{"id":"https://openalex.org/W2061768564","doi":"https://doi.org/10.1109/tpds.2015.2414943","title":"HadoopCL2: Motivating the Design of a Distributed, Heterogeneous Programming System With Machine-Learning Applications","display_name":"HadoopCL2: Motivating the Design of a Distributed, Heterogeneous Programming System With Machine-Learning Applications","publication_year":2015,"publication_date":"2015-03-20","ids":{"openalex":"https://openalex.org/W2061768564","doi":"https://doi.org/10.1109/tpds.2015.2414943","mag":"2061768564"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2015.2414943","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2015.2414943","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-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/A5043614653","display_name":"Max Grossman","orcid":null},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Max Grossman","raw_affiliation_strings":["Department of Computer Science, 6100 Main St., Rice University, Houston, TX","Department of Computer Science, 6100 Main St., Rice University, Houston, TX#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, 6100 Main St., Rice University, Houston, TX","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Department of Computer Science, 6100 Main St., Rice University, Houston, TX#TAB#","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021886781","display_name":"Maur\u00edcio Breternitz","orcid":"https://orcid.org/0000-0003-1752-6255"},"institutions":[{"id":"https://openalex.org/I1311921367","display_name":"Advanced Micro Devices (Canada)","ror":"https://ror.org/02yh0k313","country_code":"CA","type":"company","lineage":["https://openalex.org/I1311921367","https://openalex.org/I4210137977"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mauricio Breternitz","raw_affiliation_strings":["AMD Research, 7171 Southwest Parkway, Austin, TX","AMD Research, 7171 Southwest Parkway, Austin, TX#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AMD Research, 7171 Southwest Parkway, Austin, TX","institution_ids":[]},{"raw_affiliation_string":"AMD Research, 7171 Southwest Parkway, Austin, TX#TAB#","institution_ids":["https://openalex.org/I1311921367"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043513001","display_name":"Vivek Sarkar","orcid":"https://orcid.org/0000-0002-3433-8830"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vivek Sarkar","raw_affiliation_strings":["Department of Computer Science, 6100 Main St., Rice University, Houston, TX","Department of Computer Science, 6100 Main St., Rice University, Houston, TX#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, 6100 Main St., Rice University, Houston, TX","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Department of Computer Science, 6100 Main St., Rice University, Houston, TX#TAB#","institution_ids":["https://openalex.org/I74775410"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":5.22,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.95156652,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"27","issue":"3","first_page":"762","last_page":"775"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9990000128746033,"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":0.9990000128746033,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9986000061035156,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9957000017166138,"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":0.8871190547943115},{"id":"https://openalex.org/keywords/software-portability","display_name":"Software portability","score":0.7987321615219116},{"id":"https://openalex.org/keywords/porting","display_name":"Porting","score":0.7583336234092712},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5965850949287415},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5512842535972595},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5417041182518005},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.4688015580177307},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46876806020736694},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.43012094497680664},{"id":"https://openalex.org/keywords/programming-paradigm","display_name":"Programming paradigm","score":0.4246971607208252},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3997935652732849},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15246886014938354},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11601322889328003}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8871190547943115},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.7987321615219116},{"id":"https://openalex.org/C106251023","wikidata":"https://www.wikidata.org/wiki/Q851989","display_name":"Porting","level":3,"score":0.7583336234092712},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5965850949287415},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5512842535972595},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5417041182518005},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.4688015580177307},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46876806020736694},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.43012094497680664},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.4246971607208252},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3997935652732849},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15246886014938354},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11601322889328003},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tpds.2015.2414943","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2015.2414943","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2032136713","https://openalex.org/W2060312180","https://openalex.org/W2080592089","https://openalex.org/W2109722477","https://openalex.org/W2122402898","https://openalex.org/W2131975293","https://openalex.org/W2132420603","https://openalex.org/W2161190431","https://openalex.org/W2167992693","https://openalex.org/W2173213060","https://openalex.org/W2189465200","https://openalex.org/W2295862081","https://openalex.org/W6676367512","https://openalex.org/W6679815717","https://openalex.org/W6687322159"],"related_works":["https://openalex.org/W1820309981","https://openalex.org/W2375332572","https://openalex.org/W28826848","https://openalex.org/W3124707092","https://openalex.org/W3123383020","https://openalex.org/W4312942606","https://openalex.org/W2912579397","https://openalex.org/W2152694830","https://openalex.org/W2166776054","https://openalex.org/W2373446736"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"(ML)":[2],"algorithms":[3,49,188],"have":[4],"garnered":[5],"increased":[6],"interest":[7],"as":[8],"they":[9,116],"demonstrate":[10],"improved":[11],"ability":[12],"to":[13,36,53,61,182],"extract":[14],"meaningful":[15],"trends":[16],"from":[17,50,57,165],"large,":[18],"diverse,":[19],"and":[20,47,84,130,157,189],"noisy":[21],"data":[22],"sets.":[23],"While":[24],"research":[25],"is":[26,34,64,73,141],"advancing":[27],"the":[28,39,102,105,131,155,166],"state-of-the-art":[29],"in":[30,82,93],"ML":[31,94,110,163,168],"algorithms,":[32,129],"it":[33],"difficult":[35],"drastically":[37],"improve":[38],"real-world":[40],"performance":[41,156,192],"of":[42,104,138,159,177],"these":[43],"algorithms.":[44,198],"Porting":[45],"new":[46],"existing":[48,149],"single-node":[51],"systems":[52,60,100],"multi-node":[54],"clusters,":[55],"or":[56],"architecturally":[58],"homogeneous":[59],"heterogeneous":[62,85],"systems,":[63],"a":[65,142],"promising":[66],"optimization":[67],"technique.":[68],"However,":[69],"performing":[70],"optimized":[71],"ports":[72],"challenging":[74],"for":[75,133,184,194],"domain":[76],"experts":[77],"who":[78],"may":[79],"lack":[80],"experience":[81],"distributed":[83,99],"software":[86],"development.":[87],"This":[88,152],"work":[89,114,140,153],"explores":[90],"how":[91],"challenges":[92],"application":[95,121],"development":[96,103,122],"on":[97,170],"heterogeneous,":[98],"shaped":[101],"HadoopCL2":[106],"(HCL2)":[107],"programming":[108,145,150],"system.":[109],"applications":[111,164],"guide":[112],"this":[113,139],"because":[115],"exhibit":[117],"features":[118],"that":[119,147],"make":[120],"difficult:":[123],"large":[124],"&":[125],"diverse":[126],"datasets,":[127],"complex":[128],"need":[132],"domain-specific":[134],"knowledge.":[135],"The":[136],"goal":[137],"general,":[143],"MapReduce":[144],"system":[146],"outperforms":[148],"systems.":[151],"evaluates":[154],"portability":[158],"HCL2":[160,174],"against":[161],"five":[162],"Mahout":[167,183],"framework":[169],"two":[171,195],"hardware":[172],"platforms.":[173],"demonstrates":[175],"speedups":[176],"greater":[178],"than":[179],"20x":[180],"relative":[181],"three":[185],"computationally":[186],"heavy":[187],"maintains":[190],"minor":[191],"improvements":[193],"I/O":[196],"bound":[197]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
