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...
Gespeichert in:
Hauptverfasser: | , , , , , , , , , , , , , , , , , , |
---|---|
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext bestellen |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
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 |