Understanding the virtualization "Tax" of scale-out pass-through GPUs in GaaS clouds: An empirical study.

Ming Liu 0006 University of Florida, Gainesville, FL, USA Ming Liu Ming Liu 0001 劉明 Hong Kong University of Science and Technology Guangzhou (HKUST-GZ), Guangzhou, China Hong Kong University of Science and Technology, Department of Electronic and Computer Engineering, Robotics and Multi-perception Lab, Hong Kong City University of Hong Kong, Robotics and Multi-perception Lab (RAM-LAB), Hong Kong ETH Zurich, Autonomous Systems Laboratory, Switzerland Tongji University, CEIE, China http://www.ece.ust.hk/ece.php/profile/facultydetail/eelium https://scholar.google.com/citations?user=CdV5LfQAAAAJ https://orcid.org/0000-0002-4500-238X https://www.wikidata.org/entity/Q85214209 https://www.scopus.com/authid/detail.uri?authorId=55512872300 Ming Liu 0002 University of Electronic Science and Technology of China, School of Computer Science and Engineering, Chengdu, China Nanjing University, State Key Laboratory for Novel Software Technology, China Ming Liu 0003 https://scholar.google.com/citations?user=kpZq6QwAAAAJ https://orcid.org/0000-0002-1114-1728 https://www.researchgate.net/profile/Ming_Liu47/publications https://www.wikidata.org/entity/Q130847701 Ming Liu 0003 University of Electronic Science and Technology of China, School of Computer Science and Engineering, Chengdu, China Ming Liu 0002 https://orcid.org/0000-0003-1349-7143 https://www.wikidata.org/entity/Q88153559 Ming Liu 0004 Harbin Institute of Technology, School of Computer Science and Technology, China https://orcid.org/0000-0001-7915-1001 Ming Liu 0005 North Carolina State University, Neuromuscular Rehabilitation Engineering Laboratory, Raleigh, NC, USA Assist Equipment Development Inc, Cary, NC, USA University of Rhode Island, Department of Electrical, Computer, and Biomedical Engineering, Kingston, RI, USA https://orcid.org/0000-0003-0998-4221 https://orcid.org/0000-0001-6307-6713 https://www.wikidata.org/entity/Q96211950 Ming Liu 0007 University of Technology, Connected Intelligence Centre, Sydney, Australia Southwest University, Education Research Institute, Chongqing, China University of Sydney, School of Electrical and Information Engineering, Australia https://sites.google.com/site/ming9902/ https://orcid.org/0000-0003-4256-6531 Ming Liu 0008 Tongji University, School of Economics and Management, Shanghai, China https://scholar.google.com/citations?user=OyRYZmAAAAAJ https://zbmath.org/authors/?q=ai:liu.ming https://orcid.org/0000-0003-3190-5008 https://orcid.org/0000-0002-4693-0073 https://www.wikidata.org/entity/Q58151152 https://www.wikidata.org/entity/Q58151140 https://www.researcherid.com/rid/E-3742-2013 https://www.scopus.com/authid/detail.uri?authorId=55531906300 https://d-nb.info/gnd/1023137178 Ming Liu 0009 University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, IL, USA Microsoft Corporation, Video Search Group University of Illinois at Urbana-Champaign, IL, USA Ming Liu 0010 Beijing Jiaotong University, Beijing Key Lab of Transportation Data Analysis and Mining, China INSA de Rennes, IETR, France https://faculty.bjtu.edu.cn/8799/ https://orcid.org/0000-0003-2956-0629 Ming Liu 0011 Royal Institute of Technology, Stockholm, Sweden University of Giessen, Germany Ming Liu 0012 Shaanxi Normal University, School of Computer Science, Xi'an, China Ministry of Education, Key Laboratory of Modern Teaching Technology, Xi'an, China Xidian University, Xi'an, China https://orcid.org/0000-0002-6724-8647 https://www.wikidata.org/entity/Q92519075 Ming Liu 0013 Princeton University, Department of Electrical Engineering, NJ, USA University of Michigan - Shanghai Jiao Tong University Joint Institute, Shanghai, China https://sites.google.com/site/mingliuprinceton https://orcid.org/0000-0002-5853-9194 Ming Liu 0014 Harbin Institute of Technology, School of Astronautics, China City University of Hong Kong, Department of Mathematics, Hong Kong https://orcid.org/0000-0002-1846-6445 Ming Liu 0015 Chinese Academy of Sciences, Institute of Semiconductors, State Key Laboratory on Integrated Optoelectronics, Beijing, China Tsinghua University, Institute of Microelectronics, Beijing, China Tsinghua University, Department of Electronic Engineering, Beijing, China Ming Liu 0017 University of Electronic Science and Technology of China, School of Information and Communication Engineering, Chengdu, China Zhengzhou University, China https://orcid.org/0000-0001-8540-6955 Ming Liu 0018 刘铭 Harbin Institute of Technolog, School of Computer Science and Technology, China https://orcid.org/0000-0001-9136-8481 Ming Liu 0019 Hohai University, College of Computer and Information, Laboratory of Array and Information Processing, Nanjing, China https://orcid.org/0000-0003-4780-5116 Ming Liu 0020 Beihang University, School of Biological Science and Medical Engineering, MOE Key Laboratory for Biomechanics and Mechanobiology, Beijing, China https://orcid.org/0000-0002-7301-3406 https://www.wikidata.org/entity/Q91908044 Ming Liu 0021 Shanghai Jiao Tong University, Department of Electronic Engineering, Shanghai, China University of Technology Sydney, Faculty of Engineering and Information Technology, Sydney, Australia https://orcid.org/0000-0002-3482-4871 Ming Liu 0022 Chinese Academy Sciences, Institute of Microelectronics, Beijing, China http://english.ime.cas.cn/pe/cm/201601/t20160108_158583.html https://scholar.google.com/citations?user=XgU2Ph0AAAAJ https://orcid.org/0000-0002-0937-7547 https://www.wikidata.org/entity/Q100666359 Ming Liu 0023 Hong Kong Polytechnic University, Department of Electrical Engineering, Hong Kong https://orcid.org/0000-0001-6633-6285 Ming Liu 0024 Changchun University of Technology, Department of Applied Mathematics, Changchun, China https://orcid.org/0000-0001-9369-2584 Ming Liu 0025 Shandong University of Science and Technology, Department of Electrical Engineering and Information Technology, Jinan, China https://orcid.org/0000-0002-0666-3564 Ming Liu 0026 Xi'an Jiaotong University, State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi'an, China https://orcid.org/0000-0002-3050-3173 Ming Liu 0027 University of Wisconsin at Madison, WI, USA University of Washington at Seattle, WA, USA https://mgliu.sites.cs.wisc.edu/index.html https://scholar.google.com/citations?user=_JNse44AAAAJ https://orcid.org/0000-0002-6509-9449 https://www.wikidata.org/entity/Q130951700 Ming Liu 0028 Monash University, NCHA, Melbourne, Australia Deakin University, School of Information Technology, Melbourne, Australia Monash University, Faculty of Information Technology, Melbourne, Australia https://grayming.github.io/Ming-Liu/ https://scholar.google.com/citations?user=QzTINAIAAAAJ https://www.linkedin.com/in/ming-liu-510a41129 https://orcid.org/0000-0002-2160-6111 Ming Liu 0029 Beijing Institute of Technology, Yangtze Delta Region Academy, School of Opto-Electronics, School of Optics and Photonics, China https://orcid.org/0000-0001-8504-1335 Ming Liu 0030 Soochow University, Suzhou, China Ming Liu 0031 Xidian University, Joint International Research Laboratory of Intelligent Perception and Computation, Xi'an, China https://orcid.org/0009-0001-9684-0009 https://ieeexplore.ieee.org/author/37089411421 Ming Liu 0006 Tao Li 0006 Neo Jia Andy Currid Vladimir Troy Understanding the virtualization "Tax" of scale-out pass-through GPUs in GaaS clouds: An empirical study. 259-270 2015 HPCA https://doi.org/10.1109/HPCA.2015.7056038 https://doi.ieeecomputersociety.org/10.1109/HPCA.2015.7056038 conf/hpca/2015 db/conf/hpca/hpca2015.html#LiuLJCT15 Amer Qouneh Ming Liu 0006 Tao Li 0006 Optimization of Resource Allocation and Energy Efficiency in Heterogeneous Cloud Data Centers. 1-10 2015 ICPP https://doi.org/10.1109/ICPP.2015.9 https://doi.ieeecomputersociety.org/10.1109/ICPP.2015.9 conf/icpp/2015 db/conf/icpp/icpp2015.html#QounehLL15

