HVAC optimisation with Off-Policy Evaluation and Selection methods
Project description
HOPES
What is HOPES?
HOPES - HVAC optimisation with Off-Policy Evaluation and Selection - is a Python package for evaluating and selecting RL-based control policies. It offers a set of estimators and tools to evaluate the performance of a target policy, compared to a set of baseline policies (characterized by an offline logged dataset), using off-policy evaluation techniques. It's particularly suited for the context of HVAC control, where the target policy is a n RL-based controller and the baseline policies are rule-based controllers.
Installation
Supported Python versions: 3.10+
From PyPI
pip install hopes
From source (development version)
git clone https://github.com/airboxlab/hopes.git
cd hopes
# using poetry
poetry install
# using pip
pip install -r requirements.txt
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