{"id":"https://openalex.org/W2604607747","doi":"https://doi.org/10.1177/1094342017701278","title":"Task-based programming in COMPSs to converge from HPC to big data","display_name":"Task-based programming in COMPSs to converge from HPC to big data","publication_year":2017,"publication_date":"2017-04-06","ids":{"openalex":"https://openalex.org/W2604607747","doi":"https://doi.org/10.1177/1094342017701278","mag":"2604607747"},"language":"en","primary_location":{"id":"doi:10.1177/1094342017701278","is_oa":false,"landing_page_url":"https://doi.org/10.1177/1094342017701278","pdf_url":null,"source":{"id":"https://openalex.org/S60606485","display_name":"The International Journal of High Performance Computing Applications","issn_l":"0890-2720","issn":["0890-2720","1094-3420","1741-2846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Journal of High Performance Computing Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/2117/104954","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036545833","display_name":"Javier Conejero","orcid":"https://orcid.org/0000-0001-6401-6229"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Conejero","raw_affiliation_strings":["Barcelona Supercomputing Center (BSC), Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center (BSC), Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050257121","display_name":"Sandra Corella","orcid":null},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sandra Corella","raw_affiliation_strings":["Barcelona Supercomputing Center (BSC), Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center (BSC), Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015588225","display_name":"Rosa M. Badia","orcid":"https://orcid.org/0000-0003-2941-5499"},"institutions":[{"id":"https://openalex.org/I134820265","display_name":"Consejo Superior de Investigaciones Cient\u00edficas","ror":"https://ror.org/02gfc7t72","country_code":"ES","type":"government","lineage":["https://openalex.org/I134820265"]},{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I4210131846","display_name":"Artificial Intelligence Research Institute","ror":"https://ror.org/03c0ach84","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210131846"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Rosa M Badia","raw_affiliation_strings":["Barcelona Supercomputing Center (BSC), Barcelona, Spain","Institut d\u2019Investigaci\u00f3 en Intel-lig\u00e8ncia Artificial \u2013 Consejo Superior de Investigaciones Cientificas (IIIA \u2013 CSIC), Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center (BSC), Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"raw_affiliation_string":"Institut d\u2019Investigaci\u00f3 en Intel-lig\u00e8ncia Artificial \u2013 Consejo Superior de Investigaciones Cientificas (IIIA \u2013 CSIC), Barcelona, Spain","institution_ids":["https://openalex.org/I134820265","https://openalex.org/I4210131846"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035035680","display_name":"Jes\u00fas Labarta","orcid":"https://orcid.org/0000-0002-7489-4727"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jesus Labarta","raw_affiliation_strings":["Barcelona Supercomputing Center (BSC), Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center (BSC), Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5015588225"],"corresponding_institution_ids":["https://openalex.org/I134820265","https://openalex.org/I2799803557","https://openalex.org/I4210131846","https://openalex.org/I9617848"],"apc_list":{"value":4400,"currency":"USD","value_usd":4400},"apc_paid":null,"fwci":10.8682,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.98111634,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"32","issue":"1","first_page":"45","last_page":"60"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9997000098228455,"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":0.9997000098228455,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9943000078201294,"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":0.9937999844551086,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8621386289596558},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.7127566933631897},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7041916847229004},{"id":"https://openalex.org/keywords/programming-paradigm","display_name":"Programming paradigm","score":0.681196391582489},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.6364545822143555},{"id":"https://openalex.org/keywords/parallel-programming-model","display_name":"Parallel programming model","score":0.4935716390609741},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4921957552433014},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4915991723537445},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.4232883155345917},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3382530212402344},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2652982473373413},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1534656584262848}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8621386289596558},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.7127566933631897},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7041916847229004},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.681196391582489},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6364545822143555},{"id":"https://openalex.org/C137364921","wikidata":"https://www.wikidata.org/wiki/Q27929394","display_name":"Parallel programming