.. NNGT documentation master file ================================ Welcome to NNGT's documentation! ================================ .. image:: https://travis-ci.org/Silmathoron/NNGT.svg?branch=master :target: https://travis-ci.org/Silmathoron/NNGT :height: 20px :width: 90px .. image:: https://coveralls.io/repos/github/Silmathoron/NNGT/badge.svg?branch=master :target: https://coveralls.io/github/Silmathoron/NNGT?branch=master :height: 20px :width: 99px Overview ======== The Neural Network Growth and Topology (NNGT) module provides tools to grow and study detailed biological networks by interfacing efficient graph libraries with highly distributed activity simulators. Main classes ------------ NNGT uses four main classes: :class:`~nngt.Graph` provides a simple implementation over graphs objects from graph libraries (namely the addition of a name, management of detailed nodes and connection properties, and simple access to basic graph measurements). :class:`~nngt.SpatialGraph` a Graph embedded in space (neurons have positions and connections are associated to a distance) :class:`~nngt.Network` provides more detailed characteristics to emulate biological neural networks, such as classes of inhibitory and excitatory neurons, synaptic properties... :class:`~nngt.SpatialNetwork` combines spatial embedding and biological properties Generation of graphs -------------------- Structured connectivity: connectivity between the nodes can be chosen from various well-known graph models Populations: populations of neurons are distributed afterwards on the structured connectivity, and can be set to respect various constraints (for instance a given fraction of inhibitory neurons and synapses) Synaptic properties: synaptic weights and delays can be set from various distributions or correlated to edge properties Interacting with NEST --------------------- The generated graphs can be used to easily create complex networks using the NEST simulator, on which you can then simulate their activity. The docs ======== .. toctree:: :maxdepth: 2 :caption: User Documentation user/install user/intro .. toctree:: :glob: :maxdepth: 2 :caption: Developer space developer/detailed-structure developer/graph-attributes .. toctree:: :glob: :maxdepth: 1 :caption: Modules modules/nngt modules/analysis modules/generation modules/lib modules/plot modules/simulation Indices and tables ================== * :ref:`genindex` * :ref:`modindex` * :ref:`search`