{"created":"2025-01-19T01:12:15.109521+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00211058","sets":["1164:2240:10556:10583"]},"path":["10583"],"owner":"44499","recid":"211058","title":["パイプライン並列分散深層学習の一実装手法の提案"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-05-07"},"_buckets":{"deposit":"8d7b8d55-ce7b-40df-a45a-bb952e9d1a7f"},"_deposit":{"id":"211058","pid":{"type":"depid","value":"211058","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"パイプライン並列分散深層学習の一実装手法の提案","author_link":["535656","535655","535657"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"パイプライン並列分散深層学習の一実装手法の提案"},{"subitem_title":"Proposing an Implementation Method for Pipeline Parallelism Distributed Deep Learning","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"高性能計算","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2021-05-07","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"東京工科大学"},{"subitem_text_value":"電気通信大学"},{"subitem_text_value":"東京工科大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Tokyo University of Technology","subitem_text_language":"en"},{"subitem_text_value":"The University of Electro-Communication","subitem_text_language":"en"},{"subitem_text_value":"Tokyo University of Technology","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/211058/files/IPSJ-HPC21179008.pdf","label":"IPSJ-HPC21179008.pdf"},"date":[{"dateType":"Available","dateValue":"2023-05-07"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-HPC21179008.pdf","filesize":[{"value":"1.3 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"14"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"3de78d9c-ac88-461a-845a-409bc2ac22cf","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2021 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"滝澤, 尚輝"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"矢崎, 俊志"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"石畑, 宏明"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10463942","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8841","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本論文では，並列計算機におけるパイプライン並列深層学習の一実装手法を提案し，その評価・分析を行う．パイプライン並列ではニューラルネットワークモデルを分割し，各プロセスに割り当てる．ハードウェア効率を向上させるため，ミニバッチを分割したマイクロバッチを用いて各プロセスの処理をオーバーラップする．パイプライン並列の利点はマイクロバッチ処理のオーバーラップによる高速化と，メモリ消費の分散である．本研究では，パイプライン並列におけるニューラルネットワークモデルの分割の記述方法を提案する．全結合層 32 層からなるシンプルなネットワークを用いてパイプライン並列の高速化の効果について分析を行う．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"7","bibliographic_titles":[{"bibliographic_title":"研究報告ハイパフォーマンスコンピューティング（HPC）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2021-05-07","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"8","bibliographicVolumeNumber":"2021-HPC-179"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":211058,"updated":"2025-01-19T17:55:32.858705+00:00","links":{}}