Mixture-of-Experts (MoE) inference under expert parallelism (EP) turns each MoE layer into a distributed computation with costly dispatch and combine communication. State-of-the-art systems reduce this cost through communication-computation overlap, splitting the GPU's SMs for communication and computation respectively...
Ziyu Huang, Yangjie Zhou, Chen-Hao Zhu et al.· 0 citations
Atrex-Bench is presented, a benchmark whose 30 operators and 440 shapes are sampled directly from full-cluster production inference traces of compute-limited, memory-rich GPUs, and a profile-driven kernel-optimization agent that combines iterative measure-revise search, optimization dropout for escaping stalled search...
By embedding container addresses in the 128-bit IPv6 space, NetPila integrates the container network with the physical network, reducing packet-processing complexity and improving scalability.
Jiaqi Gao, Chao Qin, Sheng Cheng et al.· Conference on Applications,...· 0 citations
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