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OpenAI Gym

Installation

Experiments require MuJoCo. Follow the instructions in the mujoco-py repo to install. Then, dependencies can be installed with the following command:

conda env create -f conda_env.yml

Downloading datasets

Datasets are stored in the data directory. Install the D4RL repo, following the instructions there. Then, run the following script in order to download the datasets and save them in our format:

python download_d4rl_datasets.py

Example usage

Experiments can be reproduced with the following:

python experiment.py --env hopper --dataset medium --model_type dt

Adding -w True will log results to Weights and Biases.