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Forked repo of the AutoRally platform. Includes a scalable pipeline to train a neural network dynamics model to enable MPPI support for different vehicle dynamics.

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AutoRally

Forked repo of the AutoRally project. Go to the parent repository to read through the original README.md which includes setup/build instructions.

The following items are the contributions made in this forked repo:

  • ML Pipeline - Adds a scalable framework to train a neural network dynamics model so that MPPI supports other vehicle models other than AutoRally. Link
  • SSL Vision - Adds setup instructions to configure SSL Vision and python scripts to measure the sensor noise of the overhead vision system. Link
  • Removed ROS coupling - Removed some coupling between MPPI and ROS. No longer need the roslaunch wrapper to launch path_integral_nn, can now just run it as a standalone binary. Link
  • Profiler instructions - PROFILE.md provides specific instructions on how to setup the NVIDIA Visual Profiler to debug + profile MPPI. Link

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Forked repo of the AutoRally platform. Includes a scalable pipeline to train a neural network dynamics model to enable MPPI support for different vehicle dynamics.

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  • C++ 64.5%
  • Python 16.7%
  • Cuda 15.5%
  • CMake 2.3%
  • Shell 1.0%