SKYSHARK: A Benchmark with Real-world Data for Line-rate Stream Processing with FPGAs

Langohr M, Vogler T, Meyer-Wegener K (2023)

Publication Language: English

Publication Type: Conference contribution, Conference Contribution

Publication year: 2023

Publisher: CEUR-WS.org

Series: CEUR Workshop Proceedings

Book Volume: 3630

Pages Range: 98--109

Conference Proceedings Title: Lernen, Wissen, Daten, Analysen (LWDA) Conference Proceedings, Marburg, Germany, October 9-11, 2023

Event location: Marburg DE

URI: https://ceur-ws.org/Vol-3630/LWDA2023-paper9.pdf

Open Access Link: https://ceur-ws.org/Vol-3630/LWDA2023-paper9.pdf

Abstract

To test and evaluate a heterogeneous stream-processing system consisting of an FPGA-based system-on-chip and a host,we develop a benchmark called SKYSHARK. It uses real-world data from air-traffic control that is publicly available. These data are enhanced for the purpose of the benchmark without changing their characteristics. They are further enriched with aircraft and airport data. We define 14 queries with respect to the particular requirements of our system. They should be useful for other hardware-accelerated platforms as well. A first evaluation has been done using Apache Flink. We envision a great potential because of the flexibility of the approach.

Authors with CRIS profile

Maximilian Langohr Chair for Computer Science 6 (Data Management) Klaus Meyer-Wegener Technische Fakultät

Related research project(s)

SKYSHARK -Benchmarking Data Processing Systems Using Real-Time Flight Data (SKYSHARK) May 16, 2023 - May 16, 2026 Query Optimisation and Near-Data Processing on Reconfigurable SoCs for Big Data Analysis (Phase II) (ReProVide II INF6) Aug. 1, 2021 - July 31, 2024

How to cite

APA:

Langohr, M., Vogler, T., & Meyer-Wegener, K. (2023). SKYSHARK: A Benchmark with Real-world Data for Line-rate Stream Processing with FPGAs. In Leyer M, Wichmann J (Eds.), Lernen, Wissen, Daten, Analysen (LWDA) Conference Proceedings, Marburg, Germany, October 9-11, 2023 (pp. 98--109). Marburg, DE: CEUR-WS.org.

MLA:

Langohr, Maximilian, Tim Vogler, and Klaus Meyer-Wegener. "SKYSHARK: A Benchmark with Real-world Data for Line-rate Stream Processing with FPGAs." Proceedings of the Lernen, Wissen, Daten, Analysen (LWDA), Marburg Ed. Leyer M, Wichmann J, CEUR-WS.org, 2023. 98--109.

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