{"id":"https://openalex.org/W3088541092","doi":"https://doi.org/10.1109/tc.2021.3139997","title":"DeepP: Deep Learning Multi-Program Prefetch Configuration for the IBM POWER 8","display_name":"DeepP: Deep Learning Multi-Program Prefetch Configuration for the IBM POWER 8","publication_year":2022,"publication_date":"2022-01-04","ids":{"openalex":"https://openalex.org/W3088541092","doi":"https://doi.org/10.1109/tc.2021.3139997","mag":"3088541092"},"language":"en","primary_location":{"id":"doi:10.1109/tc.2021.3139997","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tc.2021.3139997","pdf_url":"https://ieeexplore.ieee.org/ielx7/12/9880482/09669035.pdf","source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","0016-9340","1557-9956","2326-3814"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/12/9880482/09669035.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086843239","display_name":"Manel Lurbe","orcid":"https://orcid.org/0000-0003-0095-195X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Manel Lurbe","raw_affiliation_strings":["Departamento de Inform&#x00E1;tica de Sistemas y Computadores, Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia, Val&#x00E8;ncia, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0095-195X","affiliations":[{"raw_affiliation_string":"Departamento de Inform&#x00E1;tica de Sistemas y Computadores, Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia, Val&#x00E8;ncia, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032643413","display_name":"Josu\u00e9 Feliu","orcid":"https://orcid.org/0000-0003-3017-4266"},"institutions":[{"id":"https://openalex.org/I4210127437","display_name":"Universidad del Valle","ror":"https://ror.org/034me3y30","country_code":"NI","type":"education","lineage":["https://openalex.org/I4210127437"]},{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES","NI"],"is_corresponding":false,"raw_author_name":"Josue Feliu","raw_affiliation_strings":["Departmento de Ingenier&#x00ED;a y Tecnolog&#x00ED;a de Computadores, Universidad de Murcia, Murcia, Spain","Departamento de Inform atica de Sistemas y Computadores, Uni-versitat Polit ecnica de Val encia, 46022 Val encia, Spain"],"raw_orcid":"https://orcid.org/0000-0003-3017-4266","affiliations":[{"raw_affiliation_string":"Departmento de Ingenier&#x00ED;a y Tecnolog&#x00ED;a de Computadores, Universidad de Murcia, Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]},{"raw_affiliation_string":"Departamento de Inform atica de Sistemas y Computadores, Uni-versitat Polit ecnica de Val encia, 46022 Val encia, Spain","institution_ids":["https://openalex.org/I4210127437"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013237315","display_name":"Salvador Petit","orcid":"https://orcid.org/0000-0003-2426-4134"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Salvador Petit","raw_affiliation_strings":["Departamento de Inform&#x00E1;tica de Sistemas y Computadores, Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia, Val&#x00E8;ncia, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2426-4134","affiliations":[{"raw_affiliation_string":"Departamento de Inform&#x00E1;tica de Sistemas y Computadores, Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia, Val&#x00E8;ncia, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033867189","display_name":"Mar\u00eda E. G\u00f3mez","orcid":"https://orcid.org/0000-0003-1466-4118"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Maria E. Gomez","raw_affiliation_strings":["Departamento de Inform&#x00E1;tica de Sistemas y Computadores, Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia, Val&#x00E8;ncia, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1466-4118","affiliations":[{"raw_affiliation_string":"Departamento de Inform&#x00E1;tica de Sistemas y Computadores, Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia, Val&#x00E8;ncia, Spain","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044390347","display_name":"Julio Sahuquillo","orcid":"https://orcid.org/0000-0001-8630-4846"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Julio Sahuquillo","raw_affiliation_strings":["Departamento de Inform&#x00E1;tica de Sistemas y Computadores, Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia, Val&#x00E8;ncia, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8630-4846","affiliations":[{"raw_affiliation_string":"Departamento de Inform&#x00E1;tica de Sistemas y Computadores, Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia, Val&#x00E8;ncia, Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5086843239"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8702,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.68468816,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"71","issue":"10","first_page":"2646","last_page":"2658"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9997000098228455,"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/T10829","display_name":"Interconnection Networks and Systems","score":0.9991999864578247,"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/instruction-prefetch","display_name":"Instruction prefetch","score":0.9954048991203308},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8234551548957825},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46998918056488037},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.4602682888507843},{"id":"https://openalex.org/keywords/ibm","display_name":"IBM","score":0.4299486577510834},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.37768030166625977},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3447527587413788},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32145941257476807},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.29357534646987915},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2595193088054657},{"id":"https://openalex.org/keywords/cache","display_name":"Cache","score":0.14526960253715515}],"concepts":[{"id":"https://openalex.org/C133588205","wikidata":"https://www.wikidata.org/wiki/Q28455645","display_name":"Instruction