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Artificial Neural Networks architect

Project description

ANNarchy

PyPI version DOI

ANNarchy (Artificial Neural Networks architect) is a parallel and hybrid simulator for distributed rate-coded or spiking neural networks. The core of the library is written in C++ and distributed using openMP or CUDA. It provides an interface in Python for the definition of the networks. It is released under the GNU GPL v2 or later.

Citation

If you use ANNarchy for your research, we would appreciate if you cite the following paper:

Vitay J, Dinkelbach HÜ and Hamker FH (2015). ANNarchy: a code generation approach to neural simulations on parallel hardware. Frontiers in Neuroinformatics 9:19. doi:10.3389/fninf.2015.00019

Authors

Installation

Using pip, you can install the latest stable release:

pip install ANNarchy

See https://annarchy.github.io/Installation for further instructions.

Platforms

  • GNU/Linux
  • MacOS X
  • Windows (inside WSL2)

Dependencies

  • python >= 3.10 (with the development files, e.g. python-dev or python-devel)
  • g++ >= 7.4 or clang++ >= 3.4
  • cmake >= 3.16
  • setuptools >= 65.0
  • nanobind >= 2.4.0
  • cython >= 3.0
  • numpy >= 1.21
  • sympy >= 1.11
  • scipy >= 1.9
  • matplotlib >= 3.0
  • tqdm >= 4.60

Recommended:

  • lxml (to save the networks in .xml format).
  • h5py (to export data in .h5 format).
  • pandoc (for report()).
  • tensorflow (for the ann_to_snn_conversion extension)
  • tensorboardX (for the logging extension).

Project details


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