{"id":"https://openalex.org/W3213987511","doi":"https://doi.org/10.1109/bigdata52589.2021.9671519","title":"Tarema: Adaptive Resource Allocation for Scalable Scientific Workflows in Heterogeneous Clusters","display_name":"Tarema: Adaptive Resource Allocation for Scalable Scientific Workflows in Heterogeneous Clusters","publication_year":2021,"publication_date":"2021-12-15","ids":{"openalex":"https://openalex.org/W3213987511","doi":"https://doi.org/10.1109/bigdata52589.2021.9671519","mag":"3213987511"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata52589.2021.9671519","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata52589.2021.9671519","pdf_url":null,"source":{"id":"https://openalex.org/S4363607718","display_name":"2021 IEEE International Conference on Big Data (Big Data)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.gla.ac.uk/view/author/66347.html>","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051029385","display_name":"Jonathan Bader","orcid":"https://orcid.org/0000-0003-0391-728X"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Jonathan Bader","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084056435","display_name":"Lauritz Thamsen","orcid":"https://orcid.org/0000-0003-3755-1503"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lauritz Thamsen","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061650403","display_name":"Svetlana Kulagina","orcid":"https://orcid.org/0000-0002-2108-9425"},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Svetlana Kulagina","raw_affiliation_strings":["Humboldt-Universit\u00e4t zu Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Humboldt-Universit\u00e4t zu Berlin, Germany","institution_ids":["https://openalex.org/I39343248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002540373","display_name":"Jonathan Will","orcid":"https://orcid.org/0009-0005-7834-8845"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Will","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020196859","display_name":"Henning Meyerhenke","orcid":"https://orcid.org/0000-0002-7769-726X"},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Henning Meyerhenke","raw_affiliation_strings":["Humboldt-Universit\u00e4t zu Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Humboldt-Universit\u00e4t zu Berlin, Germany","institution_ids":["https://openalex.org/I39343248"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042349846","display_name":"Odej Kao","orcid":"https://orcid.org/0000-0001-6454-6799"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Odej Kao","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5051029385"],"corresponding_institution_ids":["https://openalex.org/I4577782"],"apc_list":null,"apc_paid":null,"fwci":5.8786,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.98020292,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"65","last_page":"75"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9998999834060669,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9998999834060669,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9983000159263611,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8650863170623779},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.8319635391235352},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.8031713962554932},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6623544692993164},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.623948335647583},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5879950523376465},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.49303504824638367},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.4686669111251831},{"id":"https://openalex.org/keywords/computer-cluster","display_name":"Computer cluster","score":0.42511385679244995},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4165636897087097},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.41040849685668945},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.31037503480911255},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.12416267395019531},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09463593363761902}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8650863170623779},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8319635391235352},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.8031713962554932},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6623544692993164},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.623948335647583},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5879950523376465},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.49303504824638367},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.4686669111251831},{"id":"https://openalex.org/C29140674","wikidata":"https://www.wikidata.org/wiki/Q206637","display_name":"Computer cluster","level":2,"score":0.42511385679244995},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4165636897087097},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.41040849685668945},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.31037503480911255},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.12416267395019531},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09463593363761902},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/bigdata52589.2021.9671519","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata52589.2021.9671519","pdf_url":null,"source":{"id":"https://openalex.org/S4363607718","display_name":"2021 IEEE International Conference on Big Data (Big Data)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.gla.ac.uk:268168","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/66347.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:arXiv.org:2111.05167","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2111.05167","pdf_url":"https://arxiv.org/pdf/2111.05167","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:268168","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/66347.