Prototype of Domain-Specific Language for Uniform Access to Vector Databases

Vector databases efficiently gather, retrieve, and evaluate data in vector form, complementing and enhancing Artificial Intelligence (AI) applications. The utilization of programming languages is typically necessitated for accessing these databases, requiring users to possess programming skills, thus hindering the user experience. Additionally, challenges are encountered due to differences in the syntax used among vector databases of different vendors, making querying and migration between diverse vector databases difficult. The main goal of the research presented in this paper is to provide users with straightforward use and uniform access to vector databases of various vendors. To achieve such a goal, a prototype of Domain-Specific Language (DSL) is developed, with the aim to overcome challenges in accessing vector databases and to offer users the benefits of simplified interaction with vector databases.

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Publication Details

Published
2024-11-13
DOI
https://doi.org/10.1109/informatics62280.2024.10900871
Citations
2
Primary Topic
Distributed and Parallel Computing Systems
Type
article
Field-Weighted Citation Impact
0.70
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article

Prototype of Domain-Specific Language for Uniform Access to Vector Databases

Vladimir Dimitrieski, Sonja Ristić, Marko Vještica, Milan Čeliković et al.
2 citations
Distributed and Parallel Computing Systems
0.70
article

Prototype of Domain-Specific Language for Uniform Access to Vector Databases

Vladimir Dimitrieski, Sonja Ristić, Marko Vještica, Milan Čeliković, Elena Akik
article en
2 citations

Abstract

Vector databases efficiently gather, retrieve, and evaluate data in vector form, complementing and enhancing Artificial Intelligence (AI) applications. The utilization of programming languages is typically necessitated for accessing these databases, requiring users to possess programming skills, thus hindering the user experience. Additionally, challenges are encountered due to differences in the syntax used among vector databases of different vendors, making querying and migration between diverse vector databases difficult. The main goal of the research presented in this paper is to provide users with straightforward use and uniform access to vector databases of various vendors. To achieve such a goal, a prototype of Domain-Specific Language (DSL) is developed, with the aim to overcome challenges in accessing vector databases and to offer users the benefits of simplified interaction with vector databases.

University of Novi Sad (RS)
Openalex Percentile: Top 25%
Distributed and Parallel Computing Systems
0.70
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