RobotPerf: An Open-Source, Vendor-Agnostic, Benchmarking Suite for Evaluating Robotics Computing System Performance

We introduce RobotPerf, a vendor-agnostic benchmarking suite designed to evaluate robotics computing performance across a diverse range of hardware platforms using ROS 2 as its common baseline. The suite encompasses ROS 2 packages covering the full robotics pipeline and integrates two distinct bench...

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Hauptverfasser: Mayoral-Vilches, Víctor, Jabbour, Jason, Hsiao, Yu-Shun, Wan, Zishen, Crespo-Álvarez, Martiño, Stewart, Matthew, Reina-Muñoz, Juan Manuel, Nagras, Prateek, Vikhe, Gaurav, Bakhshalipour, Mohammad, Pinzger, Martin, Rass, Stefan, Panigrahi, Smruti, Corradi, Giulio, Roy, Niladri, Gibbons, Phillip B, Neuman, Sabrina M, Plancher, Brian, Reddi, Vijay Janapa
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Sprache:eng
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Zusammenfassung:We introduce RobotPerf, a vendor-agnostic benchmarking suite designed to evaluate robotics computing performance across a diverse range of hardware platforms using ROS 2 as its common baseline. The suite encompasses ROS 2 packages covering the full robotics pipeline and integrates two distinct benchmarking approaches: black-box testing, which measures performance by eliminating upper layers and replacing them with a test application, and grey-box testing, an application-specific measure that observes internal system states with minimal interference. Our benchmarking framework provides ready-to-use tools and is easily adaptable for the assessment of custom ROS 2 computational graphs. Drawing from the knowledge of leading robot architects and system architecture experts, RobotPerf establishes a standardized approach to robotics benchmarking. As an open-source initiative, RobotPerf remains committed to evolving with community input to advance the future of hardware-accelerated robotics.
DOI:10.48550/arxiv.2309.09212