{"id":"https://openalex.org/W4391623937","doi":"https://doi.org/10.1145/3623278.3624761","title":"RECom: A Compiler Approach to Accelerating Recommendation Model Inference with Massive Embedding Columns","display_name":"RECom: A Compiler Approach to Accelerating Recommendation Model Inference with Massive Embedding Columns","publication_year":2023,"publication_date":"2023-03-25","ids":{"openalex":"https://openalex.org/W4391623937","doi":"https://doi.org/10.1145/3623278.3624761"},"language":"en","primary_location":{"id":"doi:10.1145/3623278.3624761","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3623278.3624761","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3623278.3624761","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 Architectural Support for Programming Languages and Operating Systems, Volume 4","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3623278.3624761","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041947969","display_name":"Zaifeng Pan","orcid":"https://orcid.org/0000-0002-6759-2616"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zaifeng Pan","raw_affiliation_strings":["Renmin University of China, Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103042903","display_name":"Zhen Zheng","orcid":"https://orcid.org/0009-0006-2692-713X"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Zheng","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091139467","display_name":"Feng Zhang","orcid":"https://orcid.org/0000-0003-1983-7321"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Zhang","raw_affiliation_strings":["Renmin University of China, Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076272801","display_name":"Ruofan Wu","orcid":"https://orcid.org/0000-0001-6826-8108"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruofan Wu","raw_affiliation_strings":["Renmin University of China, Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101925133","display_name":"Hao Liang","orcid":"https://orcid.org/0000-0002-8097-4707"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Liang","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045673155","display_name":"Dalin Wang","orcid":"https://orcid.org/0009-0007-9016-8446"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dalin Wang","raw_affiliation_strings":["Renmin University of China, Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060222465","display_name":"Xiafei Qiu","orcid":"https://orcid.org/0009-0008-8803-928X"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiafei Qiu","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101874862","display_name":"Junjie Bai","orcid":"https://orcid.org/0009-0003-6805-4785"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Bai","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100636012","display_name":"Wei Lin","orcid":"https://orcid.org/0000-0002-3003-0150"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Lin","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008721449","display_name":"Xiaoyong Du","orcid":"https://orcid.org/0000-0002-5757-9135"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyong Du","raw_affiliation_strings":["Renmin University of China, Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5041947969"],"corresponding_institution_ids":["https://openalex.org/I78988378"],"apc_list":null,"apc_paid":null,"fwci":2.265,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.90984118,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"268","last_page":"286"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9987000226974487,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9837999939918518,"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/computer-science","display_name":"Computer science","score":0.7948195338249207},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.6409839987754822},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6351552605628967},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6137179732322693},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6099006533622742},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5747745037078857},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3675568699836731},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.32106220722198486},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.25377270579338074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.226212739944458}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7948195338249207},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.6409839987754822},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6351552605628967},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6137179732322693},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6099006533622742},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5747745037078857},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3675568699836731},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.32106220722198486},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.25377270579338074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.226212739944458}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3623278.3624761","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3623278.3624761","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3623278.3624761","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 Architectural Support for Programming Languages and Operating Systems, Volume 4","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3623278.3624761","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3623278.3624761","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3623278.3624761","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 Architectural Support for Programming Languages and Operating Systems, Volume 4","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1427066226","display_name":null,"funder_award_id":"62322213","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5789126961","display_name":null,"funder_award_id":"20220484","funder_id":"https://openalex.org/F4320334978","funder_display_name":"Beijing Nova