brainpy module

Numerical Differential Integration

Integrator	Basic Integrator Class.
JointEq	Make a joint equation from multiple derivation functions.
IntegratorRunner	Structural runner for numerical integrators in brainpy.
odeint	Numerical integration for ODEs.
sdeint	Numerical integration for SDEs.
fdeint	Numerical integration for FDEs.

Building Dynamical System

DynamicalSystem	Base Dynamical System class.
DynSysGroup	A group of :py:class:`~.DynamicalSystem`s in which the updating order does not matter.
Sequential	A sequential input-output module.
Network	alias of DynSysGroup
Dynamic	Base class to model dynamics.
Projection	Base class to model synaptic projections.

Simulating Dynamical System

DSRunner

The runner for DynamicalSystem.

Training Dynamical System

DSTrainer	Structural Trainer for Dynamical Systems.
BPTT	The trainer implementing the back-propagation through time (BPTT) algorithm for training dyamical systems.
BPFF	The trainer implementing back propagation algorithm for feedforward neural networks.
OnlineTrainer	Online trainer for models with recurrent dynamics.
ForceTrainer	FORCE learning.
OfflineTrainer	Offline trainer for models with recurrent dynamics.
RidgeTrainer	Trainer of ridge regression, also known as regression with Tikhonov regularization.

Dynamical System Helpers

LoopOverTime	Transform a single step DynamicalSystem into a multiple-step forward propagation BrainPyObject.
reset_state	Reset states of all children nodes in the given target.
save_state	Save all states in the target as a dictionary for later disk serialization.
load_state	Copy parameters and buffers from state_dict into this module and its descendants.
clear_input	Clear all inputs in the given target.