{"id":"https://openalex.org/W4396843644","doi":"https://doi.org/10.1145/3589335.3651528","title":"iSpLib: A Library for Accelerating Graph Neural Networks using Auto-tuned Sparse Operations","display_name":"iSpLib: A Library for Accelerating Graph Neural Networks using Auto-tuned Sparse Operations","publication_year":2024,"publication_date":"2024-05-12","ids":{"openalex":"https://openalex.org/W4396843644","doi":"https://doi.org/10.1145/3589335.3651528"},"language":"en","primary_location":{"id":"doi:10.1145/3589335.3651528","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3589335.3651528","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3589335.3651528","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM Web Conference 2024","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/10.1145/3589335.3651528","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010843994","display_name":"Md Saidul Hoque Anik","orcid":"https://orcid.org/0000-0001-9573-4581"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Md Saidul Hoque Anik","raw_affiliation_strings":["Department of Intelligent Systems Engineering, Indiana University Bloomington, Bloomington, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems Engineering, Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094246390","display_name":"Pranav Badhe","orcid":"https://orcid.org/0009-0007-4053-5850"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pranav Badhe","raw_affiliation_strings":["Department of Intelligent Systems Engineering, Indiana University Bloomington, Bloomington, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems Engineering, Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094246391","display_name":"Rohit Gampa","orcid":"https://orcid.org/0009-0008-2877-8427"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rohit Gampa","raw_affiliation_strings":["Department of Intelligent Systems Engineering, Indiana University Bloomington, Bloomington, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems Engineering, Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013984574","display_name":"Ariful Azad","orcid":"https://orcid.org/0000-0003-1332-8630"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ariful Azad","raw_affiliation_strings":["Department of Intelligent Systems Engineering, Indiana University Bloomington, Bloomington, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems Engineering, Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5010843994"],"corresponding_institution_ids":["https://openalex.org/I4210119109"],"apc_list":null,"apc_paid":null,"fwci":0.5065,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6211253,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"778","last_page":"781"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9998000264167786,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9998000264167786,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9994000196456909,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9830999970436096,"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":0.6915780901908875},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.554745614528656},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5014791488647461},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3896486163139343},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.36076855659484863},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3547284007072449}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6915780901908875},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.554745614528656},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5014791488647461},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3896486163139343},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.36076855659484863},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3547284007072449}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3589335.3651528","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3589335.3651528","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3589335.3651528","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM Web Conference 2024","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3589335.3651528","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3589335.3651528","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3589335.3651528","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM Web Conference 2024","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396843644.pdf"},"referenced_works_count":3,"referenced_works":["https://openalex.org/W3130421533","https://openalex.org/W3173204484","https://openalex.org/W4327911434"],"related_works":["https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W1982750869","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2113077220","https://openalex.org/W2375008505","https://openalex.org/W2115140794","https://openalex.org/W2350679292","https://openalex.org/W2086348228"],"abstract_inverted_index":{"Core":[0],"computations":[1],"in":[2,77],"Graph":[3,113],"Neural":[4],"Network":[5],"(GNN)":[6],"training":[7,68,133],"and":[8,46,141],"inference":[9],"are":[10,26],"often":[11],"mapped":[12],"to":[13,28,90,130,136],"sparse":[14,24,63],"matrix":[15,20],"operations":[16,25,97],"such":[17],"as":[18],"sparse-dense":[19],"multiplication":[21],"(SpMM).":[22],"These":[23],"harder":[27],"optimize":[29],"by":[30],"manual":[31],"tuning":[32],"because":[33],"their":[34],"performance":[35],"depends":[36],"significantly":[37],"on":[38,146],"the":[39,137,147],"sparsity":[40],"of":[41,93,106,121],"input":[42],"graphs,":[43],"GNN":[44,67],"models,":[45],"computing":[47],"platforms.":[48],"To":[49],"address":[50],"this":[51],"challenge,":[52],"we":[53],"present":[54],"iSpLib,":[55],"a":[56,70,83],"PyTorch-based":[57],"C++":[58],"library":[59,81,150],"equipped":[60],"with":[61,69,117],"auto-tuned":[62],"operations.":[64],"iSpLib":[65,127],"expedites":[66],"cache-enabled":[71],"backpropagation":[72],"that":[73,87,126],"stores":[74],"intermediate":[75],"matrices":[76],"local":[78],"caches.":[79],"The":[80],"offers":[82],"user-friendly":[84],"Python":[85],"plug-in":[86],"allows":[88],"users":[89],"take":[91],"advantage":[92],"our":[94],"optimized":[95],"PyTorch":[96,104,139,142],"out-of-the-box":[98],"for":[99],"any":[100],"existing":[101],"linear":[102],"algebra-based":[103],"implementation":[105],"popular":[107],"GNNs":[108],"(Graph":[109],"Convolution":[110],"Network,":[111,115],"GraphSAGE,":[112],"Inference":[114],"etc.)":[116],"only":[118],"two":[119],"lines":[120],"additional":[122],"code.":[123],"We":[124],"demonstrate":[125],"obtains":[128],"up":[129],"27x":[131],"overall":[132],"speedup":[134],"compared":[135],"equivalent":[138],"2.1.0":[140],"Geometric":[143],"2.4.0":[144],"implementations":[145],"CPU.":[148],"Our":[149],"is":[151],"publicly":[152],"available":[153],"at":[154],"\\hrefhttps://github.com/HipGraph/iSpLib":[155],"https://github.com/HipGraph/iSpLib":[156],"\\footnote\\hrefhttps://doi.org/10.5281/zenodo.10806511":[157],"https://doi.org/10.5281/zenodo.10806511":[158],".":[159]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-22T08:09:32.410652","created_date":"2025-10-10T00:00:00"}
