{"id":"https://openalex.org/W4388581250","doi":"https://doi.org/10.1145/3624062.3624238","title":"Fine-grained accelerator partitioning for Machine Learning and Scientific Computing in Function as a Service Platform","display_name":"Fine-grained accelerator partitioning for Machine Learning and Scientific Computing in Function as a Service Platform","publication_year":2023,"publication_date":"2023-11-10","ids":{"openalex":"https://openalex.org/W4388581250","doi":"https://doi.org/10.1145/3624062.3624238"},"language":"en","primary_location":{"id":"doi:10.1145/3624062.3624238","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3624062.3624238","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the SC '23 Workshops of the International Conference on High Performance Computing, Network, Storage, and Analysis","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/A5077061884","display_name":"Aditya Dhakal","orcid":"https://orcid.org/0000-0002-8297-8525"},"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":"Aditya Dhakal","raw_affiliation_strings":["Hewlett Packard Labs, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-8297-8525","affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs, United States of America","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058231798","display_name":"Philipp Raith","orcid":"https://orcid.org/0000-0003-3293-9437"},"institutions":[{"id":"https://openalex.org/I4210121244","display_name":"Hewlett-Packard (Austria)","ror":"https://ror.org/01wt6rn90","country_code":"AT","type":"company","lineage":["https://openalex.org/I1324840837","https://openalex.org/I4210121244"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Philipp Raith","raw_affiliation_strings":["Hewlett Packard Labs, Austria"],"raw_orcid":"https://orcid.org/0000-0003-3293-9437","affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs, Austria","institution_ids":["https://openalex.org/I4210121244"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021403239","display_name":"Logan Ward","orcid":"https://orcid.org/0000-0002-1323-5939"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Logan Ward","raw_affiliation_strings":["Argonne National Laboratory, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-1323-5939","affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, United States of America","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056770660","display_name":"Rolando P. Hong Enriquez","orcid":"https://orcid.org/0009-0008-5652-4408"},"institutions":[{"id":"https://openalex.org/I4210156325","display_name":"Hewlett-Packard (United Kingdom)","ror":"https://ror.org/05g4mtv59","country_code":"GB","type":"company","lineage":["https://openalex.org/I1324840837","https://openalex.org/I4210156325"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rolando P. Hong Enriquez","raw_affiliation_strings":["Hewlett Packard Labs, United Kingdom"],"raw_orcid":"https://orcid.org/0009-0008-5652-4408","affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs, United Kingdom","institution_ids":["https://openalex.org/I4210156325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026624531","display_name":"Gourav Rattihalli","orcid":"https://orcid.org/0000-0002-0373-1867"},"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":"Gourav Rattihalli","raw_affiliation_strings":["Hewlett Packard Labs, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-0373-1867","affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs, United States of America","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065464552","display_name":"Kyle Chard","orcid":"https://orcid.org/0000-0002-7370-4805"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kyle Chard","raw_affiliation_strings":["University of Chicago, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-7370-4805","affiliations":[{"raw_affiliation_string":"University of Chicago, United States of America","institution_ids":["https://openalex.org/I40347166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032231503","display_name":"Ian Foster","orcid":"https://orcid.org/0000-0003-2129-5269"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ian Foster","raw_affiliation_strings":["Argonne National Laboratory, United States of America"],"raw_orcid":"https://orcid.org/0000-0003-2129-5269","affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, United States of America","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027761275","display_name":"Dejan Miloji\u010di\u0107","orcid":"https://orcid.org/0000-0001-9830-8588"},"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":"Dejan Milojicic","raw_affiliation_strings":["Hewlett Packard Labs, United States of America"],"raw_orcid":"https://orcid.org/0000-0001-9830-8588","affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs, United States of