model","level":3,"score":0.4935716390609741},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4921957552433014},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4915991723537445},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.4232883155345917},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3382530212402344},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2652982473373413},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1534656584262848},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1177/1094342017701278","is_oa":false,"landing_page_url":"https://doi.org/10.1177/1094342017701278","pdf_url":null,"source":{"id":"https://openalex.org/S60606485","display_name":"The International Journal of High Performance Computing Applications","issn_l":"0890-2720","issn":["0890-2720","1094-3420","1741-2846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Journal of High Performance Computing Applications","raw_type":"journal-article"},{"id":"pmh:oai:www.recercat.cat:2072/286062","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/104954","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/submittedVersion"},{"id":"pmh:oai:digital.csic.es:10261/197382","is_oa":false,"landing_page_url":"http://hdl.handle.net/10261/197382","pdf_url":null,"source":{"id":"https://openalex.org/S4306400616","display_name":"DIGITAL.CSIC (Spanish National Research Council (CSIC))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I134820265","host_organization_name":"Consejo Superior de Investigaciones Cient\u00edficas","host_organization_lineage":["https://openalex.org/I134820265"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"art\u00edculo"}],"best_oa_location":{"id":"pmh:oai:www.recercat.cat:2072/286062","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/104954","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/submittedVersion"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1123101191","https://openalex.org/W1168671556","https://openalex.org/W1560840983","https://openalex.org/W1859126261","https://openalex.org/W1985554463","https://openalex.org/W2017270029","https://openalex.org/W2105947650","https://openalex.org/W2119738171","https://openalex.org/W2122802010","https://openalex.org/W2163961697","https://openalex.org/W2176188642","https://openalex.org/W2184307269","https://openalex.org/W2190012392","https://openalex.org/W2338914943","https://openalex.org/W2557880573","https://openalex.org/W2584490897","https://openalex.org/W2963288913"],"related_works":["https://openalex.org/W2844620057","https://openalex.org/W1177194838","https://openalex.org/W4233601526","https://openalex.org/W2810639508","https://openalex.org/W2102103803","https://openalex.org/W2076357067","https://openalex.org/W2392563276","https://openalex.org/W2385377444","https://openalex.org/W2750926738","https://openalex.org/W1976860187"],"abstract_inverted_index":{"Task-based":[0],"programming":[1,30,52,81,95,118,168],"has":[2,41,238],"proven":[3],"to":[4,189,204,211,240,267],"be":[5,212],"a":[6,51,64,75,79,98,108],"suitable":[7],"model":[8,53,82],"for":[9,54,78,83,101,272],"high-performance":[10],"computing":[11,70],"(HPC)":[12],"applications.":[13,86,104],"Different":[14],"implementations":[15],"have":[16,24,130],"been":[17],"good":[18,76,99],"demonstrators":[19],"of":[20,28,110,116,141,146,161,166,229,255],"this":[21,182],"fact":[22],"and":[23,47,73,112,120,138,154,170,175,214,235,253],"promoted":[25],"the":[26,32,125,159,162,191,195,208,251,259,269],"acceptance":[27],"task-based":[29,65,80,94],"in":[31,36,45,114,131,139,227,245],"OpenMP":[33],"standard.":[34],"Furthermore,":[35],"recent":[37],"years,":[38],"Apache":[39],"Spark":[40,111,244],"gained":[42],"wide":[43],"popularity":[44],"business":[46],"research":[48],"environments":[49],"as":[50,202],"addressing":[55],"emerging":[56],"big":[57,84,102],"data":[58,85,103],"problems.":[59],"COMP":[60],"Superscalar":[61],"(COMPSs)":[62],"is":[63,74,187,224],"environment":[66],"that":[67,93,127,261],"tackles":[68],"distributed":[69],"(including":[71],"Clouds)":[72],"alternative":[77],"This":[87],"article":[88,106],"describes":[89],"why":[90],"we":[91,249],"consider":[92],"models":[96,169],"are":[97,184],"approach":[100],"The":[105,177],"includes":[107],"comparison":[109,183],"COMPSs":[113,186,237],"terms":[115,140,228],"architecture,":[117],"model,":[119],"performance.":[121],"It":[122],"focuses":[123],"on":[124,134],"differences":[126,260],"both":[128,167,256],"frameworks":[129],"structural":[132],"terms,":[133],"their":[135,142,219],"programmability":[136],"interface,":[137],"efficiency":[143],"by":[144,216],"means":[145],"three":[147],"widely":[148],"known":[149],"benchmarking":[150],"kernels:":[151],"Wordcount,":[152],"Kmeans,":[153],"Terasort.":[155],"These":[156],"kernels":[157],"enable":[158],"evaluation":[160],"more":[163],"important":[164],"functionalities":[165],"analyze":[171],"different":[172],"work":[173],"flows":[174],"conditions.":[176],"main":[178],"results":[179],"achieved":[180],"from":[181,194],"(1)":[185],"able":[188],"extract":[190],"inherent":[192],"parallelism":[193],"user":[196],"code":[197],"with":[198,233],"minimal":[199],"coding":[200],"effort":[201],"opposed":[203],"Spark,":[205,234],"which":[206],"requires":[207],"existing":[209],"algorithms":[210],"adapted":[213],"rewritten":[215],"explicitly":[217],"using":[218],"predefined":[220],"functions,":[221],"(2)":[222],"it":[223],"an":[225],"improvement":[226],"performance":[230],"when":[231],"compared":[232],"(3)":[236],"shown":[239],"scale":[241],"better":[242],"than":[243],"most":[246],"cases.":[247],"Finally,":[248],"discuss":[250],"advantages":[252],"disadvantages":[254],"frameworks,":[257],"highlighting":[258],"make":[262],"them":[263],"unique,":[264],"thereby":[265],"helping":[266],"choose":[268],"right":[270],"framework":[271],"each":[273],"particular":[274],"objective.":[275]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":2}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}