Sigmoid

class Sigmoid(name=None)

Applies the element-wise function:

\[\text{Sigmoid}(x) = \frac{1}{1 + \exp(-x)}\]

Examples

>>> import numpy as np
>>> data = mge.tensor(np.array([-2,-1,0,1,2,]).astype(np.float32))
>>> sigmoid = M.Sigmoid()
>>> output = sigmoid(data)
>>> with np.printoptions(precision=6):
...     print(output.numpy())
[0.119203 0.268941 0.5      0.731059 0.880797]