BrainPy, a flexible, integrative, efficient, and extensible framework for general-purpose brain dynamics programming.

ABSTRACT: Elucidating the intricate neural mechanisms underlying brain functions requires integrative brain dynamics modeling. To facilitate this process, it is crucial to develop a general-purpose programming framework that allows users to freely define neural models across multiple scales, efficiently simulate, train, and analyze model dynamics, and conveniently incorporate new modeling approaches. In response to this need, we present BrainPy. BrainPy leverages the advanced just-in-time (JIT) compilation capabilities of JAX and XLA to provide a powerful infrastructure tailored for brain dynamics programming. It offers an integrated platform for building, simulating, training, and analyzing brain dynamics models. Models defined in BrainPy can be JIT compiled into binary instructions for various dev

SUBMITTER: Wang C 

PROVIDER: S-EPMC10796146 | biostudies-literature | 2023 Dec

REPOSITORIES: biostudies-literature