Mirage: Towards Low-interruption Services on Batch GPU Clusters with Reinforcement Learning

Qiyang Ding,Pengfei Zheng,Shreyas Kudari,Shivaram Venkataraman,Zhao Zhang

Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis（2023）

Cited 2|Views46

Key words

GPU Cluster,Deep Learning,Random Forest,XGBoost,Policy Gradient,Deep Q-network,Wall-clock Time,Reinforcement Learning Techniques,Deep Learning Training,Deep Learning Research,Deep Network,Deep Neural Network,Transition State,State Space,Ensemble Method,Language Model,Waiting Time,Transformer Model,Policy Learning,Gradient Boosting Decision Tree,Ensemble Learning Method,Foundation Model,Job Completion Time,Policy Network,Reinforcement Learning Methods,Policy Gradient Method,Deep Q-learning,Medium Load,Single Job,Light Load

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