{"id":"https://openalex.org/W3154839650","doi":"https://doi.org/10.1145/3427921.3450233","title":"Courier: Real-Time Optimal Batch Size Prediction for Latency SLOs in BigDL","display_name":"Courier: Real-Time Optimal Batch Size Prediction for Latency SLOs in BigDL","publication_year":2021,"publication_date":"2021-04-09","ids":{"openalex":"https://openalex.org/W3154839650","doi":"https://doi.org/10.1145/3427921.3450233","mag":"3154839650"},"language":"en","primary_location":{"id":"doi:10.1145/3427921.3450233","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3427921.3450233","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/SPEC International Conference on Performance Engineering","raw_type":"proceedings-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/A5074713889","display_name":"Diego Albo Mart\u00ednez","orcid":"https://orcid.org/0009-0009-0031-2921"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Diego Albo Mart\u00ednez","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036481141","display_name":"Sharwin Bobde","orcid":null},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Sharwin Bobde","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026310625","display_name":"Tomasz Motyka","orcid":null},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Tomasz Motyka","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013859152","display_name":"Lydia Y. Chen","orcid":"https://orcid.org/0000-0002-4228-6735"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Lydia Chen","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5074713889"],"corresponding_institution_ids":["https://openalex.org/I98358874"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05666036,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"133","last_page":"144"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9836999773979187,"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":0.8073500394821167},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.5785349011421204},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5752590298652649},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4659714698791504},{"id":"https://openalex.org/keywords/response-time","display_name":"Response time","score":0.45539018511772156},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4499526619911194},{"id":"https://openalex.org/keywords/service-level","display_name":"Service level","score":0.4257136583328247},{"id":"https://openalex.org/keywords/multitenancy","display_name":"Multitenancy","score":0.4168541431427002},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41510075330734253},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.38165542483329773},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.26527243852615356},{"id":"https://openalex.org/keywords/software-as-a-service","display_name":"Software as a service","score":0.14566609263420105},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10778683423995972}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8073500394821167},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.5785349011421204},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5752590298652649},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4659714698791504},{"id":"https://openalex.org/C19012869","wikidata":"https://www.wikidata.org/wiki/Q578372","display_name":"Response time","level":2,"score":0.45539018511772156},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4499526619911194},{"id":"https://openalex.org/C181889124","wikidata":"https://www.wikidata.org/wiki/Q380204","display_name":"Service level","level":2,"score":0.4257136583328247},{"id":"https://openalex.org/C69016650","wikidata":"https://www.wikidata.org/wiki/Q1364211","display_name":"Multitenancy","level":5,"score":0.4168541431427002},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41510075330734253},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.38165542483329773},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.26527243852615356},{"id":"https://openalex.org/C175133352","wikidata":"https://www.wikidata.org/wiki/Q1254596","display_name":"Software as a service","level":4,"score":0.14566609263420105},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10778683423995972},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3427921.3450233","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3427921.3450233","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/SPEC International Conference on Performance Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1496940124","https://openalex.org/W2021216254","https://openalex.org/W2083842231","https://openalex.org/W2335835108","https://openalex.org/W2582789036","https://openalex.org/W2734941459","https://openalex.org/W2772678505","https://openalex.org/W2797862701","https://openalex.org/W2809559041","https://openalex.org/W2903557836","https://openalex.org/W2904556356","https://openalex.org/W2906007643","https://openalex.org/W2921898934","https://openalex.org/W2964024268","https://openalex.org/W2964324519","https://openalex.org/W2969388332","https://openalex.org/W2971375861","https://openalex.org/W2975712713","https://openalex.org/W2982157693","https://openalex.org/W2984509121","https://openalex.org/W2987203808","https://openalex.org/W2990828226","https://openalex.org/W3020531607","https://openalex.org/W3105739685","https://openalex.org/W3111502065","https://openalex.org/W4254461327"],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W2170801710","https://openalex.org/W2952704802","https://openalex.org/W169895511","https://openalex.org/W2984111243"],"abstract_inverted_index":{"Distributed":[0],"machine":[1,24,108,133],"learning":[2,25,109,134],"has":[3,91],"seen":[4],"immense":[5],"rise":[6],"in":[7,9,81],"popularity":[8],"recent":[10],"years.":[11],"Many":[12],"companies":[13],"and":[14,22,120,182],"universities":[15],"are":[16],"utilizing":[17],"computational":[18,51],"clusters":[19,52],"to":[20,39,63,88,92,95,147,190],"train":[21],"run":[23],"models.":[26],"Unfortunately,":[27],"operating":[28],"such":[29,141],"a":[30,54,125,138,170],"cluster":[31],"imposes":[32],"large":[33],"costs.":[34],"It":[35],"is":[36,124],"therefore":[37],"crucial":[38],"attain":[40],"as":[41,45,53,115,117],"high":[42,59],"system":[43,73,118],"utilization":[44,119],"possible.":[46],"Moreover,":[47],"those":[48],"who":[49],"offer":[50],"service,":[55],"apart":[56],"from":[57],"keeping":[58],"utilization,":[60],"also":[61,155],"have":[62],"meet":[64],"the":[65,72,85,107,112,130,143,148,157,163,177,180,191],"required":[66],"Service":[67,149],"Level":[68,150],"Agreements":[69],"(SLAs)":[70],"for":[71],"response":[74,113,144],"time.":[75],"This":[76],"becomes":[77],"increasingly":[78],"more":[79],"complex":[80],"multitenant":[82],"scenarios,":[83],"where":[84],"time":[86,114,145],"dedicated":[87],"each":[89],"task":[90],"be":[93],"limited":[94],"achieve":[96],"fairness.":[97],"In":[98],"this":[99],"work,":[100],"we":[101,175],"analyze":[102],"how":[103],"different":[104],"parameters":[105],"of":[106,132,179],"job":[110],"influence":[111,178],"well":[116],"propose":[121],"Courier.":[122],"Courier":[123,193],"model":[126],"that,":[127],"based":[128],"on":[129,169],"type":[131],"job,":[135],"can":[136],"select":[137],"batch":[139],"size":[140],"that":[142],"adheres":[146],"Objectives":[151],"(SLOs)":[152],"specified,":[153],"while":[154],"rendering":[156],"highest":[158],"possible":[159],"accuracy.":[160],"We":[161],"gather":[162],"data":[164],"by":[165],"conducting":[166],"real-world":[167],"experiments":[168],"BigDL":[171],"cluster.":[172],"Later":[173],"on,":[174],"study":[176],"factors":[181],"build":[183],"several":[184],"predictive":[185],"models":[186],"which":[187],"lead":[188],"us":[189],"proposed":[192],"model.":[194]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