Chao Li 0009 Rui Wang 0014 Yang Hu 0001 Ruijin Zhou Ming Liu 0006 Longjun Liu Jingling Yuan Tao Li 0006 Depei Qian 0002 Towards Automated Provisioning and Emergency Handling in Renewable Energy Powered Datacenters. 618-630 2014 29 J. Comput. Sci. Technol. 4 https://doi.org/10.1007/s11390-014-1454-5 db/journals/jcst/jcst29.html#LiWHZLLYLQ14

Ming Liu 0006 Tao Li 0006 Optimizing virtual machine consolidation performance on NUMA server architecture for cloud workloads. 325-336 2014 ISCA https://doi.org/10.1109/ISCA.2014.6853224 https://doi.ieeecomputersociety.org/10.1109/ISCA.2014.6853224 http://dl.acm.org/citation.cfm?id=2665720 conf/isca/2014 db/conf/isca/isca2014.html#LiuL14 Ming Liu 0006 Chao Li 0009 Tao Li 0006 Understanding the Impact of vCPU Scheduling on DVFS-Based Power Management in Virtualized Cloud Environment. 295-304 2014 MASCOTS https://doi.org/10.1109/MASCOTS.2014.44 https://doi.ieeecomputersociety.org/10.1109/MASCOTS.2014.44 conf/mascots/2014 db/conf/mascots/mascots2014.html#LiuLL14 Ruijin Zhou Ming Liu 0006 Tao Li 0006 Characterizing the efficiency of data deduplication for big data storage management. 98-108 2013 IISWC https://doi.org/10.1109/IISWC.2013.6704674 https://doi.ieeecomputersociety.org/10.1109/IISWC.2013.6704674 conf/iiswc/2013 db/conf/iiswc/iiswc2013.html#ZhouLL13 Chao Li 0009 Yang Hu 0001 Ruijin Zhou Ming Liu 0006 Longjun Liu Jingling Yuan Tao Li 0006 Enabling datacenter servers to scale out economically and sustainably. 322-333 2013 MICRO https://doi.org/10.1145/2540708.2540736 https://ieeexplore.ieee.org/document/7847636/ conf/micro/2013 db/conf/micro/micro2013.html#LiHZLLYL13 Andy Currid Yang Hu 0001 Neo Jia Chao Li 0009 Tao Li 0006 Longjun Liu Depei Qian 0002 Amer Qouneh Vladimir Troy Rui Wang 0014 Jingling Yuan Ruijin Zhou