{"id":"https://openalex.org/W2980677077","doi":"https://doi.org/10.1109/tpds.2019.2947521","title":"gMig: Efficient vGPU Live Migration with Overlapped Software-Based Dirty Page Verification","display_name":"gMig: Efficient vGPU Live Migration with Overlapped Software-Based Dirty Page Verification","publication_year":2019,"publication_date":"2019-10-15","ids":{"openalex":"https://openalex.org/W2980677077","doi":"https://doi.org/10.1109/tpds.2019.2947521","mag":"2980677077"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2019.2947521","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2019.2947521","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086570822","display_name":"Qiumin Lu","orcid":"https://orcid.org/0000-0002-8129-2759"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210158342","display_name":"Intel (United Kingdom)","ror":"https://ror.org/058cxws58","country_code":"GB","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210158342"]}],"countries":["CN","GB"],"is_corresponding":true,"raw_author_name":"Qiumin Lu","raw_affiliation_strings":["Intel Corporation","Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Intel Corporation","institution_ids":["https://openalex.org/I4210158342"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101745447","display_name":"Xiao Zheng","orcid":"https://orcid.org/0000-0003-3191-5636"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Zheng","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028350050","display_name":"Jiacheng Ma","orcid":"https://orcid.org/0000-0001-9285-422X"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]},{"id":"https://openalex.org/I4210158342","display_name":"Intel (United Kingdom)","ror":"https://ror.org/058cxws58","country_code":"GB","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210158342"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Jiacheng Ma","raw_affiliation_strings":["Intel Corporation","University of Michigan, Ann Arbor, USA"],"affiliations":[{"raw_affiliation_string":"Intel Corporation","institution_ids":["https://openalex.org/I4210158342"]},{"raw_affiliation_string":"University of Michigan, Ann Arbor, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101838987","display_name":"Yaozu Dong","orcid":"https://orcid.org/0000-0002-9623-5933"},"institutions":[{"id":"https://openalex.org/I4210158342","display_name":"Intel (United Kingdom)","ror":"https://ror.org/058cxws58","country_code":"GB","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210158342"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yaozu Dong","raw_affiliation_strings":["Intel Corporation"],"affiliations":[{"raw_affiliation_string":"Intel Corporation","institution_ids":["https://openalex.org/I4210158342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011323970","display_name":"Zhengwei Qi","orcid":"https://orcid.org/0000-0003-2730-2319"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengwei Qi","raw_affiliation_strings":["Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023243107","display_name":"Jianguo Yao","orcid":"https://orcid.org/0000-0002-1142-4496"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianguo Yao","raw_affiliation_strings":["Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039946576","display_name":"Bingsheng He","orcid":"https://orcid.org/0000-0001-8618-4581"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bingsheng He","raw_affiliation_strings":["National University of Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049487451","display_name":"Haibing Guan","orcid":"https://orcid.org/0000-0002-4714-7400"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibing Guan","raw_affiliation_strings":["Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5086570822"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210158342"],"apc_list":null,"apc_paid":null,"fwci":0.5561,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.71022609,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"31","issue":"5","first_page":"1209","last_page":"1222"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8685325980186462},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5383217930793762},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.35601669549942017}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8685325980186462},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5383217930793762},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.35601669549942017}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tpds.2019.2947521","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2019.2947521","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.800000011920929,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