pyro agents
Agent models and decision theory implemented with Pyro.
Findings & Write-up:
"A Causal Approach to Modeling Rational Agents", here: https://github.com/robertness/pyro_agents/blob/master/A%20causal%20approach%20to%20modeling%20rational%20agents.pdf
Directory Structure
.
├── causal_agents # Directory for Pyro implementation of causal agents, based on this semester's research
│ ├── causal_agents
│ │ ├── agents.py # script with causal agent class
│ │ ├── environments.py # script with environments class
│ │ ├── utils.py # script with helper functions
│ │ └── __init__.py
│ └── tests # causal agent tests folder
│ ├── test_app.py # script with unittests for causal agent
│ └── __init__.py
│
└──tutorial_agents # Directory for Pyro implementation of tutorial agents (non-causal), using agentmodels.org structure
├── tutorial_agents
│ ├── agents.py # script for tutorial agents (includes environment)
│ ├── Agent_Flowchart.pdf # flowchart showing structure of agent.py script
│ └── __init__.py
└── tests # tutorial agent tests folder
├── test_app.py # script with unittests for tutorial agent
└── __init__.py
Installing
Python 3.6 or later is required. If using MacOSX, we suggest using pyenv instead of the native OSX python. I assume you are using a virtual environment called .env.
git clone git@github.com:robertness/pyro_agents.git
cd pyro_agents
python3 -m venv .env
. .env/bin/activate
pip install --upgrade pip setuptools wheel
pip install . -r requirements.txt
Running the unit tests
Go to desired folder:
cd causal_agents
and run
python -m unittest