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Computer Science > Human-Computer Interaction

arXiv:2208.06631 (cs)
[Submitted on 13 Aug 2022]

Title:VegaFusion: Automatic Server-Side Scaling for Interactive Vega Visualizations

Authors:Nicolas Kruchten, Jon Mease, Dominik Moritz
View a PDF of the paper titled VegaFusion: Automatic Server-Side Scaling for Interactive Vega Visualizations, by Nicolas Kruchten and 2 other authors
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Abstract:The Vega grammar has been broadly adopted by a growing ecosystem of browser-based visualization tools. However, the reference Vega renderer does not scale well to large datasets (e.g., millions of rows or hundreds of megabytes) because it requires the entire dataset to be loaded into browser memory. We introduce VegaFusion, which brings automatic server-side scaling to the Vega ecosystem. VegaFusion accepts generic Vega specifications and partitions the required computation between the client and an out-of-browser, natively-compiled server-side process. Large datasets can be processed server-side to avoid loading them into the browser and to take advantage of multi-threading, more powerful server hardware and caching. We demonstrate how VegaFusion can be integrated into the existing Vega ecosystem, and show that VegaFusion greatly outperforms the reference implementation. We demonstrate these benefits with VegaFusion running on the same machine as the client as well as on a remote machine.
Subjects: Human-Computer Interaction (cs.HC)
Cite as: arXiv:2208.06631 [cs.HC]
  (or arXiv:2208.06631v1 [cs.HC] for this version)
  https://doi.org/10.48550/arXiv.2208.06631
arXiv-issued DOI via DataCite

Submission history

From: Nicolas Kruchten [view email]
[v1] Sat, 13 Aug 2022 11:38:06 UTC (148 KB)
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