MultiGaussian

MultiGaussian#

:class:~sinabs.activation.MultiGaussian surrogate gradient.

import matplotlib.pyplot as plt
import torch

import sinabs.activation as sina

x = torch.linspace(-2, 4, 500)
plt.plot(x, sina.MultiGaussian()(v_mem=x, spike_threshold=1), label="MultiGaussian")
plt.xlabel("Neuron membrane potential")
plt.ylabel("Derivative")
plt.legend()
plt.show()
../../_images/731f5d596dd17c7f2a20d33a9101ba3ca1ddb9520727b737dd3dd6f2f73842bc.png