ngclearn.components package

Subpackages

• ngclearn.components.input_encoders package
  • Submodules
  • ngclearn.components.input_encoders.bernoulliCell module
    • BernoulliCell
      • BernoulliCell.advance_state()
      • BernoulliCell.help()
      • BernoulliCell.reset()
  • ngclearn.components.input_encoders.ganglionCell module
    • RetinalGanglionCell
      • RetinalGanglionCell.advance_state()
      • RetinalGanglionCell.help()
      • RetinalGanglionCell.reset()
  • ngclearn.components.input_encoders.gridCell module
  • ngclearn.components.input_encoders.latencyCell module
    • LatencyCell
      • LatencyCell.advance_state()
      • LatencyCell.calc_spike_times()
      • LatencyCell.help()
      • LatencyCell.reset()
  • ngclearn.components.input_encoders.phasorCell module
    • PhasorCell
      • PhasorCell.advance_state()
      • PhasorCell.help()
      • PhasorCell.reset()
      • PhasorCell.validate()
  • ngclearn.components.input_encoders.placeCell module
  • ngclearn.components.input_encoders.poissonCell module
    • PoissonCell
      • PoissonCell.advance_state()
      • PoissonCell.help()
      • PoissonCell.reset()
  • ngclearn.components.input_encoders.populationCoderCell module
  • Module contents
• ngclearn.components.neurons package
  • Subpackages
    • ngclearn.components.neurons.graded package
      • Submodules
      • ngclearn.components.neurons.graded.bernoulliErrorCell module
      • ngclearn.components.neurons.graded.gaussianErrorCell module
      • ngclearn.components.neurons.graded.laplacianErrorCell module
      • ngclearn.components.neurons.graded.leakyNoiseCell module
      • ngclearn.components.neurons.graded.rateCell module
      • ngclearn.components.neurons.graded.rewardErrorCell module
      • Module contents
    • ngclearn.components.neurons.spiking package
      • Submodules
      • ngclearn.components.neurons.spiking.IFCell module
      • ngclearn.components.neurons.spiking.LIFCell module
      • ngclearn.components.neurons.spiking.RAFCell module
      • ngclearn.components.neurons.spiking.WTASCell module
      • ngclearn.components.neurons.spiking.adExCell module
      • ngclearn.components.neurons.spiking.fitzhughNagumoCell module
      • ngclearn.components.neurons.spiking.hodgkinHuxleyCell module
      • ngclearn.components.neurons.spiking.izhikevichCell module
      • ngclearn.components.neurons.spiking.quadLIFCell module
      • ngclearn.components.neurons.spiking.sLIFCell module
      • Module contents
  • Module contents
• ngclearn.components.other package
  • Submodules
  • ngclearn.components.other.expKernel module
    • ExpKernel
      • ExpKernel.advance_state()
      • ExpKernel.help()
      • ExpKernel.reset()
  • ngclearn.components.other.varTrace module
    • VarTrace
      • VarTrace.advance_state()
      • VarTrace.help()
      • VarTrace.reset()
  • Module contents
• ngclearn.components.synapses package
  • Subpackages
    • ngclearn.components.synapses.competitive package
      • Submodules
      • ngclearn.components.synapses.competitive.ART2ASynapse module
      • ngclearn.components.synapses.competitive.SOMSynapse module
      • ngclearn.components.synapses.competitive.hopfieldSynapse module
      • ngclearn.components.synapses.competitive.simple_ART2ASynapse module
      • ngclearn.components.synapses.competitive.vectorQuantizeSynapse module
      • Module contents
    • ngclearn.components.synapses.convolution package
      • Submodules
      • ngclearn.components.synapses.convolution.convSynapse module
      • ngclearn.components.synapses.convolution.deconvSynapse module
      • ngclearn.components.synapses.convolution.hebbianConvSynapse module
      • ngclearn.components.synapses.convolution.hebbianDeconvSynapse module
      • ngclearn.components.synapses.convolution.ngcconv module
      • ngclearn.components.synapses.convolution.staticConvSynapse module
      • ngclearn.components.synapses.convolution.staticDeconvSynapse module
      • ngclearn.components.synapses.convolution.traceSTDPConvSynapse module
      • ngclearn.components.synapses.convolution.traceSTDPDeconvSynapse module
      • Module contents
    • ngclearn.components.synapses.hebbian package
      • Submodules
      • ngclearn.components.synapses.hebbian.BCMSynapse module
      • ngclearn.components.synapses.hebbian.STDPSynapse module
      • ngclearn.components.synapses.hebbian.eventSTDPSynapse module
      • ngclearn.components.synapses.hebbian.expSTDPSynapse module
      • ngclearn.components.synapses.hebbian.gerstnerHebbianSynapse module
      • ngclearn.components.synapses.hebbian.hebbianSynapse module
      • ngclearn.components.synapses.hebbian.traceSTDPSynapse module
      • Module contents
    • ngclearn.components.synapses.modulated package
      • Submodules
      • ngclearn.components.synapses.modulated.MSTDPETSynapse module
      • ngclearn.components.synapses.modulated.REINFORCESynapse module
      • Module contents
    • ngclearn.components.synapses.patched package
      • Submodules
      • ngclearn.components.synapses.patched.hebbianPatchedSynapse module
      • ngclearn.components.synapses.patched.patchedSynapse module
      • ngclearn.components.synapses.patched.staticPatchedSynapse module
      • Module contents
  • Submodules
  • ngclearn.components.synapses.STPDenseSynapse module
    • STPDenseSynapse
      • STPDenseSynapse.advance_state()
      • STPDenseSynapse.help()
      • STPDenseSynapse.reset()
  • ngclearn.components.synapses.alphaSynapse module
    • AlphaSynapse
      • AlphaSynapse.advance_state()
      • AlphaSynapse.help()
      • AlphaSynapse.reset()
  • ngclearn.components.synapses.denseSynapse module
    • DenseSynapse
      • DenseSynapse.advance_state()
      • DenseSynapse.help()
      • DenseSynapse.reset()
  • ngclearn.components.synapses.doubleExpSynapse module
    • DoubleExpSynapse
      • DoubleExpSynapse.advance_state()
      • DoubleExpSynapse.help()
      • DoubleExpSynapse.reset()
  • ngclearn.components.synapses.exponentialSynapse module
    • ExponentialSynapse
      • ExponentialSynapse.advance_state()
      • ExponentialSynapse.help()
      • ExponentialSynapse.reset()
  • ngclearn.components.synapses.mpsSynapse module
    • MPSSynapse
      • MPSSynapse.advance_state()
      • MPSSynapse.evolve()
      • MPSSynapse.help()
      • MPSSynapse.project_backward()
      • MPSSynapse.reset()
      • MPSSynapse.weights
  • ngclearn.components.synapses.staticSynapse module
    • StaticSynapse
  • Module contents

Submodules

ngclearn.components.jaxComponent module

class ngclearn.components.jaxComponent.JaxComponent(*args, **kwargs)

Bases: Component

Base Jax component that all Jax-based cells and synapses inherit from.

Parameters:

• name – the string name of this cell

• key – PRNG key to control determinism of any underlying random values associated with this cell

load(directory: str)

The default load method for JaxComponents, it is expected to work with the default save. If the save method is modified this one will need to be modified too.

Parameters:

directory – The directory to load the .npz file.

save(directory: str)

The default save method for JaxComponents, it stores the values of all non-targeted (non-wired) compartments into a .npz file.

Parameters:

directory – The directory to save the .npz file.

Module contents