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CRADOL

Source code for "Context-Specific Representation Abstraction for Deep Option Learning"

Dependency

Known dependencies are (please also refer to requirements.txt):

python 3.6.5
pip3.6
numpy>=1.14.0
torch==1.9.0+cu111
gym==0.19.0
tensorboardX==1.2
pyyaml==5.4.1
matplotlib
seaborn==0.11.1
gym_minigrid
mujoco-py<2.1,>=2.0

Setup

To avoid any conflict, please install virtual environment with virtualenv:

pip3.6 install --upgrade virtualenv

Please note that all the required dependencies will be automatically installed in the virtual environment by running the training script (_train.sh).

Run

To start training in moving bandit domain (default):

./_train.sh

Additionally, to see the tensorboard logging during training:

tensorboard --logdir=logs_tensorboard

Credit

This repository is built on based on the following helpful implementations:

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Source code for "Context-Specific Representation Abstraction for Deep Option Learning"

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