Erasure-coded storage provides fault tolerance with substantially lower storage overhead than full replication, but repairing lost or at-risk blocks requires intensive cross-node data transfer. Existing reactive repair schemes start only after a failure, while proactive schemes can move data before failure but commonly...
Lei Liu, Yong Wang, Jun-Qi Chen et al.· 0 citations
This work proposes a Deep Reinforcement Learning-based auto-scaling framework tailored for the PD architecture that enables the agent to capture non-linear load dynamics, thereby achieving decoupled and precise scaling for prefill and decode pools.
Wei Xiao, Xue-Feng Huang, Wei-Jia Shi et al.· Proceedings of the Thirty-Fi...· 0 citations
High-precision and large-capacity network delay emulation is essential for algorithm validation and system testing in cloud computing, satellite communications and vehicular IoT. This paper proposes a novel FPGA-based high-bandwidth delay emulation method, which buffers packets in on-chip Ultra RAM, maps packet identif...
Xu Zhu, Baokang Zhao, Dapeng Wang et al.· International Conference on...· 0 citations
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