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Weng Q, Xiao W, Yu Y, Wang W, Wang C, He J, Li Y, Zhang L, Lin W, Ding Y.  2022.  MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters. 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22). :945--960.
Xiao W, Ren S, Li Y, Zhang Y, Hou P, Li Z, Feng Y, Lin W, Jia Y.  2020.  AntMan: Dynamic Scaling on GPU Clusters for Deep Learning. 14th USENIX Symposium on Operating Systems Design and Implementation (OSDI 20). :533--548.