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git clone https://github.com/facebookresearch/habitat-sim.git
cd habitat-sim
pip install .cd ..
install habitat-lab
git clone https://github.com/facebookresearch/habitat-lab.git
cd habitat-lab
pip install -e habitat-lab
cd ..
install ros-noetic-desktop
# this adds the conda-forge channel to the new created environment configuration
conda config --env --add channels conda-forge
# and the robostack channel
conda config --env --add channels robostack-staging
conda install ros-noetic-desktop
Evaluation
results stored in each file
brt_computation_time.npy
Nx2 matrix,
each row is [time taken to compute the brt, timestamp we saved the data]
combined_map_over_time.npy:
NxMxK matrix, where we append the MxK map of constraints (rtabmap + owl-vit) over time
failure_at_state.npy:
Nx5 matrix
each row is [x_robot, y_robot, theta_robot, value of the initial value function at this state, timestamp we saved the data]
if the value is negative, we entered a failure state
safe_planning_time.npy:
Nx2 matrix
each row is [time taken to compute the safe action, timestamp we saved the data]
value_function_at_state.npy:
Nx5 matrix
each row is [x_robot, y_robot, theta_robot, value of the converged value function at this state, timestamp we saved the data]
if the value is negative, we entered an unsafe state and the safety controller was activated
Installation
create a new conda environment exactly equal to lang-reachability (say lang-reachability-ros) just to preserve the previous one in case things go wrong
install habitat and owl-vit dependencies using the env.yaml file we have
make sure to remove the line "source /opt/ros/noetic/setup.bash" from your .bashrc if you have it; otherwise it will cause issues now that we are using it with conda
install the teleoperation package with "conda install ros-noetic-teleop-twist-keyboard"
create another conda environment (say rtabmap) for rtabmap (Python versions of rtabmap and habitat are incompatible)
install ROS Noetic in this environment following the same instructions as before
install rtabmap with conda install ros-noetic-rtabmap-ros
Running
in the lang-reachability-ros env.
in one terminal: run "roscore"
in another terminal: do not source your workspace as this will break things (and I don't know why, it's just the way life is); run "python3 simulator_node.py". it is very important that you run this with python3 and not rosrun, otherwise it won't be able to import habitat_sim.
in another terminal: run "rosrun teleop_twist_keyboard teleop_twist_keyboard"
in another terminal: run "rviz" (for visualization)
to visualize the map, go to "Add" (bottom left), "Topics" tab, and choose "obstacle point cloud" or something similar