America","institution_ids":["https://openalex.org/I1324840837"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7254,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.88407563,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1606","last_page":"1613"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994000196456909,"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":0.9994000196456909,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9986000061035156,"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":0.998199999332428,"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":0.7822283506393433},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.6516579985618591},{"id":"https://openalex.org/keywords/multiplexing","display_name":"Multiplexing","score":0.538347601890564},{"id":"https://openalex.org/keywords/supercomputer","display_name":"Supercomputer","score":0.5212622284889221},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5168190598487854},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.4797290861606598},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.4769812226295471},{"id":"https://openalex.org/keywords/profitability-index","display_name":"Profitability index","score":0.45712631940841675},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.43450137972831726},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.40939027070999146},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.35712623596191406},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.27585896849632263},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08655750751495361}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7822283506393433},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.6516579985618591},{"id":"https://openalex.org/C19275194","wikidata":"https://www.wikidata.org/wiki/Q222903","display_name":"Multiplexing","level":2,"score":0.538347601890564},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.5212622284889221},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5168190598487854},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.4797290861606598},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.4769812226295471},{"id":"https://openalex.org/C129361004","wikidata":"https://www.wikidata.org/wiki/Q2470236","display_name":"Profitability index","level":2,"score":0.45712631940841675},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.43450137972831726},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.40939027070999146},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.35712623596191406},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.27585896849632263},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08655750751495361},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3624062.3624238","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3624062.3624238","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the SC '23 Workshops of the International Conference on High Performance Computing, Network, Storage, and Analysis","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W95608104","https://openalex.org/W2108598243","https://openalex.org/W2117539524","https://openalex.org/W2734941459","https://openalex.org/W2901394833","https://openalex.org/W2943761765","https://openalex.org/W3008805724","https://openalex.org/W3021718926","https://openalex.org/W3097411828","https://openalex.org/W3103996135","https://openalex.org/W3104388511","https://openalex.org/W3107207569","https://openalex.org/W3127819678","https://openalex.org/W3203718464","https://openalex.org/W4214610523","https://openalex.org/W4220661638","https://openalex.org/W4285504009","https://openalex.org/W4293149165","https://openalex.org/W4293254947","https://openalex.org/W4318603571","https://openalex.org/W4321192592","https://openalex.org/W4324268101","https://openalex.org/W4376109658","https://openalex.org/W4376454504"],"related_works":["https://openalex.org/W2384867379","https://openalex.org/W4400094300","https://openalex.org/W2329539859","https://openalex.org/W2227905990","https://openalex.org/W2765823764","https://openalex.org/W3214280620","https://openalex.org/W3191490922","https://openalex.org/W2794038527","https://openalex.org/W3125099825","https://openalex.org/W2327638088"],"abstract_inverted_index":{"Function-as-a-service":[0],"(FaaS)":[1],"is":[2],"a":[3,20,68],"promising":[4],"execution":[5],"environment":[6],"for":[7,35,79],"high-performance":[8],"computing":[9],"(HPC)":[10],"and":[11,25,30,37,46,75],"machine":[12],"learning":[13],"(ML)":[14],"applications":[15],"as":[16,67],"it":[17],"offers":[18],"developers":[19],"simple":[21],"way":[22],"to":[23,44,71],"write":[24],"deploy":[26],"programs.":[27],"Nowadays,":[28],"GPUs":[29],"other":[31],"accelerators":[32,41],"are":[33,42],"indispensable":[34],"HPC":[36],"ML":[38],"workloads.":[39],"These":[40],"expensive":[43],"acquire":[45],"operate;":[47],"consequently,":[48],"multiplexing":[49,80],"them":[50],"can":[51],"increase":[52],"their":[53],"financial":[54],"profitability.":[55],"However,":[56],"we":[57],"have":[58,76],"observed":[59],"that":[60],"state-of-the-art":[61],"FaaS":[62],"frameworks":[63],"usually":[64],"treat":[65],"accelerator":[66],"single":[69,73],"device":[70],"run":[72],"workload":[74],"little":[77],"support":[78],"accelerators.":[81]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
