{"id":"https://openalex.org/W4308479898","doi":"https://doi.org/10.1109/tcad.2022.3197489","title":"ViA: A Novel Vision-Transformer Accelerator Based on FPGA","display_name":"ViA: A Novel Vision-Transformer Accelerator Based on FPGA","publication_year":2022,"publication_date":"2022-11-01","ids":{"openalex":"https://openalex.org/W4308479898","doi":"https://doi.org/10.1109/tcad.2022.3197489"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2022.3197489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2022.3197489","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-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/A5089833377","display_name":"Teng Wang","orcid":"https://orcid.org/0000-0002-7281-1203"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Teng Wang","raw_affiliation_strings":["School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7281-1203","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072915437","display_name":"Lei Gong","orcid":"https://orcid.org/0000-0002-8391-5526"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Gong","raw_affiliation_strings":["School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0002-8391-5526","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011884768","display_name":"Chao Wang","orcid":"https://orcid.org/0000-0002-9403-5575"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Wang","raw_affiliation_strings":["School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9403-5575","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051427882","display_name":"Yang Yang","orcid":"https://orcid.org/0000-0002-1063-7182"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Yang","raw_affiliation_strings":["School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-1063-7182","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061329069","display_name":"Yingxue Gao","orcid":"https://orcid.org/0000-0002-0833-1379"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingxue Gao","raw_affiliation_strings":["School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0833-1379","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077322091","display_name":"Xuehai Zhou","orcid":"https://orcid.org/0000-0002-8360-3143"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuehai Zhou","raw_affiliation_strings":["School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-8360-3143","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040104068","display_name":"Huaping Chen","orcid":"https://orcid.org/0000-0002-2058-7086"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaping Chen","raw_affiliation_strings":["School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":8.3448,"has_fulltext":false,"cited_by_count":131,"citation_normalized_percentile":{"value":0.98723011,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"41","issue":"11","first_page":"4088","last_page":"4099"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9968000054359436,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9962999820709229,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7514432072639465},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.6779568195343018},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5690637826919556},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.5475977659225464},{"id":"https://openalex.org/keywords/locality","display_name":"Locality","score":0.5235354900360107},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5105530023574829},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4625493884086609},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4214209020137787},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.420663058757782},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.36823752522468567},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.32122522592544556},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17709815502166748},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.13088157773017883},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10682356357574463}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7514432072639465},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.6779568195343018},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5690637826919556},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.5475977659225464},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.5235354900360107},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5105530023574829},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4625493884086609},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4214209020137787},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.420663058757782},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.36823752522468567},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32122522592544556},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17709815502166748},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.13088157773017883},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10682356357574463},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcad.2022.3197489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2022.3197489","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8999999761581421}],"awards":[{"id":"https://openalex.org/G1443428683","display_name":null,"funder_award_id":"62102383","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2701524985","display_name":null,"funder_award_id":"BK20210123","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G354725111","display_name":null,"funder_award_id":"2017YFA0700900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6472083938","display_name":null,"funder_award_id":"62172380","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6489310523","display_name":null,"funder_award_id":"Y2021121","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"},{"id":"https://openalex.org/G7731795078","