Which can Accelerate Distributed Machine Learning Faster: Hybrid Optical/Electrical or Optical Reconfigurable DCN?

We run various distributed machine learning (DML) architectures in a hybrid optical/electrical DCN and an optical DCN based on Hyper-FleX-LION. Experimental results show that Hyper-FleX-LION gains faster DML acceleration and improves acceleration ratio by up to 22.3%.

Bibliographic Details
Published in:Optical Fiber Communication Conference (OFC) 2022
Main Authors: Yang H., Zhu Z., Proietti R., Ben Yoo S. J.
Other Authors: Yang, H., Zhu, Z., Proietti, R., Ben Yoo, S. J.
Format: Conference Object
Language:English
Published: Institute of Electrical and Electronics Engineers Inc. 2022
Subjects:
Distributed machine learning
optical switching
datacenter network
DML
Online Access:https://hdl.handle.net/11583/2973049
https://doi.org/10.1364/OFC.2022.Th1G.5
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spelling ftpoltorinoiris:oai:iris.polito.it:11583/2973049 2024-04-14T08:10:54+00:00 Which can Accelerate Distributed Machine Learning Faster: Hybrid Optical/Electrical or Optical Reconfigurable DCN? Yang H. Zhu Z. Proietti R. Ben Yoo S. J. Yang, H. Zhu, Z. Proietti, R. Ben Yoo, S. J. 2022 ELETTRONICO https://hdl.handle.net/11583/2973049 https://doi.org/10.1364/OFC.2022.Th1G.5 eng eng Institute of Electrical and Electronics Engineers Inc. info:eu-repo/semantics/altIdentifier/isbn/978-1-55752-466-9 info:eu-repo/semantics/altIdentifier/wos/WOS:000828152500432 ispartofbook:2022 Optical Fiber Communications Conference and Exhibition, OFC 2022 - Proceedings 2022 Optical Fiber Communications Conference and Exhibition, OFC 2022 numberofpages:3 https://hdl.handle.net/11583/2973049 doi:10.1364/OFC.2022.Th1G.5 info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85128913656 https://doi.org/10.1364/OFC.2022.Th1G.5 info:eu-repo/semantics/openAccess Distributed machine learning optical switching datacenter network info:eu-repo/semantics/conferenceObject 2022 ftpoltorinoiris https://doi.org/10.1364/OFC.2022.Th1G.5 2024-03-21T16:08:55Z We run various distributed machine learning (DML) architectures in a hybrid optical/electrical DCN and an optical DCN based on Hyper-FleX-LION. Experimental results show that Hyper-FleX-LION gains faster DML acceleration and improves acceleration ratio by up to 22.3%. Conference Object DML PORTO@iris (Publications Open Repository TOrino - Politecnico di Torino) Optical Fiber Communication Conference (OFC) 2022 Th1G.5
institution Open Polar
collection PORTO@iris (Publications Open Repository TOrino - Politecnico di Torino)
op_collection_id ftpoltorinoiris
language English
topic Distributed machine learning
optical switching
datacenter network
spellingShingle Distributed machine learning
optical switching
datacenter network
Yang H.
Zhu Z.
Proietti R.
Ben Yoo S. J.
Which can Accelerate Distributed Machine Learning Faster: Hybrid Optical/Electrical or Optical Reconfigurable DCN?
topic_facet Distributed machine learning
optical switching
datacenter network
description We run various distributed machine learning (DML) architectures in a hybrid optical/electrical DCN and an optical DCN based on Hyper-FleX-LION. Experimental results show that Hyper-FleX-LION gains faster DML acceleration and improves acceleration ratio by up to 22.3%.
author2 Yang, H.
Zhu, Z.
Proietti, R.
Ben Yoo, S. J.
format Conference Object
author Yang H.
Zhu Z.
Proietti R.
Ben Yoo S. J.
author_facet Yang H.
Zhu Z.
Proietti R.
Ben Yoo S. J.
author_sort Yang H.
title Which can Accelerate Distributed Machine Learning Faster: Hybrid Optical/Electrical or Optical Reconfigurable DCN?
title_short Which can Accelerate Distributed Machine Learning Faster: Hybrid Optical/Electrical or Optical Reconfigurable DCN?
title_full Which can Accelerate Distributed Machine Learning Faster: Hybrid Optical/Electrical or Optical Reconfigurable DCN?
title_fullStr Which can Accelerate Distributed Machine Learning Faster: Hybrid Optical/Electrical or Optical Reconfigurable DCN?
title_full_unstemmed Which can Accelerate Distributed Machine Learning Faster: Hybrid Optical/Electrical or Optical Reconfigurable DCN?
title_sort which can accelerate distributed machine learning faster: hybrid optical/electrical or optical reconfigurable dcn?
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2022
url https://hdl.handle.net/11583/2973049
https://doi.org/10.1364/OFC.2022.Th1G.5
genre DML
genre_facet DML
op_relation info:eu-repo/semantics/altIdentifier/isbn/978-1-55752-466-9
info:eu-repo/semantics/altIdentifier/wos/WOS:000828152500432
ispartofbook:2022 Optical Fiber Communications Conference and Exhibition, OFC 2022 - Proceedings
2022 Optical Fiber Communications Conference and Exhibition, OFC 2022
numberofpages:3
https://hdl.handle.net/11583/2973049
doi:10.1364/OFC.2022.Th1G.5
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85128913656
https://doi.org/10.1364/OFC.2022.Th1G.5
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.1364/OFC.2022.Th1G.5
container_title Optical Fiber Communication Conference (OFC) 2022
container_start_page Th1G.5
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