{"id":"https://openalex.org/W4294691697","doi":"https://doi.org/10.1109/aicas54282.2022.9869913","title":"AIWareK: Compiling PyTorch Model for AI Processor Using MLIR Framework","display_name":"AIWareK: Compiling PyTorch Model for AI Processor Using MLIR Framework","publication_year":2022,"publication_date":"2022-06-13","ids":{"openalex":"https://openalex.org/W4294691697","doi":"https://doi.org/10.1109/aicas54282.2022.9869913"},"language":"en","primary_location":{"id":"doi:10.1109/aicas54282.2022.9869913","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aicas54282.2022.9869913","pdf_url":null,"source":{"id":"https://openalex.org/S4363608281","display_name":"2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS)","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/A5035434057","display_name":"Hyunjeong Kwon","orcid":null},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hyunjeong Kwon","raw_affiliation_strings":["ETRI,AI SoC Research Division,Daejeon,Republic of Korea","AI SoC Research Division, ETRI, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"ETRI,AI SoC Research Division,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]},{"raw_affiliation_string":"AI SoC Research Division, ETRI, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100438974","display_name":"Tae Hyun Kim","orcid":"https://orcid.org/0000-0001-8413-3385"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyun Mi Kim","raw_affiliation_strings":["ETRI,AI SoC Research Division,Daejeon,Republic of Korea","AI SoC Research Division, ETRI, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"ETRI,AI SoC Research Division,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]},{"raw_affiliation_string":"AI SoC Research Division, ETRI, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045127333","display_name":"Chun\u2010Gi Lyuh","orcid":null},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chun-Gi Lyuh","raw_affiliation_strings":["ETRI,AI SoC Research Division,Daejeon,Republic of Korea","AI SoC Research Division, ETRI, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"ETRI,AI SoC Research Division,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]},{"raw_affiliation_string":"AI SoC Research Division, ETRI, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jin-Kyu Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jin-Kyu Kim","raw_affiliation_strings":["ETRI,AI SoC Research Division,Daejeon,Republic of Korea","AI SoC Research Division, ETRI, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"ETRI,AI SoC Research Division,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]},{"raw_affiliation_string":"AI SoC Research Division, ETRI, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086469492","display_name":"Jinho Han","orcid":"https://orcid.org/0000-0002-0655-320X"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jinho Han","raw_affiliation_strings":["ETRI,AI SoC Research Division,Daejeon,Republic of Korea","AI SoC Research Division, ETRI, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"ETRI,AI SoC Research Division,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]},{"raw_affiliation_string":"AI SoC Research Division, ETRI, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110958951","display_name":"Young-Su Kwon","orcid":null},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Youngsu Kwon","raw_affiliation_strings":["ETRI,AI SoC Research Division,Daejeon,Republic of Korea","AI SoC Research Division, ETRI, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"ETRI,AI SoC Research Division,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]},{"raw_affiliation_string":"AI SoC Research Division, ETRI, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5035434057"],"corresponding_institution_ids":["https://openalex.org/I142401562"],"apc_list":null,"apc_paid":null,"fwci":0.2086,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.41679915,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"463","last_page":"465"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9969000220298767,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9969000220298767,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9937000274658203,"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":0.989300012588501,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8800798654556274},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.8153932094573975},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.5930972695350647},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.583096444606781},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5565351247787476},{"id":"https://openalex.org/keywords/tracing","display_name":"Tracing","score":0.5145132541656494},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5106454491615295},{"id":"https://openalex.org/keywords/optimizing-compiler","display_name":"Optimizing compiler","score":0.4593935012817383},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.4577854871749878},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43850716948509216},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34438467025756836},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.30697953701019287}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8800798654556274},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.8153932094573975},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.5930972695350647},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.583096444606781},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5565351247787476},{"id":"https://openalex.org/C138673069","wikidata":"https://www.wikidata.org/wiki/Q322229","display_name":"Tracing","level":2,"score":0.5145132541656494},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5106454491615295},{"id":"https://openalex.org/C190902152","wikidata":"https://www.wikidata.org/wiki/Q1325106","display_name":"Optimizing compiler","level":3,"score":0.4593935012817383},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.4577854871749878},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43850716948509216},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34438467025756836},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.30697953701019287},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aicas54282.2022.9869913","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aicas54282.2022.9869913","pdf_url":null,"source":{"id":"https://openalex.org/S4363608281","display_name":"2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS)","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":13,"referenced_works":["https://openalex.org/W1491178396","https://openalex.org/W2194775991","https://openalex.org/W3004659153","https://openalex.org/W3008964021","https://openalex.org/W3046744305","https://openalex.org/W3048972790","https://openalex.org/W3059812300","https://openalex.org/W3122286897","https://openalex.org/W3196320218","https://openalex.org/W3216273904","https://openalex.org/W4246166885","https://openalex.org/W6774366228","https://openalex.org/W6781980325"],"related_works":["https://openalex.org/W1512248002","https://openalex.org/W2070147537","https://openalex.org/W2139865158","https://openalex.org/W2369288331","https://openalex.org/W2177866842","https://openalex.org/W1601646354","https://openalex.org/W2044422526","https://openalex.org/W2467097043","https://openalex.org/W2080682474","https://openalex.org/W2004605222"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"compiler":[2,25,84],"becomes":[3,78],"necessary":[4],"with":[5],"the":[6,31,39,53,56,65,70,79,82],"active":[7],"research":[8],"on":[9],"AI":[10],"hardware.":[11],"This":[12],"work":[13],"compiles":[14],"PyTorch":[15,32],"models":[16],"into":[17,64],"target":[18,87],"hardware":[19],"codes":[20],"using":[21,34,49],"MLIR":[22,75],"framework.":[23,76],"The":[24],"first":[26],"constructs":[27],"a":[28],"graph":[29,57],"from":[30,52],"model":[33],"TorchScript":[35],"tracing.":[36],"To":[37],"construct":[38],"graph,":[40],"our":[41],"domain-specific":[42],"parser":[43],"generates":[44,86],"an":[45],"abstract":[46],"syntax":[47],"tree":[48],"tokens":[50],"generated":[51],"lexer.":[54],"Then,":[55],"IR":[58,67,72],"(GIR)":[59],"is":[60],"built":[61],"and":[62,69],"lowered":[63],"kernel":[66],"(KIR)":[68],"processor":[71],"(PIR)":[73],"in":[74,97],"PIR":[77],"input":[80],"of":[81],"backed":[83],"that":[85,93],"machine":[88],"codes.":[89],"Experimental":[90],"result":[91],"shows":[92],"AIWareK":[94],"compiled":[95],"ResNet18":[96],"7.67":[98],"seconds,":[99],"yielding":[100],"1.16e-03":[101],"mean":[102],"absolute":[103],"error.":[104]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}