jax.nn.gelu#
- jax.nn.gelu(x, approximate=True)[source]#
Gaussian error linear unit activation function.
If
approximate=False
, computes the element-wise function:\[\mathrm{gelu}(x) = \frac{x}{2} \left(\mathrm{erfc} \left( \frac{-x}{\sqrt{2}} \right) \right)\]If
approximate=True
, uses the approximate formulation of GELU:\[\mathrm{gelu}(x) = \frac{x}{2} \left(1 + \mathrm{tanh} \left( \sqrt{\frac{2}{\pi}} \left(x + 0.044715 x^3 \right) \right) \right)\]For more information, see Gaussian Error Linear Units (GELUs), section 2.