{"id":"https://openalex.org/W2077975876","doi":"https://doi.org/10.1145/2371536.2371546","title":"Automated profiling and resource management of pig programs for meeting service level objectives","display_name":"Automated profiling and resource management of pig programs for meeting service level objectives","publication_year":2012,"publication_date":"2012-09-18","ids":{"openalex":"https://openalex.org/W2077975876","doi":"https://doi.org/10.1145/2371536.2371546","mag":"2077975876"},"language":"en","primary_location":{"id":"doi:10.1145/2371536.2371546","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2371536.2371546","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th international conference on Autonomic computing","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/A5011774662","display_name":"Zhuoyao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhuoyao Zhang","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016669578","display_name":"Ludmila Cherkasova","orcid":"https://orcid.org/0000-0002-9333-4901"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ludmila Cherkasova","raw_affiliation_strings":["Hewlett-Packard Labs, Palo alto, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hewlett-Packard Labs, Palo alto, CA, USA","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090056582","display_name":"Abhishek Verma","orcid":"https://orcid.org/0000-0002-0491-178X"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abhishek Verma","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, IL, USA","University of Illinois at Urbana/Champaign, Urbana, IL, USA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"University of Illinois at Urbana/Champaign, Urbana, IL, USA#TAB#","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090052860","display_name":"Boon Thau Loo","orcid":"https://orcid.org/0000-0002-4757-1746"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Boon Thau Loo","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"53","last_page":"62"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9979000091552734,"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/T10772","display_name":"Distributed systems and fault tolerance","score":0.9937000274658203,"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":0.8879560232162476},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5495258569717407},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.5116236805915833},{"id":"https://openalex.org/keywords/directed-acyclic-graph","display_name":"Directed acyclic graph","score":0.48991793394088745},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4675893485546112},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.45351946353912354},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.346220463514328}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8879560232162476},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5495258569717407},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.5116236805915833},{"id":"https://openalex.org/C74197172","wikidata":"https://www.wikidata.org/wiki/Q1195339","display_name":"Directed acyclic graph","level":2,"score":0.48991793394088745},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4675893485546112},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.45351946353912354},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.346220463514328},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/2371536.2371546","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2371536.2371546","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th international conference on Autonomic computing","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.250.6735","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.250.6735","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cis.upenn.edu/%7Ezhuoyao/Zhuoyao_Homepage/paper/ICAC12.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.257.5229","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.257.5229","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://netdb.cis.upenn.edu/papers/ICAC12_Pig.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.295.9239","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.295.9239","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.hpl.hp.com/personal/Lucy_Cherkasova/papers/paper-icac2012.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.423.7216","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.423.7216","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.hpl.hp.com/techreports/2012/HPL-2012-146.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W137316345","https://openalex.org/W1508832460","https://openalex.org/W1834532152","https://openalex.org/W2002472616","https://openalex.org/W2017194553","https://openalex.org/W2024085737","https://openalex.org/W2058047606","https://openalex.org/W2100830825","https://openalex.org/W2110086534","https://openalex.org/W2112013978","https://openalex.org/W2119208045","https://openalex.org/W2119400430","https://openalex.org/W2123537546","https://openalex.org/W2138440835","https://openalex.org/W2142031898","https://openalex.org/W2173213060","https://openalex.org/W2294316975","https://openalex.org/W4239429564"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W4302345037","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W972276598","https://openalex.org/W4246352526","https://openalex.org/W2121910908"],"abstract_inverted_index":{"An":[0],"increasing":[1],"number":[2,120],"of":[3,32,52,59,69,103,110,117,121,153,179,211,223,256],"MapReduce":[4,33,53,71],"applications":[5],"associated":[6],"with":[7,132,159,242],"live":[8],"business":[9],"intelligence":[10],"require":[11],"completion":[12,101,168,251],"time":[13,102],"guarantees.":[14],"In":[15],"this":[16,162],"paper,":[17],"we":[18,142],"consider":[19],"the":[20,87,94,100,115,150,166,184,243,248,257],"popular":[21],"Pig":[22,80,105,130,145,185,196],"framework":[23],"that":[24,82],"provides":[25],"a":[26,57,75,104,108,129,133,144,190,203,208,221],"high-level":[27],"SQL-like":[28],"abstraction":[29],"on":[30],"top":[31],"engine":[34],"for":[35,65,79,127,195],"processing":[36],"large":[37],"data":[38],"sets.":[39],"Programs":[40],"written":[41],"in":[42,171,183,238],"such":[43,70],"frameworks":[44],"are":[45,253],"compiled":[46],"into":[47],"directed":[48],"acyclic":[49],"graphs":[50],"(DAGs)":[51],"jobs.":[54,72,156],"There":[55],"is":[56],"lack":[58],"performance":[60,67,76,193],"models":[61],"and":[62,90,123,187,207,217,247],"analysis":[63],"tools":[64],"automated":[66],"management":[68],"We":[73,198],"offer":[74],"modeling":[77],"environment":[78],"programs":[81],"automatically":[83],"profiles":[84],"jobs":[85],"from":[86],"past":[88],"runs":[89],"aims":[91],"to":[92,234],"solve":[93],"following":[95],"inter-related":[96],"problems:":[97],"(i)":[98],"estimating":[99,114],"program":[106,131,146,167,250],"as":[107],"function":[109],"allocated":[111],"resources;":[112],"(ii)":[113],"amount":[116],"resources":[118],"(a":[119],"map":[122],"reduce":[124],"slots)":[125],"required":[126],"completing":[128],"given":[134],"(soft)":[135],"deadline.":[136],"For":[137,157],"solving":[138],"these":[139],"problems,":[140],"initially,":[141],"optimize":[143],"execution":[147,182],"by":[148],"enforcing":[149],"optimal":[151],"schedule":[152],"its":[154],"concurrent":[155,160,180],"DAGs":[158],"jobs,":[161],"optimization":[163,232],"helps":[164],"reducing":[165],"time:":[169],"10%-27%":[170],"our":[172,200,239],"experiments.":[173],"Moreover,":[174],"it":[175],"eliminates":[176],"possible":[177],"non-determinism":[178],"jobs'":[181],"program,":[186],"therefore,":[188],"enables":[189],"more":[191],"accurate":[192],"model":[194],"programs.":[197],"validate":[199],"approach":[201],"using":[202],"66-node":[204],"Hadoop":[205],"cluster":[206],"diverse":[209],"set":[210],"workloads:":[212],"PigMix":[213],"benchmark,":[214],"TPC-H":[215],"queries,":[216],"customized":[218],"queries":[219],"mining":[220],"collection":[222],"HP":[224],"Labs'":[225],"web":[226],"proxy":[227],"logs.":[228],"The":[229],"proposed":[230],"scheduling":[231],"leads":[233],"significant":[235],"resource":[236],"savings(20%-40%":[237],"experiments)":[240],"compared":[241],"original,":[244],"unoptimized":[245],"solution,":[246],"predicted":[249],"times":[252],"within":[254],"10%":[255],"measured":[258],"ones.":[259]},"counts_by_year":[{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":9},{"year":2013,"cited_by_count":6}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
