计算机技术与发展2024，Vol.34Issue(10)：8-15,8.DOI:10.20165/j.cnki.ISSN1673-629X.2024.0199
基于FPGA的VPX型智能加速模块的设计与实现
Design and Implementation of VPX Intelligent Acceleration Module Based on FPGA
叶亚峰 1张宁 1寇金桥 1王昕1
作者信息
- 1. 中国航天科工集团第二研究院 七〇六所,北京 100854
- 折叠
摘要
Abstract
We designed and implemented an intelligent acceleration module based on domestic FPGA to address the issues of poor operating environment,high requirements for intelligent algorithm inference speed,and complex algorithm deployment process in aerospace field intelligent computing units.The module interface complies with the VPX standard specifications,has better mechanical structure and environmental adaptability,and supports inference acceleration of deep learning object detection algorithms.Based on the hardware selection of core components such as FPGA chips,DDR memory,and power conversion modules that meet the requirements of localization,the hardware circuit design is completed to obtain the actual intelligent acceleration module.Taking target detection algorithm as an example,the module deployed weight files and model files onto the intelligent acceleration module for inference calculation using the designed automatic compilation tool.The experiment proved that the intelligent acceleration module has great envi-ronmental adaptability,deployment convenience,and good computational acceleration performance,and the acceleration ratio is about 4.47 times than that of domestic CPUs.关键词
智能计算单元/现场可编程门阵列/目标检测/智能加速模块/深度学习处理单元/自动编译工具Key words
intelligent computing unit/field programmable gate array/object detection/intelligent acceleration module/deep learning processing unit/automatic compilation tool分类
信息技术与安全科学引用本文复制引用
叶亚峰,张宁,寇金桥,王昕..基于FPGA的VPX型智能加速模块的设计与实现[J].计算机技术与发展,2024,34(10):8-15,8.