prefetch","level":3,"score":0.9954048991203308},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8234551548957825},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46998918056488037},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.4602682888507843},{"id":"https://openalex.org/C70388272","wikidata":"https://www.wikidata.org/wiki/Q5968558","display_name":"IBM","level":2,"score":0.4299486577510834},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.37768030166625977},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3447527587413788},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32145941257476807},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.29357534646987915},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2595193088054657},{"id":"https://openalex.org/C115537543","wikidata":"https://www.wikidata.org/wiki/Q165596","display_name":"Cache","level":2,"score":0.14526960253715515},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tc.2021.3139997","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tc.2021.3139997","pdf_url":"https://ieeexplore.ieee.org/ielx7/12/9880482/09669035.pdf","source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","0016-9340","1557-9956","2326-3814"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"},{"id":"pmh:oai:riunet.upv.es:10251/194384","is_oa":true,"landing_page_url":"http://hdl.handle.net/10251/194384","pdf_url":null,"source":{"id":"https://openalex.org/S4306400639","display_name":"RiuNet (Universitat Polit\u00e8cnica de Val\u00e8ncia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/tc.2021.3139997","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tc.2021.3139997","pdf_url":"https://ieeexplore.ieee.org/ielx7/12/9880482/09669035.pdf","source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","0016-9340","1557-9956","2326-3814"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1634690740","display_name":null,"funder_award_id":"AICO/2021/266","funder_id":"https://openalex.org/F4320321864","funder_display_name":"Generalitat Valenciana"},{"id":"https://openalex.org/G5531957492","display_name":null,"funder_award_id":"RTI2018-098156-B-C51","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6298273575","display_name":null,"funder_award_id":"RTI2018","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320321864","display_name":"Generalitat Valenciana","ror":"https://ror.org/0097mvx21"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3088541092.pdf","grobid_xml":"https://content.openalex.org/works/W3088541092.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1932840510","https://openalex.org/W1985210871","https://openalex.org/W2001420671","https://openalex.org/W2017156338","https://openalex.org/W2030812654","https://openalex.org/W2039393702","https://openalex.org/W2043340768","https://openalex.org/W2067974139","https://openalex.org/W2083839254","https://openalex.org/W2088895605","https://openalex.org/W2121053082","https://openalex.org/W2129381159","https://openalex.org/W2135675903","https://openalex.org/W2152659795","https://openalex.org/W2160131140","https://openalex.org/W2162773908","https://openalex.org/W2165284728","https://openalex.org/W2166879008","https://openalex.org/W2168923722","https://openalex.org/W2171006257","https://openalex.org/W2180890913","https://openalex.org/W2228040714","https://openalex.org/W2329976284","https://openalex.org/W2728598318","https://openalex.org/W2795232275","https://openalex.org/W2930718998","https://openalex.org/W2952249834","https://openalex.org/W2979935562","https://openalex.org/W2980229124","https://openalex.org/W3012340008","https://openalex.org/W3013187846","https://openalex.org/W3043167609","https://openalex.org/W3104781657","https://openalex.org/W3124943311","https://openalex.org/W3147501999","https://openalex.org/W3157702025","https://openalex.org/W4232854706","https://openalex.org/W4241590855","https://openalex.org/W4255238016","https://openalex.org/W4287750226","https://openalex.org/W6658542483","https://openalex.org/W6663494537","https://openalex.org/W6749259350","https://openalex.org/W6764080036","https://openalex.org/W6764480942","https://openalex.org/W6779109089"],"related_works":["https://openalex.org/W2140324148","https://openalex.org/W2121199344","https://openalex.org/W2285914869","https://openalex.org/W3117515082","https://openalex.org/W2113441357","https://openalex.org/W3022537591","https://openalex.org/W2126134823","https://openalex.org/W2336226224","https://openalex.org/W2141696484","https://openalex.org/W2049703229"],"abstract_inverted_index":{"Current":[0],"multi-core":[1],"processors":[2],"implement":[3],"sophisticated":[4],"hardware":[5],"prefetchers,":[6],"that":[7,88,140,174],"can":[8,25,33],"be":[9,34],"configured":[10],"by":[11,119,182],"application":[12,24,43,56,98,113,166],"(PID),":[13],"to":[14,135,188],"improve":[15],"the":[16,37,55,61,64,85,92,105,109,115,130,143,149,156,160,175,189],"system":[17],"performance.":[18,153],"When":[19],"running":[20],"multiple":[21],"applications,":[22],"each":[23,42,97,112,165],"present":[26],"different":[27,31,194],"prefetch":[28,39,94,117,150,162,191],"requirements,":[29],"hence":[30],"configurations":[32,118],"used.":[35],"Setting":[36],"optimal":[38],"configuration":[40,95,151,163,192],"for":[41,84,96,164],"is":[44,132],"a":[45,80,100,121,136],"complex":[46],"task":[47],"since":[48],"it":[49,169],"does":[50],"not":[51],"only":[52],"depend":[53],"on":[54,60,152,180],"characteristics":[57],"but":[58],"also":[59],"interference":[62],"at":[63,90],"shared":[65],"memory":[66,69],"resources":[67],"(e.g.,":[68],"bandwidth).":[70],"In":[71],"his":[72],"paper,":[73],"we":[74],"propose":[75],"<italic":[76],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[77],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">DeepP</i>":[78],",":[79],"deep":[81],"learning":[82,142],"approach":[83,177],"IBM":[86],"POWER8":[87],"identifies":[89],"run-time":[91],"best":[93,161],"in":[99],"workload.":[101],"To":[102],"this":[103],"end,":[104],"neural":[106],"network":[107,131,158],"predicts":[108],"performance":[110,124],"of":[111,123,129,145,148],"under":[114],"studied":[116],"using":[120],"set":[122],"events.":[125],"The":[126],"prediction":[127],"accuracy":[128],"improved":[133],"thanks":[134],"dynamic":[137,146],"training":[138],"methodology":[139],"allows":[141],"impact":[144],"changes":[147],"At":[154],"run-time,":[155],"devised":[157],"infers":[159],"and":[167,185,197],"adjusts":[168],"dynamically.":[170],"Experimental":[171],"results":[172],"show":[173],"proposed":[176],"improves":[178],"performance,":[179],"average,":[181],"5.8%,":[183],"6.7%,":[184],"15.8%":[186],"compared":[187],"default":[190],"across":[193],"6-,":[195],"8-,":[196],"10-application":[198],"workloads,":[199],"respectively.":[200]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
