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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：6/0  |  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  
Scheduling of Real-Time Wireless Flows: A Comparative Study of Centralized and Decentralized Reinforcement Learning Approaches 期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2024, 页码: 16
作者:  Wang, Qi;  Huang, Jianhui;  Xu, Yongjun
收藏  |  浏览/下载：6/0  |  提交时间：2024/12/06
Scheduling  timely-throughput  deep reinforcement learning  real-time wireless networks  distributed system  
An Application-oblivious Memory Scheduling System for DNN Accelerators 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2022, 卷号: 19, 期号: 4, 页码: 26
作者:  Li, Jiansong;  Wang, Xueying;  Chen, Xiaobing;  Li, Guangli;  Dong, Xiao;  Zhao, Peng;  Yu, Xianzhi;  Yang, Yongxin;  Cao, Wei;  Liu, Lei;  Feng, Xiaobing
收藏  |  浏览/下载：27/0  |  提交时间：2023/07/12
Deep learning  memory scheduling  runtime system  DNN accelerators  
A joint energy efficiency optimization scheme based on marginal cost and workload prediction in data centers 期刊论文
SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2021, 卷号: 32, 页码: 14
作者:  Ji, Kaixuan;  Zhang, Fa;  Chi, Ce;  Song, Penglei;  Zhou, Biyu;  Marahatta, Avinab;  Liu, Zhiyong
收藏  |  浏览/下载：57/0  |  提交时间：2021/12/01
Data center  Energy efficiency  Task scheduling  Cooling system  Marginal cost  Workload prediction  
Energy-Aware Scheduling Based on Marginal Cost and Task Classification in Heterogeneous Data Centers 期刊论文
ENERGIES, 2021, 卷号: 14, 期号: 9, 页码: 26
作者:  Ji, Kaixuan;  Chi, Ce;  Zhang, Fa;  Anta, Antonio Fernandez;  Song, Penglei;  Marahatta, Avinab;  Wang, Youshi;  Liu, Zhiyong
收藏  |  浏览/下载：56/0  |  提交时间：2021/12/01
data center  energy-aware  marginal cost  task scheduling  cooling system  task classification  
Cooperatively Improving Data Center Energy Efficiency Based on Multi-Agent Deep Reinforcement Learning 期刊论文
ENERGIES, 2021, 卷号: 14, 期号: 8, 页码: 32
作者:  Chi, Ce;  Ji, Kaixuan;  Song, Penglei;  Marahatta, Avinab;  Zhang, Shikui;  Zhang, Fa;  Qiu, Dehui;  Liu, Zhiyong
收藏  |  浏览/下载：52/0  |  提交时间：2021/12/01
data center  energy efficiency  deep reinforcement learning  multi-agent  scheduling algorithm  cooling system  
Hierarchical Hybrid Memory Management in OS for Tiered Memory Systems 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2019, 卷号: 30, 期号: 10, 页码: 2223-2236
作者:  Liu, Lei;  Yang, Shengjie;  Peng, Lu;  Li, Xinyu
收藏  |  浏览/下载：255/0  |  提交时间：2019/12/10
Memory  DRAM  NVM  operating system  scheduling  
Scheduling-Efficient Framework for Neural Network on Heterogeneous Distributed Systems and Mobile Edge Computing Systems 期刊论文
IEEE ACCESS, 2019, 卷号: 7, 页码: 171853-171863
作者:  Zhou, Xiang;  Zhang, Jilin;  Wan, Jian;  Zhou, Li;  Wei, Zhenguo;  Zhang, Juncong
收藏  |  浏览/下载：48/0  |  提交时间：2020/12/10
Heterogeneous distributed system  mobile edge computing system  adaptive scheduling  large-scale machine learning  
A Cost-Effective Energy Optimization Framework of Multicore SoCs Based on Dynamically Reconfigurable Voltage-Frequency Islands 期刊论文
ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2016, 卷号: 21, 期号: 2, 页码: 14
作者:  Jin, Song;  Pei, Songwei;  Han, Yinhe;  Li, Huawei
收藏  |  浏览/下载：44/0  |  提交时间：2019/12/13
System energy  dynamic voltage-frequency island  task scheduling  VFI partitioning  multicore system-on-chip  energy