Jointly Optimizing Job Assignment and Resource Partitioning for Improving System Throughput in Cloud Datacenters.

Haosen Shi 0001 SysNet of Nankai University, China https://dl.acm.org/profile/99659584039 https://orcid.org/0000-0002-6454-4088 Haosen Shi Haosen Shi 0002 East China Normal University, Shanghai, China Haosen Shi 0003 Chinese University of Hong Kong https://ieeexplore.ieee.org/author/37085582766 Haosen Shi 0004 Nanyang Technological University, Singapore Haosen Shi 0005 Xi'an Jiaotong-Liverpool University, China

Ruobing Chen 0002 Haosen Shi 0001 Jinping Wu Yusen Li Xiaoguang Liu 0001 Gang Wang 0001 Jointly Optimizing Job Assignment and Resource Partitioning for Improving System Throughput in Cloud Datacenters. 34:1-34:24 2023 September 20 ACM Trans. Archit. Code Optim. 3 https://doi.org/10.1145/3593055 db/journals/taco/taco20.html#ChenSWLLW23

Ruobing Chen 0002 Haosen Shi 0001 Yusen Li Xiaoguang Liu 0001 Gang Wang 0001 OLPart: Online Learning based Resource Partitioning for Colocating Multiple Latency-Critical Jobs on Commodity Computers. 347-364 2023 EuroSys https://doi.org/10.1145/3552326.3567490 conf/eurosys/2023 db/conf/eurosys/eurosys2023.html#0002SL0023 Ruobing Chen 0002 Haosen Shi 0001 Jinping Wu Yusen Li Xiaoguang Liu 0001 Gang Wang 0001 GCNPart: Interference-Aware Resource Partitioning Framework with Graph Convolutional Neural Networks and Deep Reinforcement Learning. 568-589 2022 ICA3PP https://doi.org/10.1007/978-3-031-22677-9_30 conf/ica3pp/2022 db/conf/ica3pp/ica3pp2022.html#ChenSWLLW22 Ruobing Chen 0002 Jinping Wu Haosen Shi 0001 Yusen Li Xiaoguang Liu 0001 Gang Wang 0001 DRLPart: A Deep Reinforcement Learning Framework for Optimally Efficient and Robust Resource Partitioning on Commodity Servers. 175-188 2021 HPDC https://doi.org/10.1145/3431379.3460648 conf/hpdc/2021 db/conf/hpdc/hpdc2021.html#0002WSL0021

Changnan Xiao Haosen Shi 0001 Jiajun Fan Shihong Deng CASA: A Bridge Between Gradient of Policy Improvement and Policy Evaluation. 2021 abs/2105.03923 CoRR https://arxiv.org/abs/2105.03923 db/journals/corr/corr2105.html#abs-2105-03923

Changnan Xiao Haosen Shi 0001 Jiajun Fan Shihong Deng An Entropy Regularization Free Mechanism for Policy-based Reinforcement Learning. 2021 abs/2106.00707 CoRR https://arxiv.org/abs/2106.00707 db/journals/corr/corr2106.html#abs-2106-00707

Ruobing Chen 0002 Jinping Wu Haosen Shi 0001 Yusen Li Haiyan Yin Shanjiang Tang Xiaoguang Liu 0001 Gang Wang 0001 Deep Learning Assisted Resource Partitioning for Improving Performance on Commodity Servers. 153-154 2020 PACT https://doi.org/10.1145/3410463.3414668 conf/IEEEpact/2020 db/conf/IEEEpact/pact2020.html#0002WSLYTLW20 Ruobing Chen 0002 Shihong Deng Jiajun Fan Yusen Li Xiaoguang Liu 0001 Shanjiang Tang Gang Wang 0001 Jinping Wu Changnan Xiao Haiyan Yin