Generative Playing Networks

Research Into Learning to Generate Environments through Interaction and Play

Paper can be found here: https://arxiv.org/pdf/2002.05259.pdf

Install

• Python 3
• PyTorch
• GVGAI GYM
• Pytorch-A2C-PPO-ACKTR-GAIL

In order to install requirements, follow:

#Most requirements
pip install -e .

# PyTorch
conda install pytorch torchvision -c soumith

# GVGAI GYM (Game Environments)
git clone https://github.com/rubenrtorrado/GVGAI_GYM.git
cd GVGAI_GYM
git checkout ascii
pip install -e .

# RL Library and dependency
git clone https://github.com/openai/baselines.git
cd baselines
pip install -e .

git clone https://github.com/ikostrikov/pytorch-a2c-ppo-acktr-gail.git
cd pytorch-a2c-ppo-acktr-gail
pip install -e .

Sample Output

Disclaimer

Current default parameters are different from the paper and as such the results will look different. To get the results from the paper, run 'paper_run.py' instead.