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Load Balancing with Evolving Workloads in Large-Scale Language Model Serving

Chen, Zixi et al.
arXiv (All) · Papers
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and-cluster-computingdistributedmachine-learningparallel
Serving large language models requires assigning requests whose workloads grow during processing and whose completion times are unknown. With a synchronization barrier, lightly loaded workers wait for the slowest worker at every decode iteration. We model this loss through aggregate workload imbalan
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