Maciej Smyk
0148076ed7
* code-block-1 * Update Convert_Model_From_Paddle.md * code-block force * fix * fix-2 * Update troubleshooting-steps.md * code-block-2 * Update README.md
1.7 KiB
GELU
@sphinxdirective
.. meta:: :description: Learn about Gelu-2 - an element-wise, activation operation, which can be performed on a single tensor in OpenVINO.
Versioned name: Gelu-2
Category: Activation function
Short description: Gaussian error linear unit element-wise activation function.
Detailed description
Gelu operation is introduced in this article <https://arxiv.org/abs/1606.08415>__.
It performs element-wise activation function on a given input tensor, based on the following mathematical formula:
.. math::
Gelu(x) = x\cdot\Phi(x) = x\cdot\frac{1}{2}\cdot\left[1 + erf\frac{x}{\sqrt{2}}\right]
where Φ(x) is the Cumulative Distribution Function for Gaussian Distribution.
Additionally, the Gelu function may be approximated as follows:
.. math::
Gelu(x) \approx 0.5\cdot x\cdot \left(1 + \tanh\left[\sqrt{2/\pi} \cdot (x + 0.044715 \cdot x^3)\right]\right)
Attributes: Gelu operation has no attributes.
Inputs:
- 1: A tensor of type T and arbitrary shape. Required.
Outputs:
- 1: The result of element-wise Gelu function applied to the input tensor. A tensor of type T and the same shape as input tensor.
Types
- T: arbitrary supported floating-point type.
Example
.. code-block:: xml :force:
<layer ... type="Gelu"> 1 128 1 128
@endsphinxdirective