==============
Synapse models
==============

.. currentmodule:: pyNN.standardmodels.synapses

The synaptic connection between two neurons is represented as a "synapse type"
class. Note that synaptic attributes that belong solely to the post-synaptic
neuron, such as the decay of the post-synaptic conductance, are part of the
cell type model. The "synapse type" models the synaptic delay, the synaptic
weight, and any dynamic behaviour of the synaptic weight, i.e. synaptic
plasticity.

As for cell types, PyNN has a library of "standard" synapse types that should
give the same behaviour on different simulators, and also supports the use of
"native" synapse types, limited to a single simulator.


Standard synapse types
======================

Base class
----------

All standard cell types inherit from the following base class, and have the
same methods, as listed below.

.. autoclass:: pyNN.standardmodels.StandardSynapseType
   :members:
   :undoc-members:
   :inherited-members:
   :show-inheritance:

Static/fixed synapses
---------------------

.. autoclass:: StaticSynapse
   :members:
   :undoc-members:
   :show-inheritance:


Short-term plasticity mechanisms
--------------------------------

.. autoclass:: TsodyksMarkramSynapse
   :members:
   :undoc-members:
   :show-inheritance:


Long-term plasticity mechanisms
-------------------------------

.. autoclass:: STDPMechanism
   :members:
   :undoc-members:
   :show-inheritance:


Weight-dependence components
~~~~~~~~~~~~~~~~~~~~~~~~~~~~


.. autoclass:: pyNN.standardmodels.STDPWeightDependence
   :members:
   :undoc-members:
   :show-inheritance:

   .. automethod:: describe

.. autoclass:: AdditiveWeightDependence
   :members:
   :undoc-members:
   :show-inheritance:

.. autoclass:: MultiplicativeWeightDependence
   :members:
   :undoc-members:
   :show-inheritance:

.. autoclass:: AdditivePotentiationMultiplicativeDepression
   :members:
   :undoc-members:
   :show-inheritance:

.. autoclass:: GutigWeightDependence
   :members:
   :undoc-members:
   :show-inheritance:


Timing-dependence components
~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: pyNN.standardmodels.STDPTimingDependence
   :members:
   :undoc-members:
   :show-inheritance:

.. autoclass:: SpikePairRule
   :members:
   :undoc-members:
   :show-inheritance:

   .. automethod:: describe


Native plasticity models
========================


NineML plasticity models
========================