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From Sequential to Parallel Implementation of NLP Using the Actor Model

Abstrakt

The article focuses on presenting methods allowing easy parallelization of an existing, sequential Natural Language Processing (NLP) application within a multi-core system. The actor-based solution implemented with the Akka framework has been applied and compared to an application based on Task Parallel Library (TPL) and to the original sequential application. Architectures, data and control flows are described along with execution times for an application analyzing an online dictionary of foreign words and phrases.

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Informacje szczegółowe

Kategoria:
Archiwalna
Typ:
materiały konferencyjne indeksowane w Web of Science
Opublikowano w:
Advances in Intelligent Systems and Computing nr 852, strony 156 - 165,
ISSN: 2194-5357
Tytuł wydania:
Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018 strony 156 - 165
Język:
angielski
Rok wydania:
2019
Opis bibliograficzny:
Zielonka M., Kuchta J., Czarnul P..: From Sequential to Parallel Implementation of NLP Using the Actor Model, W: Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018, 2019, SPRINGER INTERNATIONAL PUBLISHING AG,.
DOI:
Cyfrowy identyfikator dokumentu elektronicznego (otwiera się w nowej karcie) 10.1007/978-3-319-99981-4_15

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