{"id":"https://openalex.org/W2083142014","doi":"https://doi.org/10.1145/2597652.2597675","title":"Improving performance by matching imbalanced workloads with heterogeneous platforms","display_name":"Improving performance by matching imbalanced workloads with heterogeneous platforms","publication_year":2014,"publication_date":"2014-06-10","ids":{"openalex":"https://openalex.org/W2083142014","doi":"https://doi.org/10.1145/2597652.2597675","mag":"2083142014"},"language":"en","primary_location":{"id":"doi:10.1145/2597652.2597675","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2597652.2597675","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM international conference on Supercomputing","raw_type":"proceedings-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/A5101642102","display_name":"Jie Shen","orcid":"https://orcid.org/0000-0003-4247-7029"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Jie Shen","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands","Delft University of Technology, Delft, Netherlands;"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]},{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands;","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109847155","display_name":"Ana Lucia V\u0103rb\u0103nescu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135670","display_name":"Amsterdam University of the Arts","ror":"https://ror.org/04dde1554","country_code":"NL","type":"education","lineage":["https://openalex.org/I4210135670"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ana Lucia Varbanescu","raw_affiliation_strings":["University of Amsterdam, Amsterdam, Netherlands","university of Amsterdam, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210135670","https://openalex.org/I887064364"]},{"raw_affiliation_string":"university of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210135670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010898755","display_name":"Peng Zou","orcid":"https://orcid.org/0000-0002-8484-5769"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Zou","raw_affiliation_strings":["National University of Defense Technology, Changsha, China","National University of Defense, Technology, ChangSha, China#TAB#"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"National University of Defense, Technology, ChangSha, China#TAB#","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101633465","display_name":"Yutong Lu","orcid":"https://orcid.org/0000-0001-5315-3375"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yutong Lu","raw_affiliation_strings":["National University of Defense Technology, Changsha, China","National University of Defense, Technology, ChangSha, China#TAB#"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"National University of Defense, Technology, ChangSha, China#TAB#","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034054372","display_name":"Henk Sips","orcid":"https://orcid.org/0000-0001-8261-9170"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Henk Sips","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands","Delft University of Technology, Delft, Netherlands;"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]},{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands;","institution_ids":["https://openalex.org/I98358874"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101642102"],"corresponding_institution_ids":["https://openalex.org/I98358874"],"apc_list":null,"apc_paid":null,"fwci":3.6777,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.93267696,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"241","last_page":"250"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9995999932289124,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8820979595184326},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7726877927780151},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.672633945941925},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5149117708206177},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.49767497181892395},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4884721338748932},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.4762294888496399},{"id":"https://openalex.org/keywords/symmetric-multiprocessor-system","display_name":"Symmetric multiprocessor system","score":0.4600176513195038},{"id":"https://openalex.org/keywords/massively-parallel","display_name":"Massively parallel","score":0.4511156380176544},{"id":"https://openalex.org/keywords/data-parallelism","display_name":"Data parallelism","score":0.41867348551750183},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.40898358821868896},{"id":"https://openalex.org/keywords/parallelism","display_name":"Parallelism (grammar)","score":0.4014522135257721},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09771108627319336}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8820979595184326},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7726877927780151},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.672633945941925},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5149117708206177},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.49767497181892395},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4884721338748932},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.4762294888496399},{"id":"https://openalex.org/C172430144","wikidata":"https://www.wikidata.org/wiki/Q17111997","display_name":"Symmetric multiprocessor system","level":2,"score":0.4600176513195038},{"id":"https://openalex.org/C190475519","wikidata":"https://www.wikidata.org/wiki/Q544384","display_name":"Massively parallel","level":2,"score":0.4511156380176544},{"id":"https://openalex.org/C61483411","wikidata":"https://www.wikidata.org/wiki/Q3124522","display_name":"Data parallelism","level":3,"score":0.41867348551750183},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.40898358821868896},{"id":"https://openalex.org/C2781172179","wikidata":"https://www.wikidata.org/wiki/Q853109","display_name":"Parallelism (grammar)","level":2,"score":0.4014522135257721},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09771108627319336},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2597652.2597675","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2597652.2597675","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM international conference on Supercomputing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W42109998","https://openalex.org/W43401249","https://openalex.org/W1805440014","https://openalex.org/W1841716671","https://openalex.org/W1971391208","https://openalex.org/W1976683291","https://openalex.org/W1979717209","https://openalex.org/W1982056505","https://openalex.org/W1984579986","https://openalex.org/W1993508117","https://openalex.org/W2007108330","https://openalex.org/W2014724071","https://openalex.org/W2016357834","https://openalex.org/W2032039029","https://openalex.org/W2055497547","https://openalex.org/W2065392434","https://openalex.org/W2109426995","https://openalex.org/W2121893797","https://openalex.org/W2128268549","https://openalex.org/W2132719357","https://openalex.org/W2150476673","https://openalex.org/W2156519507","https://openalex.org/W2156697773","https://openalex.org/W2157427457","https://openalex.org/W2162142618","https://openalex.org/W2162322364","https://openalex.org/W2167101788","https://openalex.org/W2399715892","https://openalex.org/W4235762625","https://openalex.org/W6638752821"],"related_works":["https://openalex.org/W2950520577","https://openalex.org/W1554644772","https://openalex.org/W2003935582","https://openalex.org/W2494130044","https://openalex.org/W3170887803","https://openalex.org/W74409296","https://openalex.org/W3209384898","https://openalex.org/W4400951174","https://openalex.org/W1595834484","https://openalex.org/W1991844655"],"abstract_inverted_index":{"Although":[0],"GPUs":[1],"are":[2,11],"considered":[3],"ideal":[4],"to":[5,14,60,86,107,140,164],"accelerate":[6],"massively":[7],"data-parallel":[8],"applications,":[9,45],"there":[10],"still":[12],"exceptions":[13],"this":[15,69],"rule.":[16],"For":[17],"example,":[18],"imbalanced":[19,44,152],"applications":[20],"cannot":[21],"be":[22],"efficiently":[23,42],"processed":[24],"by":[25,56],"GPUs:":[26],"despite":[27],"the":[28,48,58,62,66,80,92,95,99,103,150,160],"massive":[29],"data":[30,37],"parallelism,":[31],"a":[32,88,108],"varied":[33],"computational":[34],"workload":[35,59,180],"per":[36],"point":[38],"remains":[39],"GPU-unfriendly.":[40],"To":[41],"process":[43],"we":[46,71,154],"exploit":[47],"use":[49],"of":[50,65,91,98,117,138,148,179],"heterogeneous":[51,183],"platforms":[52,184],"(GPUs":[53],"and":[54,75,101,124,132,157,167,172,187],"CPUs)":[55],"partitioning":[57,181],"fit":[61],"usage":[63],"patterns":[64],"processors.":[67],"In":[68],"work,":[70],"present":[72],"our":[73,113],"flexible":[74],"adaptive":[76],"method":[77,84,114,161],"that":[78,159,176],"predicts":[79],"optimal":[81,104],"partitioning.":[82],"Our":[83,126],"aims":[85],"match":[87,105],"quantitative":[89],"model":[90],"application":[93],"with":[94],"hardware":[96,171],"capabilities":[97],"platform,":[100],"calculates":[102],"according":[106],"user-given":[109],"criterion.":[110],"We":[111,174],"evaluate":[112],"in":[115],"terms":[116],"overall":[118],"performance":[119,136,190],"gain,":[120],"prediction":[121,178],"accuracy,":[122],"flexibility":[123],"adaptivity.":[125],"results,":[127],"gathered":[128],"from":[129],"both":[130],"synthetic":[131],"real-world":[133],"workloads,":[134],"show":[135],"gains":[137],"up":[139],"60%,":[141],"accurate":[142],"predictions":[143],"for":[144,182,189],"more":[145],"than":[146],"90%":[147],"all":[149],"1395":[151],"workloads":[153],"have":[155],"tested,":[156],"confirm":[158],"adapts":[162],"correctly":[163],"application,":[165],"dataset,":[166],"platform":[168],"changes":[169],"(both":[170],"software).":[173],"conclude":[175],"model-based":[177],"is":[185],"feasible":[186],"useful":[188],"improvement.":[191]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
