CoopRide

This is the code for paper "CoopRide: Cooperate All Grids in City-Scale Ride-Hailing Dispatching with Multi-Agent Reinforcement Learning"

Installation and Setups

conda create -n CoTa python=3.9
conda activate CoTa
pip install -r requirements.txt

Run Experiments

• Command to run our method

cd run
python run_CoTa.py

• Command for baselines

cd run
python run_MAPPO.py
python run_IPPO.py
python run_mdp.py

Visualizations

• You can visualize the learning curves by tensorboard.

tensorboard --logdir logs

• You can visualize the cooperation intensity, city map and demand-supply heat map by following jupyters.

plot/plot_grid.ipynb
plot/grid_map.ipynb
plot/plot_meta.ipynb