{"id":"https://openalex.org/W4390647561","doi":"https://doi.org/10.48550/arxiv.2401.02088","title":"Re-evaluating the Memory-balanced Pipeline Parallelism: BPipe","display_name":"Re-evaluating the Memory-balanced Pipeline Parallelism: BPipe","publication_year":2024,"publication_date":"2024-01-04","ids":{"openalex":"https://openalex.org/W4390647561","doi":"https://doi.org/10.48550/arxiv.2401.02088"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2401.02088","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2401.02088","pdf_url":"https://arxiv.org/pdf/2401.02088","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2401.02088","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025306036","display_name":"Mincong Huang","orcid":"https://orcid.org/0000-0003-0007-9372"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Mincong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115595184","display_name":"Chao Wang","orcid":"https://orcid.org/0000-0001-7885-9673"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Chao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044883250","display_name":"Chi Ma","orcid":"https://orcid.org/0000-0001-6774-8935"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Chi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102631470","display_name":"Yineng Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Yineng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088683171","display_name":"Peng Zhang","orcid":"https://orcid.org/0000-0002-8065-0948"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Peng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5102000961","display_name":"Lei Yu","orcid":"https://orcid.org/0000-0002-1942-5952"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, Lei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9804999828338623,"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":0.9804999828338623,"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/T10320","display_name":"Neural Networks and Applications","score":0.9801999926567078,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9753999710083008,"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/parallelism","display_name":"Parallelism (grammar)","score":0.7354180812835693},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.734052300453186},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6868196725845337},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6002588272094727},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.49618440866470337},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09914889931678772},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.0900704562664032},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0767822265625},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.07387864589691162}],"concepts":[{"id":"https://openalex.org/C2781172179","wikidata":"https://www.wikidata.org/wiki/Q853109","display_name":"Parallelism (grammar)","level":2,"score":0.7354180812835693},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.734052300453186},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6868196725845337},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6002588272094727},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.49618440866470337},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09914889931678772},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0900704562664032},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0767822265625},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.07387864589691162}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2401.02088","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2401.02088","pdf_url":"https://arxiv.org/pdf/2401.02088","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2401.02088","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2401.02088","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2401.02088","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2401.02088","pdf_url":"https://arxiv.org/pdf/2401.02088","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390647561.pdf","grobid_xml":"https://content.openalex.org/works/W4390647561.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2045183646","https://openalex.org/W2162409446","https://openalex.org/W2358668433","https://openalex.org/W2023505575","https://openalex.org/W2033862586","https://openalex.org/W1595672120","https://openalex.org/W4230999561"],"abstract_inverted_index":{"Pipeline":[0],"parallelism":[1],"is":[2],"an":[3],"essential":[4],"technique":[5,27],"in":[6,38],"the":[7,39,68,72,89],"training":[8,61],"of":[9,71,75,91],"large-scale":[10],"Transformer":[11],"models.":[12],"However,":[13],"it":[14],"suffers":[15],"from":[16],"imbalanced":[17],"memory":[18,23],"consumption,":[19],"leading":[20],"to":[21,30,87],"insufficient":[22],"utilization.":[24],"The":[25],"BPipe":[26,54,76],"was":[28],"proposed":[29],"address":[31],"this":[32],"issue":[33],"and":[34,79],"has":[35],"proven":[36],"effective":[37],"GPT-3":[40,60,78],"model.":[41],"Nevertheless,":[42],"our":[43],"experiments":[44],"have":[45],"not":[46],"yielded":[47],"similar":[48],"benefits":[49,58],"for":[50,59],"LLaMA":[51],"training.":[52],"Additionally,":[53],"only":[55],"yields":[56],"negligible":[57],"when":[62],"applying":[63],"flash":[64],"attention.":[65],"We":[66],"analyze":[67],"underlying":[69],"causes":[70],"divergent":[73],"performance":[74,90],"on":[77],"LLaMA.":[80],"Furthermore,":[81],"we":[82],"introduce":[83],"a":[84],"novel":[85],"method":[86],"estimate":[88],"BPipe.":[92]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2025-10-10T00:00:00"}