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ElasticBatch: A Learning-Augmented Elastic Scheduling System for Batch Inference on MIG 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 10, 页码: 1708-1720
作者:  Qi, Jiaxing;  Xiao, Wencong;  Li, Mingzhen;  Yang, Chaojie;  Li, Yong;  Lin, Wei;  Yang, Hailong;  Luan, Zhongzhi;  Qian, Depei
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Graphics processing units  Dynamic scheduling  Throughput  Processor scheduling  Pipelines  Costs  Quality of service  MIG  batch inference  scheduling system  machine learning  
A Deep Reinforcement Learning-Based Preemptive Approach for Cost-Aware Cloud Job Scheduling 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2024, 卷号: 9, 期号: 3, 页码: 422-432
作者:  Cheng, Long;  Wang, Yue;  Cheng, Feng;  Liu, Cheng;  Zhao, Zhiming;  Wang, Ying
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Cloud computing  Processor scheduling  Real-time systems  Costs  Quality of service  Time factors  Dynamic scheduling  DRL  job scheduling  preemptive mechanism  optimization  
Deadline and Reliability Aware Multiserver Configuration Optimization for Maximizing Profit 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 卷号: 33, 期号: 12, 页码: 3772-3786
作者:  Wang, Tian;  Zhou, Junlong;  Li, Liying;  Zhang, Gongxuan;  Li, Keqin;  Hu, Xiaobo Sharon
收藏  |  浏览/下载:43/0  |  提交时间:2022/12/07
Cloud computing  Servers  Reliability  Business  Computer architecture  Real-time systems  Processor scheduling  Cloud service  deadline miss rate  multiserver configuration  profit maximization  soft error reliability  
Network-Aware Locality Scheduling for Distributed Data Operators in Data Centers 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2021, 卷号: 32, 期号: 6, 页码: 1494-1510
作者:  Cheng, Long;  Wang, Ying;  Liu, Qingzhi;  Epema, Dick H. J.;  Liu, Cheng;  Mao, Ying;  Murphy, John
收藏  |  浏览/下载:37/0  |  提交时间:2021/12/01
Distributed databases  Bandwidth  Scheduling  Data centers  Optimization  Processor scheduling  Big Data  Data locality  coflow scheduling  distributed operators  data centers  big data  SDN  metaheuristic  
Data-Driven Optimization for Cooperative Edge Service Provisioning With Demand Uncertainty 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2021, 卷号: 8, 期号: 6, 页码: 4317-4328
作者:  Li, Liang;  Shi, Dian;  Hou, Ronghui;  Li, Xuanheng;  Wang, Jie;  Li, Hui;  Pan, Miao
收藏  |  浏览/下载:43/0  |  提交时间:2021/12/01
Uncertainty  Optimization  Edge computing  Servers  Robustness  Processor scheduling  Internet of Things  Data-driven optimization  demand uncertainty  edge computing  resource provisioning