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Physical Units and Unit-aware Mathematical System in JAX

Project description

Physical units and unit-aware mathematical system in JAX

Header image of brainunit.

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brainunit provides physical units and unit-aware mathematical system in JAX for brain dynamics and AI4Science

Installation

You can install brainunit via pip:

pip install brainunit --upgrade

Documentation

The official documentation is hosted on Read the Docs: https://brainunit.readthedocs.io

Unit-aware computation ecosystem

brainunit has been deeply integrated into following diverse projects, such as:

  • brainstate: A State-based Transformation System for Program Compilation and Augmentation
  • braintaichi: Leveraging Taichi Lang to customize brain dynamics operators
  • braintools: The Common Toolbox for Brain Dynamics Programming.
  • dendritex: Dendritic Modeling in JAX
  • pinnx: Physics-Informed Neural Networks for Scientific Machine Learning in JAX.

Other unofficial projects include:

  • diffrax: Numerical differential equation solvers in JAX.
  • jax-md: Differentiable Molecular Dynamics in JAX
  • Catalax: JAX-based framework to model biological systems
  • ...

See also the BDP ecosystem

We are building the brain dynamics programming ecosystem. brainunit has been deeply integrated into our BDP ecosystem.

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