G1244424131","display_name":null,"funder_award_id":"61672344","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2216259480","display_name":null,"funder_award_id":"61525204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2709730326","display_name":null,"funder_award_id":"61732010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G39828028","display_name":null,"funder_award_id":"61572322","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1450125063","https://openalex.org/W1572904055","https://openalex.org/W1964604818","https://openalex.org/W1965370830","https://openalex.org/W1972399950","https://openalex.org/W1996212904","https://openalex.org/W1997269120","https://openalex.org/W2004482359","https://openalex.org/W2037633629","https://openalex.org/W2039997795","https://openalex.org/W2065774393","https://openalex.org/W2067231500","https://openalex.org/W2071341597","https://openalex.org/W2071421592","https://openalex.org/W2082615565","https://openalex.org/W2086782787","https://openalex.org/W2108591264","https://openalex.org/W2117625898","https://openalex.org/W2130019570","https://openalex.org/W2144009915","https://openalex.org/W2151636451","https://openalex.org/W2159081109","https://openalex.org/W2161092827","https://openalex.org/W2334281018","https://openalex.org/W2342427079","https://openalex.org/W2415044472","https://openalex.org/W2461335859","https://openalex.org/W2514295235","https://openalex.org/W2516675456","https://openalex.org/W2608738900","https://openalex.org/W2781982782","https://openalex.org/W2792591241","https://openalex.org/W2901642103","https://openalex.org/W2998456260","https://openalex.org/W3011409250","https://openalex.org/W6628516955","https://openalex.org/W6634238465","https://openalex.org/W6649948755","https://openalex.org/W6668683776","https://openalex.org/W6676715614","https://openalex.org/W6677533768","https://openalex.org/W6681418307","https://openalex.org/W6682372669","https://openalex.org/W6715976941"],"related_works":["https://openalex.org/W1601407282","https://openalex.org/W2382986841","https://openalex.org/W2354060507","https://openalex.org/W1505619784","https://openalex.org/W2371792015","https://openalex.org/W1509840194","https://openalex.org/W2049274697","https://openalex.org/W2388417751","https://openalex.org/W1867542889","https://openalex.org/W2374742111"],"abstract_inverted_index":{"This":[0],"paper":[1],"introduces":[2],"gMig,":[3],"an":[4,141],"open-source":[5],"and":[6,61,70,101,128,149,184,192],"practical":[7],"vGPU":[8,43],"live":[9,44,138],"migration":[10,105,139],"solution":[11],"for":[12,52],"full":[13],"virtualization.":[14],"Taking":[15],"the":[16,19,27,33,67,96,104,109,119,124,155,161,168],"advantage":[17],"of":[18,22,144,157,163,181],"dirty":[20,125],"pattern":[21],"GPU":[23,63,137,164],"workloads,":[24],"gMig":[25,135],"presents":[26],"One-Shot":[28],"Pre-Copy":[29],"mechanism":[30],"combined":[31],"with":[32,88,140],"hashing":[34,85],"based":[35,86],"Software":[36,79,158],"Dirty":[37,80,159],"Page":[38],"technique":[39],"to":[40,65,72,91,175],"achieve":[41],"efficient":[42],"migration.":[45],"Particularly,":[46],"we":[47],"propose":[48],"three":[49],"core":[50],"techniques":[51],"gMig:":[53],"1)":[54],"Dynamic":[55],"Graphics":[56],"Address":[57],"Remapping,":[58],"which":[59,82,116],"parses":[60],"manipulates":[62],"commands":[64],"adjust":[66],"address":[68],"mapping":[69],"adapt":[71],"a":[73,84],"different":[74],"environment":[75],"after":[76],"migration,":[77],"2)":[78],"Page,":[81,160],"utilizes":[83],"approach":[87],"sampling":[89,182],"pre-filtering":[90],"detect":[92],"page":[93,126,197],"modification,":[94],"overcomes":[95],"commodity":[97],"GPU's":[98],"hardware":[99],"limitation,":[100],"speeds":[102],"up":[103,174],"by":[106,122,173],"only":[107],"sending":[108],"dirtied":[110],"pages,":[111],"3)":[112],"Overlapped":[113],"Migration":[114],"Process,":[115],"significantly":[117],"compresses":[118],"hanging":[120],"overhead":[121],"overlapping":[123],"verification":[127],"transmission":[129],"concurrently.":[130],"Our":[131],"evaluation":[132],"shows":[133],"that":[134],"achieves":[136],"average":[142],"downtime":[143,169],"302":[145],"ms":[146,151],"on":[147,152],"Windows":[148],"119":[150],"Linux.":[153],"With":[154],"help":[156],"number":[162],"pages":[165],"transferred":[166],"during":[167],"is":[170],"effectively":[171],"reduced":[172],"80.0":[176],"percent":[177,194],".":[178],"The":[179],"design":[180],"filter":[183],"overlapped":[185],"processing":[186],"can":[187],"bring":[188],"about":[189],"further":[190],"30.0":[191],"10.0":[193],"improvements":[195],"in":[196],"processing.":[198]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
