EIGAN

• docker integration is used to reduce the overhead of setting up environment.
• users are welcome to use non-docker environments on their own.
• prepopulated hyperparameters and training logs as well as pretrained models are made available for evaluation.

Docker Setup

To build the docker image

• replace gpu with cpu in docker-dl-setup/docker-compose.yml in case the system has no gpu
• script to build the docker image

cd docker-dl-setup
docker-compose build

To run the docker container

./run-docker.sh

To enter the docker container

docker exec -it eigan_devel bash

Training

• all scripts are run from *.sh files in scripts folder
• change the hyperparameters, as in example scripts
• run the scripts inside the docker container

sh scipts/<mimic/mnist/titanic>/<script-name>.sh

Comparison

• comparison scripts need editing of python scripts
• replace the names of the pre-populated training histories with the newly generated training histories after training to generate new plots and analysis.