This project is the research and implementation of a software package for R that allows the user to run statistical models that are parallelized on a graphical processing unit. As part of this project, we will implement the framework and a model - the generalized logistic based model that is being used as the underlying model for the Critical path for Parkinsons clinical trial simulation tool.