Program"},{"id":"https://openalex.org/G5853313636","display_name":null,"funder_award_id":"Knowledge","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6311684539","display_name":null,"funder_award_id":"202204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7174558747","display_name":null,"funder_award_id":"Group","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7585032202","display_name":null,"funder_award_id":"62172419","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7705646799","display_name":null,"funder_award_id":"6217241","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7982012314","display_name":null,"funder_award_id":"20220484137","funder_id":"https://openalex.org/F4320334978","funder_display_name":"Beijing Nova Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322499","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92"},{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"},{"id":"https://openalex.org/F4320334978","display_name":"Beijing Nova Program","ror":"https://ror.org/034k14f91"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391623937.pdf","grobid_xml":"https://content.openalex.org/works/W4391623937.grobid-xml"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W2163605009","https://openalex.org/W2475334473","https://openalex.org/W2512971201","https://openalex.org/W2626696598","https://openalex.org/W2723293840","https://openalex.org/W2804032941","https://openalex.org/W2917958667","https://openalex.org/W2927315507","https://openalex.org/W2947737663","https://openalex.org/W2962745591","https://openalex.org/W2979719709","https://openalex.org/W2996471668","https://openalex.org/W2998207486","https://openalex.org/W2999521721","https://openalex.org/W3004659153","https://openalex.org/W3016842236","https://openalex.org/W3035582633","https://openalex.org/W3042495273","https://openalex.org/W3043023836","https://openalex.org/W3043110088","https://openalex.org/W3043433718","https://openalex.org/W3043571714","https://openalex.org/W3089631566","https://openalex.org/W3097841484","https://openalex.org/W3108012228","https://openalex.org/W3131663603","https://openalex.org/W3155243801","https://openalex.org/W3161395920","https://openalex.org/W3166863226","https://openalex.org/W3173839890","https://openalex.org/W3175498521","https://openalex.org/W3177349994","https://openalex.org/W3189002325","https://openalex.org/W3197720002","https://openalex.org/W3200211247","https://openalex.org/W3207857196","https://openalex.org/W3208285274","https://openalex.org/W4212986322","https://openalex.org/W4214658871","https://openalex.org/W4220884018","https://openalex.org/W4224310326","https://openalex.org/W4224903494","https://openalex.org/W4229456208","https://openalex.org/W4242149169","https://openalex.org/W4255681033","https://openalex.org/W4280633167","https://openalex.org/W4281634017","https://openalex.org/W4281657584","https://openalex.org/W4293057171","https://openalex.org/W4297411880","https://openalex.org/W4297834616","https://openalex.org/W4321636622","https://openalex.org/W4327930476","https://openalex.org/W4380433106","https://openalex.org/W4386232582","https://openalex.org/W4388620366","https://openalex.org/W6713134421","https://openalex.org/W6739901393","https://openalex.org/W6752057402","https://openalex.org/W6760489544","https://openalex.org/W6805203855","https://openalex.org/W6893864439","https://openalex.org/W7019128387"],"related_works":["https://openalex.org/W4240253816","https://openalex.org/W3096456556","https://openalex.org/W2169584677","https://openalex.org/W2979513934","https://openalex.org/W4232954277","https://openalex.org/W2020341030","https://openalex.org/W2749133591","https://openalex.org/W2081900870","https://openalex.org/W2367473450","https://openalex.org/W23346600"],"abstract_inverted_index":{"Embedding":[0],"columns":[1,71,97,123],"are":[2,24],"important":[3],"for":[4,91],"deep":[5],"recommendation":[6,50,73],"models":[7,33,74,198],"to":[8,30,41,104,159,172],"achieve":[9,203],"high":[10],"accuracy,":[11],"but":[12],"they":[13],"can":[14,202],"be":[15],"very":[16],"time-consuming":[17],"during":[18,49],"inference.":[19],"Machine":[20],"learning":[21],"(ML)":[22],"compilers":[23,40],"used":[25],"broadly":[26],"in":[27,72,210],"real":[28],"businesses":[29],"optimize":[31],"ML":[32,62,165],"automatically.":[34],"Unfortunately,":[35],"no":[36],"existing":[37],"work":[38],"uses":[39],"automatically":[42],"accelerate":[43],"the":[44,60,68,76,89,92,138,141,187],"heavy":[45],"embedding":[46,70,96,122,189],"column":[47,131,190],"computations":[48,144,170],"model":[51],"inferences.":[52],"To":[53],"fill":[54],"this":[55],"gap,":[56],"we":[57],"propose":[58],"RECom,":[59],"first":[61],"compiler":[63],"that":[64,119,181,200],"aims":[65],"at":[66,225],"optimizing":[67],"massive":[69,93,121],"on":[75,88,137,186,193],"GPU.":[77,139],"RECom":[78,201],"addresses":[79],"three":[80],"major":[81],"challenges.":[82],"First,":[83],"generating":[84],"an":[85],"efficient":[86],"schedule":[87],"GPU":[90],"operators":[94],"within":[95],"is":[98,222],"difficult.":[99],"Existing":[100],"solutions":[101],"usually":[102],"lead":[103],"numerous":[105],"small":[106],"kernels":[107],"and":[108,128,196,205,216],"also":[109],"lack":[110],"inter-subgraph":[111],"parallelism.":[112],"We":[113,153,175],"adopt":[114],"a":[115,125,133,155,177],"novel":[116],"codegen":[117],"strategy":[118],"fuses":[120],"into":[124,132],"single":[126],"kernel":[127],"maps":[129],"each":[130],"separate":[134],"thread":[135],"block":[136],"Second,":[140],"complex":[142],"shape":[143,147,162],"under":[145],"dynamic":[146],"scenarios":[148],"impede":[149],"further":[150],"graph":[151],"optimizations.":[152],"develop":[154,176],"symbolic":[156],"expression-based":[157],"module":[158,180],"reconstruct":[160],"all":[161],"computations.":[163],"Third,":[164],"frameworks":[166],"inevitably":[167],"introduce":[168],"redundant":[169],"due":[171],"robustness":[173],"considerations.":[174],"subgraph":[178],"optimization":[179],"performs":[182],"graph-level":[183],"simplifications":[184],"based":[185],"entire":[188],"context.":[191],"Experiments":[192],"both":[194],"in-house":[195],"open-source":[197],"show":[199],"6.61X":[204],"1.91X":[206],"over":[207],"state-of-the-art":[208],"baselines":[209],"terms":[211],"of":[212],"end-to-end":[213],"inference":[214],"latency":[215],"throughput,":[217],"respectively.":[218],"RECom's":[219],"source":[220],"code":[221],"publicly":[223],"available":[224],"https://github.com/AlibabaResearch/recom.":[226]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
