联邦学习任务在片上网络系统中基于DVFS的可靠映射机制分析

Analysis of Reliable Mapping Mechanism Based on DVFS for Federated Learning Tasks in On Chip Network Systems

阐述在片上网络平台上联邦学习任务的分配与调度机制。通过将联邦学习建模为任务DAG图,并综合考虑平台计算资源、通信能力,实现在实时性、相关性、执行可靠性约束下的任务优化映射。

This paper describes the allocation and scheduling mechanism of federated learning tasks on on-chip network platforms.It models federated learning as a task DAG graph and comprehensively considers platform computing resources and communication capabilities to achieve task optimization mapping under real-time,correlation,and execution reliability constraints.