MaxSpike#

MaxSpike surrogate gradient.

plot maxspike
import torch
import sinabs.activation as sina
import matplotlib.pyplot as plt

v_mem = torch.linspace(0, 5.5, 500)

spike_threshold = 1.0
activations = sina.MaxSpike(max_num_spikes_per_bin=2).apply(
    v_mem, spike_threshold, sina.MultiGaussian()
)
plt.plot(v_mem, activations)
plt.xlabel("Neuron membrane potential")
plt.ylabel("Spike activation")
plt.tight_layout()

Total running time of the script: ( 0 minutes 0.152 seconds)

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