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openvino/docs/ops/arithmetic/Tanh_1.md
Patryk Elszkowski dc49035eaa update tanh v1 spec (#5413)
* 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>
2021-05-05 14:27:51 +03:00

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>