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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.

Home Page: http://autorally.github.io

CMake 2.27% C++ 64.61% Python 16.69% Shell 0.96% Cuda 15.46%
machine-learning neural-network model-predictive-control pytorch

autorally's Introduction

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

autorally's People

Contributors

bgoldfai avatar rdesc avatar gradyrw avatar jasongibson274 avatar autorally-gatech avatar dpattison3 avatar barulicm avatar pdrews avatar nolanwagener avatar garethellis0 avatar ebretl avatar ivandariojr avatar jzheng84 avatar orlinv avatar eyildirir avatar jisacks avatar kphawkins avatar aravindbattaje avatar bogidude avatar scalpel78 avatar mgandhi635 avatar nhatch avatar aminer7 avatar kamilsaigol avatar

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