{"id":"https://openalex.org/W2978246314","doi":"https://doi.org/10.1109/ijcnn.2019.8852319","title":"A QoS-oriented Scheduling and Autoscaling Framework for Deep Learning","display_name":"A QoS-oriented Scheduling and Autoscaling Framework for Deep Learning","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2978246314","doi":"https://doi.org/10.1109/ijcnn.2019.8852319","mag":"2978246314"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2019.8852319","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852319","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5015586367","display_name":"Sikai Xing","orcid":null},"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":"Sikai Xing","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041333646","display_name":"Shiyou Qian","orcid":"https://orcid.org/0000-0001-7775-1740"},"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":"Shiyou Qian","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101919963","display_name":"Bin Cheng","orcid":"https://orcid.org/0000-0002-7907-9852"},"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":"Bin Cheng","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100648774","display_name":"Jian Cao","orcid":"https://orcid.org/0000-0002-0036-9436"},"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":"Jian Cao","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101490654","display_name":"Guangtao Xue","orcid":"https://orcid.org/0000-0002-1617-3593"},"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":"Guangtao Xue","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012589427","display_name":"Jiadi Yu","orcid":"https://orcid.org/0000-0002-0207-9643"},"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":"Jiadi Yu","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081759167","display_name":"Yanmin Zhu","orcid":"https://orcid.org/0000-0001-6406-4992"},"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":"Yanmin Zhu","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100608808","display_name":"Minglu Li","orcid":"https://orcid.org/0000-0003-1751-9418"},"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":"Minglu Li","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9968000054359436,"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"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9968000054359436,"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/T10715","display_name":"Distributed and Parallel Computing Systems","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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.7550839781761169},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5890985131263733},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5877147912979126},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4085839092731476},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3881033658981323},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.34642231464385986},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0893283486366272},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.060916900634765625}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7550839781761169},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5890985131263733},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5877147912979126},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4085839092731476},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3881033658981323},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.34642231464385986},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0893283486366272},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.060916900634765625}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2019.8852319","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852319","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1753482797","https://openalex.org/W1965154800","https://openalex.org/W2022508996","https://openalex.org/W2053757129","https://openalex.org/W2060393849","https://openalex.org/W2072652898","https://openalex.org/W2083842231","https://openalex.org/W2097117768","https://openalex.org/W2099471712","https://openalex.org/W2105947650","https://openalex.org/W2112739286","https://openalex.org/W2116261113","https://openalex.org/W2127941149","https://openalex.org/W2130942839","https://openalex.org/W2136391815","https://openalex.org/W2160815625","https://openalex.org/W2163605009","https://openalex.org/W2163961697","https://openalex.org/W2168231600","https://openalex.org/W2173213060","https://openalex.org/W2290712622","https://openalex.org/W2493744448","https://openalex.org/W2899071864","https://openalex.org/W2964199361","https://openalex.org/W3028642772","https://openalex.org/W3136172274","https://openalex.org/W4320013936","https://openalex.org/W6637698695","https://openalex.org/W6679154944","https://openalex.org/W6679436768","https://openalex.org/W6680285999","https://openalex.org/W6684084819","https://openalex.org/W6684191040","https://openalex.org/W6684859321","https://openalex.org/W6723415496","https://openalex.org/W6756009870","https://openalex.org/W6777926273"],"related_works":["https://openalex.org/W2323516465","https://openalex.org/W4238615239","https://openalex.org/W2063960996","https://openalex.org/W2085045797","https://openalex.org/W2170179501","https://openalex.org/W2111375262","https://openalex.org/W1998565590","https://openalex.org/W2061423566","https://openalex.org/W2342975177","https://openalex.org/W2135735066"],"abstract_inverted_index":{"Deep":[0],"learning":[1,18,89,107,140,165,277],"is":[2,116,174],"popular":[3],"in":[4,32,92,280],"many":[5,121],"areas,":[6],"but":[7],"users":[8,48],"must":[9],"manually":[10],"specify":[11,52],"the":[12,53,63,70,93,100,114,136,167,196,200,222,228,239,245,254,257,281],"resource":[13,28,37,150,157,190],"configuration":[14,29,158,191],"when":[15,227,244],"submitting":[16,273],"deep":[17,88,106,139,164,276],"training":[19,34,90,108,170,278],"jobs,":[20,60],"usually":[21],"over-provisioning":[22],"resources.":[23],"This":[24,96,172],"kind":[25],"of":[26,55,113,163,169,203,259,272],"unreasonable":[27],"method":[30],"results":[31,214],"slow":[33],"and":[35,45,61,81,86,152,155,187,205,233,274],"low":[36],"utilization.":[38],"Therefore,":[39],"it":[40],"would":[41],"be":[42,66,126,182],"more":[43],"convenient":[44],"efficient":[46],"if":[47,192],"only":[49],"need":[50],"to":[51,68,117,176,208,242,262,268],"quality":[54],"service":[56],"(QoS)":[57],"for":[58,105],"their":[59,129],"then":[62],"resources":[64,230,247],"will":[65],"autoconfigured":[67],"meet":[69],"QoS.":[71],"To":[72,132],"satisfy":[73],"this":[74,134],"demand,":[75],"we":[76],"present":[77],"a":[78,144,161,179,269],"QoS-oriented":[79],"scheduling":[80,146,218],"autoscaling":[82,235],"framework":[83,115,137,197,255,266],"that":[84,119,216,253],"schedules":[85,138],"autoscales":[87,156],"jobs":[91,122,141,279],"Kubernetes":[94,204],"cluster.":[95,282],"paper":[97],"focuses":[98],"on":[99,149],"most":[101],"important":[102],"QoS":[103],"requirement":[104],"jobs:":[109,166],"deadline.":[110],"The":[111,212],"goal":[112],"guarantee":[118],"as":[120,123],"possible":[124],"can":[125,181,220,237],"accomplished":[127,183],"before":[128,184],"specified":[130],"deadlines.":[131],"reach":[133],"goal,":[135],"by":[142,159,198,225],"implementing":[143],"heuristic":[145],"policy":[147,219,236],"based":[148],"status":[151],"job":[153,180],"deadline,":[154],"exploiting":[160],"characteristic":[162],"predictability":[168,173],"time.":[171],"used":[175],"predict":[177],"whether":[178],"its":[185,210],"deadline":[186],"estimate":[188],"appropriate":[189],"necessary.":[193],"We":[194,250],"implemented":[195],"modifying":[199],"default":[201],"scheduler":[202],"conducted":[206],"experiments":[207],"evaluate":[209],"performance.":[211],"experiment":[213],"show":[215,252],"our":[217,234],"improve":[221,238],"completion":[223,240],"rate":[224,241],"26%":[226],"cluster":[229,246],"are":[231,248],"insufficient,":[232],"100%":[243],"sufficient.":[249],"also":[251],"improves":[256],"utilization":[258],"allocated":[260],"CPUs":[261],"100%.":[263],"Our":[264],"proposed":[265],"points":[267],"new":[270],"way":[271],"managing":[275]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
