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Applied Sciences
Article . 2021 . Peer-reviewed
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Applied Sciences
Article
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Applied Sciences
Article . 2021
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SPARQL2Flink: Evaluation of SPARQL Queries on Apache Flink

Authors: Oscar Ceballos; Carlos Alberto Ramírez Restrepo; María Constanza Pabón; Andres M. Castillo; Oscar Corcho;

SPARQL2Flink: Evaluation of SPARQL Queries on Apache Flink

Abstract

Existing SPARQL query engines and triple stores are continuously improved to handle more massive datasets. Several approaches have been developed in this context proposing the storage and querying of RDF data in a distributed fashion, mainly using the MapReduce Programming Model and Hadoop-based ecosystems. New trends in Big Data technologies have also emerged (e.g., Apache Spark, Apache Flink); they use distributed in-memory processing and promise to deliver higher data processing performance. In this paper, we present a formal interpretation of some PACT transformations implemented in the Apache Flink DataSet API. We use this formalization to provide a mapping to translate a SPARQL query to a Flink program. The mapping was implemented in a prototype used to determine the correctness and performance of the solution. The source code of the project is available in Github under the MIT license.

Keywords

PACT Programming Model, Technology, QH301-705.5, T, Physics, QC1-999, Apache Flink, Engineering (General). Civil engineering (General), SPARQL, Chemistry, TA1-2040, Biology (General), QD1-999, massive static RDF data

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
4
Top 10%
Average
Top 10%
gold