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5600000023841858}],"awards":[{"id":"https://openalex.org/G2577988311","display_name":null,"funder_award_id":"41498402","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G3591100483","display_name":null,"funder_award_id":"414984028","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G5106512922","display_name":null,"funder_award_id":"Deutsche Forschungsgemeinschaft (DFG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6743243744","display_name":null,"funder_award_id":"unknown","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7497895051","display_name":null,"funder_award_id":"14984028","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G762232396","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8694154110","display_name":null,"funder_award_id":"SFB 1404","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W2303347","https://openalex.org/W34718062","https://openalex.org/W608935459","https://openalex.org/W1529083614","https://openalex.org/W1596936080","https://openalex.org/W2021858683","https://openalex.org/W2028351695","https://openalex.org/W2078394920","https://openalex.org/W2078962046","https://openalex.org/W2093941454","https://openalex.org/W2098040113","https://openalex.org/W2102709380","https://openalex.org/W2105947650","https://openalex.org/W2109271808","https://openalex.org/W2110417468","https://openalex.org/W2113555024","https://openalex.org/W2122967269","https://openalex.org/W2132269953","https://openalex.org/W2136294350","https://openalex.org/W2144701728","https://openalex.org/W2148317584","https://openalex.org/W2149294210","https://openalex.org/W2151906117","https://openalex.org/W2152408640","https://openalex.org/W2160121678","https://openalex.org/W2269030879","https://openalex.org/W2290712622","https://openalex.org/W2309679942","https://openalex.org/W2561389184","https://openalex.org/W2572526791","https://openalex.org/W2604856537","https://openalex.org/W2605897695","https://openalex.org/W2757917007","https://openalex.org/W2806583692","https://openalex.org/W2866010014","https://openalex.org/W2899010102","https://openalex.org/W2946894050","https://openalex.org/W2963642335","https://openalex.org/W2963822306","https://openalex.org/W2999729612","https://openalex.org/W3027455131","https://openalex.org/W3085532996","https://openalex.org/W3100344569","https://openalex.org/W3102428287","https://openalex.org/W3136172274","https://openalex.org/W3187688612","https://openalex.org/W3215201015","https://openalex.org/W4236491543","https://openalex.org/W4253824360","https://openalex.org/W4298882835","https://openalex.org/W6601442544","https://openalex.org/W6631530656","https://openalex.org/W6697698479","https://openalex.org/W6735916004","https://openalex.org/W6778017900"],"related_works":["https://openalex.org/W1981780420","https://openalex.org/W2182707996","https://openalex.org/W45233828","https://openalex.org/W2964988449","https://openalex.org/W2397952901","https://openalex.org/W2029380707","https://openalex.org/W188202134","https://openalex.org/W4255934811","https://openalex.org/W2465382974","https://openalex.org/W2010229520"],"abstract_inverted_index":{"Scientific":[0],"workflow":[1,47],"management":[2],"systems":[3],"like":[4,43],"Nextflow":[5,179],"support":[6],"large-scale":[7],"data":[8,135],"analysis":[9],"by":[10,203],"abstracting":[11],"away":[12],"the":[13,58,63,105,114,150,182,217,244],"details":[14],"of":[15,23,27,60,65,107,120,136,170,191,199],"scientific":[16,109],"workflows.":[17,110],"In":[18],"these":[19,53,80],"systems,":[20],"workflows":[21,180,230],"consist":[22],"several":[24],"abstract":[25],"tasks,":[26,137],"which":[28],"instances":[29,99,160],"are":[30],"run":[31],"in":[32,209,231],"parallel":[33,232],"and":[34,62,85,123,153,186,213,233],"transform":[35],"input":[36],"partitions":[37],"into":[38],"output":[39],"partitions.":[40],"Resource":[41],"managers":[42,55,212],"Kubernetes":[44],"execute":[45],"such":[46],"tasks":[48,70,141],"on":[49,143,165,234],"cluster":[50,102,125,224,252],"infrastructures.":[51],"However,":[52],"resource":[54,145,166,211],"only":[56],"consider":[57,76],"number":[59],"CPUs":[61],"amount":[64],"available":[66,115],"memory":[67,86],"when":[68],"assigning":[69,138],"to":[71,100,140,156,162,206,216,242],"resources;":[72],"they":[73],"do":[74],"not":[75],"hardware":[77],"differences":[78],"beyond":[79],"numbers,":[81],"while":[82,220,248],"computational":[83],"speed":[84],"access":[87],"rates":[88],"can":[89],"differ":[90],"significantly.We":[91],"propose":[92],"Tarema,":[93],"a":[94,118,171,196,222,250],"system":[95],"for":[96,174],"allocating":[97],"task":[98,154,159],"heterogeneous":[101],"resources":[103,163,236],"during":[104],"execution":[106],"scalable":[108],"First,":[111],"Tarema":[112,131,148,239],"profiles":[113],"infrastructure":[116],"with":[117,127],"set":[119],"benchmark":[121],"programs":[122],"groups":[124,152],"nodes":[126],"similar":[128],"performance.":[129],"Second,":[130],"uses":[132,149],"online":[133],"monitoring":[134],"labels":[139,155],"depending":[142],"their":[144],"usage.":[146,225,253],"Third,":[147],"node":[151],"dynamically":[157],"assign":[158],"evenly":[161],"based":[164],"demand.":[167],"Our":[168],"evaluation":[169],"prototype":[172],"implementation":[173],"Kubernetes,":[175],"using":[176],"five":[177],"real-world":[178],"from":[181],"popular":[183,207],"nf-core":[184],"framework":[185],"two":[187,228],"15-node":[188],"clusters":[189],"consisting":[190],"different":[192],"virtual":[193],"machines,":[194],"shows":[195,237],"mean":[197],"reduction":[198],"isolated":[200],"job":[201],"runtimes":[202,245],"19.8%":[204],"compared":[205,215],"schedulers":[208],"widely-used":[210],"4.54%":[214],"heuristic":[218],"SJFN,":[219],"providing":[221,249],"better":[223],"Moreover,":[226],"executing":[227],"long-running":[229],"restricted":[235],"that":[238],"is":[240],"able":[241],"reduce":[243],"even":[246],"more":[247],"fair":[251]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2021-11-22T00:00:00"}