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  • GETTING STARTED
    • Installation
    • Fundamentals of Sinabs
    • A quick (and over-simplified) introduction to spiking neurons
    • Quickstart Sinabs
    • Python versions, pyenv and pipenv
  • SINABS GALLERY
    • Neuron models
      • Exponential Leaky Layer (ExpLeak)
      • Adaptive Leaky Integrate and Fire (ALIF)
      • Integrate and Fire (IAF)
      • Leaky Integrate and Fire (LIF)
    • Spike functions
      • MultiSpike
      • SingleSpike
      • MaxSpike
    • Surrogate gradient functions
      • Gaussian
      • Heaviside
      • MultiGaussian
      • SingleExponential
      • PeriodicExponential
  • TUTORIALS
    • Training by backpropagation through time (BPTT)
    • Converting an ANN to an SNN
    • Scaling parameters for rate-coded conversion to SNNs
    • sinabs Tutorial 使用入门
  • HOW TOS
    • Training an ANN with fewer synops
    • Training an SNN with fewer synops
    • Change activations in spiking layers
  • PLUGINS
  • API REFERENCE
    • network
    • layers
      • StatefulLayer
      • SqueezeMixin
      • IAF
      • IAFSqueeze
      • IAFRecurrent
      • LIF
      • LIFSqueeze
      • LIFRecurrent
      • ALIF
      • ALIFRecurrent
      • ExpLeak
      • ExpLeakSqueeze
      • SpikingMaxPooling2dLayer
      • SumPool2d
      • Img2SpikeLayer
      • Sig2SpikeLayer
      • Cropping2dLayer
      • Repeat
      • FlattenTime
      • UnflattenTime
      • NeuromorphicReLU
      • QuantizeLayer
    • activation
      • SingleSpike
      • MultiSpike
      • MaxSpike
      • MembraneReset
      • MembraneSubtract
      • SingleExponential
      • PeriodicExponential
      • Heaviside
      • Gaussian
      • MultiGaussian
    • from_torch
    • SynOpCounter
    • utils
  • ABOUT
    • About this project
    • How is Sinabs different?
    • Contributing to sinabs
    • Release notes
  • Repository
  • Suggest edit
  • Open issue
  • .rst

SINABS GALLERY

Contents

  • Neuron models
  • Spike functions
  • Surrogate gradient functions

SINABS GALLERY#

Neuron models#

Exponential Leaky Layer (ExpLeak)

Exponential Leaky Layer (ExpLeak)

Adaptive Leaky Integrate and Fire (ALIF)

Adaptive Leaky Integrate and Fire (ALIF)

Integrate and Fire (IAF)

Integrate and Fire (IAF)

Leaky Integrate and Fire (LIF)

Leaky Integrate and Fire (LIF)

Spike functions#

MultiSpike

MultiSpike

SingleSpike

SingleSpike

MaxSpike

MaxSpike

Surrogate gradient functions#

Gaussian

Gaussian

Heaviside

Heaviside

MultiGaussian

MultiGaussian

SingleExponential

SingleExponential

PeriodicExponential

PeriodicExponential

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Python versions, pyenv and pipenv

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Neuron models

Contents
  • Neuron models
  • Spike functions
  • Surrogate gradient functions

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