{"id":"https://openalex.org/W3136539402","doi":"https://doi.org/10.1109/bigdata50022.2020.9377967","title":"Flexible Executor Allocation without Latency Increase for Stream Processing in Apache Spark","display_name":"Flexible Executor Allocation without Latency Increase for Stream Processing in Apache Spark","publication_year":2020,"publication_date":"2020-12-10","ids":{"openalex":"https://openalex.org/W3136539402","doi":"https://doi.org/10.1109/bigdata50022.2020.9377967","mag":"3136539402"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata50022.2020.9377967","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata50022.2020.9377967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data)","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/A5002126311","display_name":"Yuta Morisawa","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164495","display_name":"KDDI Research (Japan)","ror":"https://ror.org/05qsqt662","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210164495"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yuta Morisawa","raw_affiliation_strings":["KDDI Research, Inc., Saitama, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KDDI Research, Inc., Saitama, Japan","institution_ids":["https://openalex.org/I4210164495"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102887694","display_name":"Masaki Suzuki","orcid":"https://orcid.org/0000-0003-3238-1824"},"institutions":[{"id":"https://openalex.org/I4210164495","display_name":"KDDI Research (Japan)","ror":"https://ror.org/05qsqt662","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210164495"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masaki Suzuki","raw_affiliation_strings":["KDDI Research, Inc., Saitama, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KDDI Research, Inc., Saitama, Japan","institution_ids":["https://openalex.org/I4210164495"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065435508","display_name":"Takeshi Kitahara","orcid":"https://orcid.org/0000-0001-7063-5122"},"institutions":[{"id":"https://openalex.org/I4210164495","display_name":"KDDI Research (Japan)","ror":"https://ror.org/05qsqt662","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210164495"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takeshi Kitahara","raw_affiliation_strings":["KDDI Research, Inc., Saitama, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KDDI Research, Inc., Saitama, Japan","institution_ids":["https://openalex.org/I4210164495"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210164495"],"apc_list":null,"apc_paid":null,"fwci":0.2272,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.53544446,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"2198","last_page":"2206"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9990000128746033,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9950000047683716,"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/executor","display_name":"Executor","score":0.9440314173698425},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8251811265945435},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.6141865849494934},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.5658924579620361},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.5231531858444214},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5226373672485352},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.5045534372329712},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4741869866847992},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.4433521032333374},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.41466134786605835},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4138127863407135},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.3752545118331909},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.2619774639606476}],"concepts":[{"id":"https://openalex.org/C180591056","wikidata":"https://www.wikidata.org/wiki/Q654437","display_name":"Executor","level":2,"score":0.9440314173698425},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8251811265945435},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.6141865849494934},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.5658924579620361},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.5231531858444214},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5226373672485352},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.5045534372329712},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4741869866847992},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.4433521032333374},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.41466134786605835},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4138127863407135},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.3752545118331909},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2619774639606476},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata50022.2020.9377967","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata50022.2020.9377967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1976821017","https://openalex.org/W2038412523","https://openalex.org/W2052312648","https://openalex.org/W2105947650","https://openalex.org/W2417588233","https://openalex.org/W2520189725","https://openalex.org/W2555793381","https://openalex.org/W2798434712","https://openalex.org/W2813776146","https://openalex.org/W2884464324","https://openalex.org/W2887862501","https://openalex.org/W2891682777","https://openalex.org/W2892527660","https://openalex.org/W2894172627","https://openalex.org/W2916596859","https://openalex.org/W2943118166","https://openalex.org/W2949084567","https://openalex.org/W2964559089","https://openalex.org/W3039184728","https://openalex.org/W6726681619","https://openalex.org/W6730074623","https://openalex.org/W6752943062","https://openalex.org/W6754281249","https://openalex.org/W6763492410","https://openalex.org/W6779843588"],"related_works":["https://openalex.org/W3132876088","https://openalex.org/W3107299409","https://openalex.org/W3044912482","https://openalex.org/W4241425178","https://openalex.org/W2603352950","https://openalex.org/W4246956338","https://openalex.org/W2564266326","https://openalex.org/W2767178487","https://openalex.org/W3168832835","https://openalex.org/W3044060397"],"abstract_inverted_index":{"Widely":[0],"used":[1],"stream":[2],"processing":[3],"systems,":[4],"e.g.,":[5],"Structured":[6,200],"Streaming":[7],"in":[8,103,118,165,218],"Apache":[9],"Spark,":[10],"traditionally":[11],"adopt":[12],"static":[13,32],"strategies":[14,33],"for":[15],"resource":[16,52,69],"allocation.":[17],"Despite":[18],"the":[19,42,56,74,79,143,152,169,174,182,203,207,212,219],"fact":[20],"that":[21,133,206],"streaming":[22,189],"applications":[23,83,190],"often":[24],"involve":[25],"variable":[26],"loads":[27],"and":[28,71,105,158,185,202],"long":[29],"run":[30,61],"time,":[31,62],"allocate":[34],"a":[35,48,64,110,129,135,139,197],"fixed":[36],"amount":[37],"of":[38,58],"resources":[39],"to":[40,47,67,72,81,141,167,172,180,186,191,216],"meet":[41],"traffic":[43],"peak,":[44],"which":[45,54,115],"leads":[46],"severe":[49],"inefficiency.":[50],"Dynamic":[51],"provisioning,":[53],"manipulates":[55],"number":[57],"Executors":[59],"at":[60],"provides":[63,134],"great":[65],"opportunity":[66],"improve":[68],"utilization":[70],"limit":[73],"platform":[75],"cost.":[76],"However,":[77],"adapting":[78],"mechanism":[80,132,178],"latency-sensitive":[82,188],"is":[84,97,106],"difficult,":[85],"since":[86],"each":[87],"newly":[88,146],"added":[89,147],"Executor":[90,112,171],"incurs":[91],"more":[92],"initialization":[93,183],"overhead.":[94],"The":[95,149,177],"overhead":[96,184,209],"mainly":[98],"caused":[99],"by":[100,162],"class":[101],"loading":[102],"JVM,":[104],"incurred":[107],"every":[108],"time":[109],"new":[111,130,170],"comes":[113],"in,":[114],"may":[116],"result":[117],"service":[119],"level":[120],"objective":[121],"(SLO)":[122],"violations.":[123],"In":[124],"this":[125],"paper,":[126],"we":[127],"propose":[128],"warm-up":[131,144,160,208],"semi-isolated":[136],"environment":[137],"inside":[138],"cluster":[140],"conduct":[142],"on":[145,199,211],"Executors.":[148],"proposed":[150],"component,":[151],"named":[153],"Warm-up":[154],"Manager,":[155],"automatically":[156],"creates":[157],"manages":[159],"jobs":[161,164],"modifying":[163],"production":[166],"allow":[168],"load":[173],"necessary":[175],"classes.":[176],"aims":[179],"reduce":[181],"enable":[187],"apply":[192],"dynamic":[193],"strategies.":[194],"We":[195],"implemented":[196],"prototype":[198],"Streaming,":[201],"evaluation":[204],"found":[205],"imposed":[210],"task":[213],"was":[214],"reduced":[215],"4%":[217],"best":[220],"case":[221],"scenario.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}