Setup

Install main package

python3.9 -m venv .venv
. .venv/bin/activate
pip install --upgrade pip
pip install wheel
pip install torch -f https://data.pyg.org/whl/torch-1.11.0+cu102.html
pip install torch-scatter torch-sparse torch-cluster torch-spline-conv torch-geometric -f https://data.pyg.org/whl/torch-1.11.0+cu102.html
pip install -e ".[dev]"
pip install -e djx

Notebooks

Retrain Models

Behavioral Clones

Contribution

djx run/behavioral_cloning/21_contribution_model_v4.yml

Contribution Is Valid

djx run/behavioral_cloning/22_contribution_valid_model_v4.yml 

Punishments (not used)

djx run/behavioral_cloning/23_punishment_autoregressive_v4.yml

RL Manager

djx run/manager/07_exp2.yml

Evaluate Models

Behavioral Clones

Contribution

python run.py run notebooks/evalutation/predictive_models_autoreg/21_contribution_model_v4.yml

Contribution Is Valid

python run.py run notebooks/evalutation/predictive_models_autoreg/22_contribution_valid_model_v4.yml

Punishments (not used)

python run.py run notebooks/evalutation/predictive_models_autoreg/23_punishment_autoregressive_v4.yml

RL Manager

python run.py run notebooks/evalutation/rl_models/07_exp2.yml

Run Simulations

Should be run on a GPU node.

python run.py run notebooks/test_manager/simulate_mixed/03_all.yml

Simulate existing models

Should be run on a GPU node.

python run.py run notebooks/test_manager/simulate_mixed/02_all_artifacts.yml

Reproducing Figures

Figure	Command
1	python run_notebook.py evaluation/predictive_models ahc_02_valid

List of Runs

Run Name	Run Folder	Run File	Description
ahc_02_valid	artificial_humans	02_valid	Model predicting if human contributors are making a valid contribution.