Examples

Samples of code snippets demonstrating usage of various modules and functions of snnTorch can be found here.

More detail is available in the tutorials.

• Spiking Neurons and Networks
  • Building Networks: Lapicque’s Neuron
  • Building Networks: 0th Order Spike Response Model
  • Building Networks: Synaptic Conductance-based LIF Neuron
  • Building Networks with Instance Variables: Synaptic Conductance-based LIF Neuron
• Spike Plot and Animation
  • Animator
  • Raster
  • Spike Count
  • Traces
• Spikevision Datasets
  • Spikevision Datasets: DVS Gesture
  • Spikevision Datasets: NMNIST
  • Spikevision Datasets: SHD Dataset
• Surrogate Gradients
  • Fast Sigmoid
  • Leaky Spike Operator
  • Sigmoid
  • Spike Rate Escape
  • Stochastic Spike Operator