{"id":"https://openalex.org/W3091976123","doi":"https://doi.org/10.1145/3450264","title":"Machine Learning\u2013enabled Scalable Performance Prediction of Scientific Codes","display_name":"Machine Learning\u2013enabled Scalable Performance Prediction of Scientific Codes","publication_year":2021,"publication_date":"2021-04-23","ids":{"openalex":"https://openalex.org/W3091976123","doi":"https://doi.org/10.1145/3450264","mag":"3091976123"},"language":"en","primary_location":{"id":"doi:10.1145/3450264","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3450264","pdf_url":null,"source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2010.04212","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063725454","display_name":"Gopinath Chennupati","orcid":"https://orcid.org/0000-0002-6223-8570"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Gopinath Chennupati","raw_affiliation_strings":["Los Alamos National Laboratory, NM","Los Alamos National Laboratory, NM;"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, NM","institution_ids":["https://openalex.org/I1343871089"]},{"raw_affiliation_string":"Los Alamos National Laboratory, NM;","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053809539","display_name":"Nandakishore Santhi","orcid":"https://orcid.org/0000-0002-4755-7821"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nandakishore Santhi","raw_affiliation_strings":["Los Alamos National Laboratory, NM","Los Alamos National Laboratory, NM;"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, NM","institution_ids":["https://openalex.org/I1343871089"]},{"raw_affiliation_string":"Los Alamos National Laboratory, NM;","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009982202","display_name":"Phillip Romero","orcid":"https://orcid.org/0000-0002-4181-0208"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Phill Romero","raw_affiliation_strings":["Los Alamos National Laboratory, NM","Los Alamos National Laboratory, NM;"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, NM","institution_ids":["https://openalex.org/I1343871089"]},{"raw_affiliation_string":"Los Alamos National Laboratory, NM;","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073911119","display_name":"Stephan Eidenbenz","orcid":"https://orcid.org/0000-0002-2628-1854"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephan Eidenbenz","raw_affiliation_strings":["Los Alamos National Laboratory, NM","Los Alamos National Laboratory, NM;"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, NM","institution_ids":["https://openalex.org/I1343871089"]},{"raw_affiliation_string":"Los Alamos National Laboratory, NM;","institution_ids":["https://openalex.org/I1343871089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5063725454"],"corresponding_institution_ids":["https://openalex.org/I1343871089"],"apc_list":null,"apc_paid":null,"fwci":0.2346,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.44835029,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"31","issue":"2","first_page":"1","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9976000189781189,"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/T11005","display_name":"Radiation Effects in Electronics","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7743636965751648},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.6204385757446289},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5514854788780212},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.549718976020813},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.5338023900985718},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5276716351509094},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.4879581332206726},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4638628363609314},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.4124254584312439},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4052004814147949},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.38404256105422974},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.34698763489723206},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.27352625131607056},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.13594484329223633},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.13271570205688477},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09464278817176819},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09193560481071472}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7743636965751648},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.6204385757446289},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5514854788780212},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.549718976020813},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.5338023900985718},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5276716351509094},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.4879581332206726},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4638628363609314},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.4124254584312439},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4052004814147949},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.38404256105422974},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.34698763489723206},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.27352625131607056},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.13594484329223633},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.13271570205688477},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09464278817176819},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09193560481071472},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1145/3450264","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3450264","pdf_url":null,"source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2010.04212","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.04212","pdf_url":"https://arxiv.org/pdf/2010.04212","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"},{"id":"mag:3091976123","is_oa":true,"landing_page_url":"http://