AI processors with wormhole switching structure are proposed in this study.Based on the PCIE(PCI Express)high-speed data interface,the da-ta is transmitted in the form of data unit,and the multi-weight decision algorithm is designed to avoid the conflict in data transmission and realize the concurrent multi-threading of the task.The FPGA(Field Programmable Gate Ar-ray)platform is designed and tested.The results show that the transmission bandwidth utilization efficiency of PCIE reaches more than 85%,the data exchange delay is less than 20 μs,and the average maximum delay time of inter-rupt task response is 8.775 μs.The technology is suitable for high-speed switching circuits with multi-processor collaboration and can be extended to hybrid PCIE and RapidIO switching circuit architectures.关键词
嵌入式人工智能处理器/数据交换/外围组件互连快速/PCI Express/交换开关/虫洞技术/数据仲裁/多重权重决策Key words
embedded AI processors/data exchange/fast peripheral component interconnection/PCI Express/exchange switch/wormhole technology/data arbitration/multi-weighted decision making分类
信息技术与安全科学引用本文复制引用
魏璇,温凯林,李斌,刘淑涛,褚洁,蔡觉平..基于PCIE的多嵌入式人工智能处理器低延迟数据交换技术[J].电子科技,2024,37(5):32-37,46,7.基金项目
国家自然科学基金(62274123) (62274123)
陕西省重点研发计划重点产业创新链项目(2021ZDLGY02-01) National Natural Science Foundation of China(62274123) (2021ZDLGY02-01)
Key In-dustrial Innovation Chain Project of Shaanxi Key Research and De-velopment Program(2021ZDLGY02-01) (2021ZDLGY02-01)