display_name":null,"funder_award_id":"2017YFA0700903","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8758304440","display_name":null,"funder_award_id":"61976200","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1964471912","https://openalex.org/W2094756095","https://openalex.org/W2097117768","https://openalex.org/W2118463056","https://openalex.org/W2194775991","https://openalex.org/W2406293284","https://openalex.org/W2511929605","https://openalex.org/W2616318524","https://openalex.org/W2618530766","https://openalex.org/W2727238169","https://openalex.org/W2752782242","https://openalex.org/W2759398875","https://openalex.org/W2883927138","https://openalex.org/W2904445802","https://openalex.org/W2933438941","https://openalex.org/W2951008357","https://openalex.org/W2962958286","https://openalex.org/W2963446712","https://openalex.org/W2963568120","https://openalex.org/W2964081807","https://openalex.org/W2981413347","https://openalex.org/W3034429256","https://openalex.org/W3034655362","https://openalex.org/W3047848469","https://openalex.org/W3090600872","https://openalex.org/W3114757058","https://openalex.org/W3115388607","https://openalex.org/W3130240120","https://openalex.org/W3131500599","https://openalex.org/W3131926233","https://openalex.org/W3134434558","https://openalex.org/W3138516171","https://openalex.org/W3155487259","https://openalex.org/W3162542754","https://openalex.org/W3176468986","https://openalex.org/W3189877953","https://openalex.org/W3196923642","https://openalex.org/W3198625877","https://openalex.org/W3199934250","https://openalex.org/W3206837665","https://openalex.org/W4212774754","https://openalex.org/W6638318767","https://openalex.org/W6734171162","https://openalex.org/W6739901393","https://openalex.org/W6752378368","https://openalex.org/W6755207826","https://openalex.org/W6762718338","https://openalex.org/W6763367864","https://openalex.org/W6784333009","https://openalex.org/W6788135285","https://openalex.org/W6891836263"],"related_works":["https://openalex.org/W1555349535","https://openalex.org/W2518118925","https://openalex.org/W3159273459","https://openalex.org/W4319952061","https://openalex.org/W4280636456","https://openalex.org/W4388913998","https://openalex.org/W4310584535","https://openalex.org/W4295935044","https://openalex.org/W4307927141","https://openalex.org/W3159906349"],"abstract_inverted_index":{"Since":[0],"Google":[1],"proposed":[2,31],"Transformer":[3,53,243],"in":[4,38,68,82,88,92,99,108,121,136,143,178,194,279,318],"2017,":[5],"it":[6],"has":[7,54,61],"made":[8],"significant":[9],"natural":[10],"language":[11],"processing":[12,253],"(NLP)":[13],"development.":[14],"However,":[15],"the":[16,50,78,85,93,114,117,122,127,137,148,162,168,175,179,189,195,199,209,213,217,225,232,242,256,261,269,272,276,319],"increasing":[17],"cost":[18,169],"is":[19,133],"a":[20,150],"large":[21],"amount":[22],"of":[23,52,110,116,129,170,191,201,212,227,271,290,302],"calculation":[24],"and":[25,30,60,84,166,197,203,220,235,284,298],"parameters.":[26],"Previous":[27],"researchers":[28],"designed":[29],"some":[32],"accelerator":[33,140,155],"structures":[34],"for":[35],"transformer":[36,97,153,163],"models":[37,94],"field-programmable":[39],"gate":[40],"array":[41],"(FPGA)":[42],"to":[43,160,187,223,240],"deal":[44],"with":[45,96,255,294,305],"NLP":[46],"tasks":[47],"efficiently.":[48,244],"Now,":[49],"development":[51],"also":[55,104],"affected":[56],"computer":[57],"vision":[58,152],"(CV)":[59],"rapidly":[62],"surpassed":[63],"convolution":[64],"neural":[65],"networks":[66],"(CNNs)":[67],"various":[69],"image":[70,79,196],"tasks.":[71],"And":[72],"there":[73],"are":[74,103],"apparent":[75],"differences":[76],"between":[77],"data":[80,87,111,176,192],"used":[81],"CV":[83],"sequence":[86],"NLP.":[89],"The":[90,106,119],"details":[91],"contained":[95],"units":[98],"these":[100,171],"two":[101,251],"fields":[102],"different.":[105],"difference":[107,120],"terms":[109],"brings":[112,125],"about":[113,126],"problem":[115,128],"locality.":[118],"model":[123],"structure":[124,177],"path":[130,228],"dependence,":[131],"which":[132],"not":[134],"noticed":[135],"existing":[138],"related":[139,306],"design.":[141],"Therefore,":[142],"this":[144],"work,":[145],"we":[146,181,215,249,274],"propose":[147],"ViA,":[149],"novel":[151],"(ViT)":[154],"architecture":[156,278],"based":[157,308],"on":[158,246,309],"FPGA,":[159,310],"execute":[161,241],"application":[164],"efficiently":[165],"avoid":[167],"challenges.":[172],"By":[173],"analyzing":[174],"ViT,":[180,214],"design":[182,250,266],"an":[183],"appropriate":[184],"partition":[185],"strategy":[186],"reduce":[188,224],"impact":[190,226],"locality":[193],"improve":[198],"efficiency":[200,292],"computation":[202],"memory":[204],"access.":[205],"Meanwhile,":[206],"by":[207,231],"observing":[208],"computing":[210,316],"flow":[211],"use":[216],"half-layer":[218],"mapping":[219],"throughput":[221],"analysis":[222],"dependence":[229],"caused":[230],"shortcut":[233],"mechanism":[234],"fully":[236],"utilize":[237],"hardware":[238],"resources":[239],"Based":[245],"optimization":[247],"strategies,":[248],"reuse":[252],"engines":[254],"internal":[257],"stream,":[258],"different":[259],"from":[260],"previous":[262],"overlap":[263],"or":[264],"stream":[265],"patterns.":[267],"In":[268],"stage":[270],"experiment,":[273],"implement":[275],"ViA":[277],"Xilinx":[280],"Alveo":[281],"U50":[282],"FPGA":[283],"finally":[285],"achieved":[286],"~5.2":[287],"times":[288,300],"improvement":[289,301],"energy":[291],"compared":[293,304],"NVIDIA":[295],"Tesla":[296],"V100,":[297],"4\u201310":[299],"performance":[303,317],"accelerators":[307],"that":[311],"obtained":[312],"nearly":[313],"309.6":[314],"GOP/s":[315],"peek.":[320]},"counts_by_year":[{"year":2026,"cited_by_count":19},{"year":2025,"cited_by_count":57},{"year":2024,"cited_by_count":45},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