arxiv.org/pdf/2010.04212.pdf","pdf_url":null,"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":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:osti.gov:1841921","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1841921","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},{"id":"pmh:oai:osti.gov:1896442","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1896442","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},{"id":"doi:10.48550/arxiv.2010.04212","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2010.04212","pdf_url":null,"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2010.04212","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.04212","pdf_url":"https://arxiv.org/pdf/2010.04212","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"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W83535271","https://openalex.org/W1574846734","https://openalex.org/W1576818901","https://openalex.org/W1965100924","https://openalex.org/W1968244180","https://openalex.org/W1982008063","https://openalex.org/W1987304299","https://openalex.org/W1992928900","https://openalex.org/W2002555321","https://openalex.org/W2024717934","https://openalex.org/W2028294326","https://openalex.org/W2029891792","https://openalex.org/W2032616619","https://openalex.org/W2036551003","https://openalex.org/W2039072141","https://openalex.org/W2042120213","https://openalex.org/W2057218453","https://openalex.org/W2068810256","https://openalex.org/W2078794610","https://openalex.org/W2091250014","https://openalex.org/W2102061396","https://openalex.org/W2104840748","https://openalex.org/W2109814389","https://openalex.org/W2112686638","https://openalex.org/W2121162457","https://openalex.org/W2123004270","https://openalex.org/W2132219981","https://openalex.org/W2138146350","https://openalex.org/W2147657366","https://openalex.org/W2155131419","https://openalex.org/W2164705534","https://openalex.org/W2169828639","https://openalex.org/W2290727939","https://openalex.org/W2328080862","https://openalex.org/W2373850779","https://openalex.org/W2506485539","https://openalex.org/W2546531488","https://openalex.org/W2615801313","https://openalex.org/W2777727847","https://openalex.org/W2783894799","https://openalex.org/W2784043802","https://openalex.org/W2803466590","https://openalex.org/W2887020936","https://openalex.org/W2889259518","https://openalex.org/W2913368523","https://openalex.org/W2953363138","https://openalex.org/W3039972296","https://openalex.org/W4214826206","https://openalex.org/W4232491968","https://openalex.org/W4238930179","https://openalex.org/W4239437589","https://openalex.org/W4248616973","https://openalex.org/W4248722156","https://openalex.org/W4255264503","https://openalex.org/W4288076154"],"related_works":["https://openalex.org/W3158362295","https://openalex.org/W2783894799","https://openalex.org/W2777727847","https://openalex.org/W2215983828","https://openalex.org/W2582851122","https://openalex.org/W1960843492","https://openalex.org/W3104900731","https://openalex.org/W2157676568","https://openalex.org/W805215260","https://openalex.org/W1512526437","https://openalex.org/W3139538861","https://openalex.org/W2027984714","https://openalex.org/W3103041597","https://openalex.org/W2013344955","https://openalex.org/W1827458208","https://openalex.org/W2999925821","https://openalex.org/W3018415151","https://openalex.org/W3011000655","https://openalex.org/W2562864702","https://openalex.org/W2123613327"],"abstract_inverted_index":{"Hardware":[0],"architectures":[1],"become":[2],"increasingly":[3],"complex":[4],"as":[5,36],"the":[6,14,22,45,53,58,68,73,117,125,177,185,201,205],"compute":[7],"capabilities":[8],"grow":[9],"to":[10,60,85,103,115,162,175],"exascale.":[11],"We":[12,143,171,209],"present":[13,153],"Analytical":[15],"Memory":[16],"Model":[17],"with":[18],"Pipelines":[19],"(AMMP)":[20],"of":[21,41,72,124,136,157,179],"Performance":[23],"Prediction":[24],"Toolkit":[25],"(PPT).":[26],"PPT-AMMP":[27,56,108,145,174],"takes":[28],"high-level":[29],"source":[30],"code":[31,43,59,169],"and":[32,38,96,112,152,204],"hardware":[33,47,105,158,165],"architecture":[34],"parameters":[35],"input":[37,54,126],"predicts":[39],"runtime":[40],"that":[42,82,198],"on":[44,121,139,146,167],"target":[46],"platform,":[48],"which":[49],"is":[50],"defined":[51],"in":[52],"parameters.":[55],"transforms":[57],"an":[61],"(architecture-independent)":[62],"intermediate":[63],"representation,":[64],"then":[65,128],"(i)":[66],"analyzes":[67],"basic":[69,94,206],"block":[70,207],"structure":[71],"code,":[74,127,183],"(ii)":[75],"processes":[76],"architecture-independent":[77],"virtual":[78],"memory":[79,87],"access":[80],"patterns":[81],"it":[83],"uses":[84,109],"build":[86,116],"reuse":[88,202],"distance":[89],"distribution":[90],"models":[91,119,197],"for":[92],"each":[93],"block,":[95],"(iii)":[97],"runs":[98],"detailed":[99],"basic-block":[100],"level":[101],"simulations":[102],"determine":[104],"pipeline":[106],"usage.":[107],"machine":[110],"learning":[111],"regression":[113,196],"techniques":[114],"prediction":[118],"based":[120],"small":[122],"instances":[123],"integrates":[129],"into":[130],"a":[131,154,180],"higher-order":[132],"discrete-event":[133],"simulation":[134],"model":[135],"PPT":[137],"running":[138],"Simian":[140],"PDES":[141],"engine.":[142],"validate":[144,210],"four":[147],"standard":[148],"computational":[149],"physics":[150],"benchmarks":[151],"use":[155],"case":[156],"parameter":[159],"sensitivity":[160],"analysis":[161],"identify":[163],"bottleneck":[164],"resources":[166],"different":[168],"inputs.":[170],"further":[172],"extend":[173],"predict":[176,200],"performance":[178],"scientific":[181],"application":[182],"namely,":[184],"radiation":[186],"transport":[187],"mini-app":[188],"SNAP.":[189],"To":[190],"this":[191],"end,":[192],"we":[193],"analyze":[194],"multi-variate":[195],"accurately":[199],"profiles":[203],"counts.":[208],"predicted":[211],"SNAP":[212],"runtimes":[213],"against":[214],"actual":[215],"measured":[216],"times.":[217]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
