{"id":"https://openalex.org/W4402171267","doi":"https://doi.org/10.1145/3660317.3660324","title":"Benchmarking Machine Learning Applications on Heterogeneous Architecture using Reframe","display_name":"Benchmarking Machine Learning Applications on Heterogeneous Architecture using Reframe","publication_year":2024,"publication_date":"2024-06-03","ids":{"openalex":"https://openalex.org/W4402171267","doi":"https://doi.org/10.1145/3660317.3660324"},"language":"en","primary_location":{"id":"doi:10.1145/3660317.3660324","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3660317.3660324","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th Workshop on Performance EngineeRing, Modelling, Analysis, and VisualizatiOn STrategy","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/A5011095379","display_name":"Christopher Rae","orcid":"https://orcid.org/0009-0001-2721-3562"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christopher Rae","raw_affiliation_strings":["EPCC, The University of Edinburgh, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0009-0001-2721-3562","affiliations":[{"raw_affiliation_string":"EPCC, The University of Edinburgh, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017028089","display_name":"Joseph K. L. Lee","orcid":"https://orcid.org/0000-0002-1648-2740"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joseph K. L. Lee","raw_affiliation_strings":["EPCC, The University of Edinburgh, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-1648-2740","affiliations":[{"raw_affiliation_string":"EPCC, The University of Edinburgh, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087510283","display_name":"James Richings","orcid":"https://orcid.org/0000-0003-0895-4063"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"James Richings","raw_affiliation_strings":["EPCC, The University of Edinburgh, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-0895-4063","affiliations":[{"raw_affiliation_string":"EPCC, The University of Edinburgh, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052858951","display_name":"Mich\u00e8le Weiland","orcid":"https://orcid.org/0000-0003-4713-3073"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mich\u00e8le Weiland","raw_affiliation_strings":["EPCC, The University of Edinburgh, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-4713-3073","affiliations":[{"raw_affiliation_string":"EPCC, The University of Edinburgh, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98677209"],"apc_list":null,"apc_paid":null,"fwci":1.0517,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81999117,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"16","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9922999739646912,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9815999865531921,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/benchmarking","display_name":"Benchmarking","score":0.8928700685501099},{"id":"https://openalex.org/keywords/cognitive-reframing","display_name":"Cognitive reframing","score":0.7738243341445923},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7117041349411011},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.665935218334198},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5555063486099243},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.38960573077201843},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37784284353256226}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.8928700685501099},{"id":"https://openalex.org/C187029079","wikidata":"https://www.wikidata.org/wiki/Q958679","display_name":"Cognitive reframing","level":2,"score":0.7738243341445923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7117041349411011},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.665935218334198},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5555063486099243},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.38960573077201843},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37784284353256226},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3660317.3660324","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3660317.3660324","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th Workshop on Performance EngineeRing, Modelling, Analysis, and VisualizatiOn STrategy","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3902030602","display_name":null,"funder_award_id":"EP/Y004450/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4145709284","display_name":null,"funder_award_id":"EP/P020267/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2148497060","https://openalex.org/W2194775991","https://openalex.org/W2886189612","https://openalex.org/W2952046647","https://openalex.org/W2964309882","https://openalex.org/W2979245724","https://openalex.org/W3015731845","https://openalex.org/W4200184446","https://openalex.org/W4288870103","https://openalex.org/W4388561288","https://openalex.org/W6892537684","https://openalex.org/W6948855443","https://openalex.org/W6950140870"],"related_works":["https://openalex.org/W4238897586","https://openalex.org/W2061896288","https://openalex.org/W435179959","https://openalex.org/W2619091065","https://openalex.org/W1965599462","https://openalex.org/W2025581759","https://openalex.org/W2059640416","https://openalex.org/W2256481674","https://openalex.org/W1490753184","https://openalex.org/W2038503502"],"abstract_inverted_index":{"With":[0],"the":[1,32,50,66,71,86],"rapid":[2],"increase":[3],"in":[4,93],"machine":[5,18,44,80],"learning":[6,19,45,81],"workloads":[7],"performed":[8],"on":[9],"HPC":[10],"systems,":[11],"it":[12],"is":[13],"beneficial":[14],"to":[15,22,69,78],"regularly":[16],"perform":[17,79],"specific":[20],"benchmarks":[21],"monitor":[23],"performance":[24],"and":[25,54,62,75,83,90,99],"identify":[26],"issues.":[27],"Furthermore,":[28],"as":[29],"part":[30],"of":[31,43],"Edinburgh":[33],"International":[34],"Data":[35],"Facility,":[36],"EPCC":[37],"currently":[38],"hosts":[39],"a":[40],"wide":[41],"range":[42],"accelerators":[46],"including":[47],"Nvidia":[48],"GPUs,":[49],"Graphcore":[51],"Bow":[52],"Pod64":[53],"Cerebras":[55],"CS-2,":[56],"which":[57],"are":[58],"managed":[59],"via":[60],"Kubernetes":[61,72],"Slurm.":[63],"We":[64],"extended":[65],"Reframe":[67,77,95],"framework":[68],"support":[70],"scheduler":[73],"backend,":[74],"utilise":[76],"benchmarks,":[82],"we":[84],"discuss":[85],"preliminary":[87],"results":[88],"collected":[89],"challenges":[91],"involved":[92],"integrating":[94],"across":[96],"multiple":[97],"platforms":[98],"architectures.":[100]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}