* update tanh v1 spec * Apply review suggestions * add rounding info * Move Tanh to activation functions * reorganize spec and add rounding rule for integers * back to arithemtic functions * Update `short description` to adjust with new EW description template Co-authored-by: Patryk Elszkowski <patryk.elszkowki@intel.com>
1.1 KiB
1.1 KiB
Tanh
Versioned name: Tanh-1
Category: Arithmetic function
Short description: Tanh performs element-wise hyperbolic tangent (tanh) operation with given tensor.
Detailed description
For each element from the input tensor calculates corresponding element in the output tensor with the following formula: \f[ tanh ( x ) = \frac{2}{1+e^{-2x}} - 1 = 2sigmoid(2x) - 1 \f]
- For integer element type the result is rounded (half up) to the nearest integer value.
Attributes: Tanh operation has no attributes.
Inputs:
- 1: A tensor of type T and arbitrary shape. Required.
Outputs:
-
1: The result of element-wise Tanh operation. A tensor of type T and the same shape as input tensor. Types
-
T: any numeric type.
Examples
Example 1
<layer ... type="Tanh">
<input>
<port id="0">
<dim>256</dim>
<dim>56</dim>
</port>
</input>
<output>
<port id="1">
<dim>256</dim>
<dim>56</dim>
</port>
</output>
</layer>