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Laminar: a new serverless stream-based framework with semantic code search and code completion

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dc.contributor.authorZahra, Zaynab
dc.contributor.authorLi, Zihao
dc.contributor.authorFilgueira, Rosa
dc.date.accessioned2024-06-14T11:30:08Z
dc.date.available2024-06-14T11:30:08Z
dc.date.issued2023-11-01
dc.identifier293775798
dc.identifier593f13bd-dedc-46a6-998c-fb5371bb5336
dc.identifier85178128961
dc.identifier.citationZahra , Z , Li , Z & Filgueira , R 2023 , Laminar: a new serverless stream-based framework with semantic code search and code completion . in Proceedings of the SC '23 workshops of the international conference on high performance computing, network, storage, and analysis (SC-W '23) : Nov 12-17, 2023 | Denver, CO . ACM , pp. 2009–2020 , 18th Workshop on Workflows in Support of Large-Scale Science (WORKS 2023) , Denver , Colorado , United States , 12/11/23 . https://doi.org/10.1145/3624062.3624280en
dc.identifier.citationconferenceen
dc.identifier.isbn9798400707858
dc.identifier.urihttps://hdl.handle.net/10023/30022
dc.description.abstractThis paper introduces Laminar, a novel serverless framework based on dispel4py, a parallel stream-based dataflow library. Laminar efficiently manages streaming workflows and components through a dedicated registry, offering a seamless serverless experience. Leveraging large language models, Laminar enhances the framework with semantic code search, code summarization, and code completion. This contribution enhances serverless computing by simplifying the execution of streaming computations, managing data streams more efficiently, and offering a valuable tool for both researchers and practitioners.
dc.format.extent2605567
dc.language.isoeng
dc.publisherACM
dc.relation.ispartofProceedings of the SC '23 workshops of the international conference on high performance computing, network, storage, and analysis (SC-W '23)en
dc.subjectServerless computingen
dc.subjectStreaming applicationsen
dc.subjectSemantic code searchen
dc.subjectTransformersen
dc.subjectdispel4pyen
dc.subjectCode completionen
dc.subjectCode summarizationen
dc.subjectQA75 Electronic computers. Computer scienceen
dc.subjectQA76 Computer softwareen
dc.subjectNSen
dc.subject.lccQA75en
dc.subject.lccQA76en
dc.titleLaminar: a new serverless stream-based framework with semantic code search and code completionen
dc.typeConference itemen
dc.contributor.institutionUniversity of St Andrews. School of Computer Scienceen
dc.identifier.doi10.1145/3624062.3624280


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