Abstract
We present our work of enabling HPC in an interactive real-time autonomy loop. The workflow consists of many different software components deployed within Singu-larity containers and communicating using both the Robotic Operating System's (ROS) publish-subscribe system and the Message Passing Interface (MPI). We use Singularity's container networking interface (CNI) to enable virtual networking within the containers, so that multiple containers can run the various components using different IP addresses on the same compute node. The Virtual Autonomous Navigation Environment Environmental Sensor Engine (VANE: ESE) is used for physically-realistic simulation of LIDAR along with the Autonomous Navigation Virtual Environment Laboratory (ANVEL) for vehicle simulation. VANE: ESE sends Velodyne UDP LIDAR packets directly to the Robotic Technology Kernel (RTK) and is distributed across multiple compute nodes via MPI along with OpenMP for shared memory parallelism within each compute node. The user interfaces with the navigation environment using an XFCE desk-top with virtual workspaces running over a VNC containerized deployment through a double-hop ssh tunnel, which uses noVNC (a JavaScript-based VNC client) to provide a browser-based client interface. We automate the complete launch process using a custom iLauncher plugin. We benchmark scalable performance with multiple vehicle simulations on four different HPC systems and discuss our findings.
| Original language | English |
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| Title of host publication | 2022 IEEE High Performance Extreme Computing Conference, HPEC 2022 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Electronic) | 9781665497862 |
| DOIs | |
| State | Published - 2022 |
| Externally published | Yes |
| Event | 2022 IEEE High Performance Extreme Computing Conference, HPEC 2022 - Virtual, Online, United States Duration: Sep 19 2022 → Sep 23 2022 |
Publication series
| Name | 2022 IEEE High Performance Extreme Computing Conference, HPEC 2022 |
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Conference
| Conference | 2022 IEEE High Performance Extreme Computing Conference, HPEC 2022 |
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| Country/Territory | United States |
| City | Virtual, Online |
| Period | 09/19/22 → 09/23/22 |
Funding
DISTRIBUTION A. Approved for public release; distribution unlimited. This material is based upon work supported by, or in part by, the Department of Defense High Performance Computing Modernization Program (HPCMP) under User Productivity, Enhanced Technology Transfer, and Training (PET) contracts #GS04T09DBC0017 and #47QFSA18K0111. Any opinions, finding and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the DoD HPCMP.
Keywords
- autonomous
- navigation
- real-time
- scalable
- vehicle
- virtual desktop