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>
This commit is contained in:
Patryk Elszkowski
2021-05-05 13:27:51 +02:00
committed by GitHub
parent 98783b88ac
commit dc49035eaa

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@@ -2,24 +2,50 @@
**Versioned name**: *Tanh-1*
**Category**: *Activation function*
**Category**: *Arithmetic function*
**Short description**: Tanh element-wise activation function.
**Attributes**: has no attributes
**Inputs**:
* **1**: Input tensor x of any floating point type. Required.
**Outputs**:
* **1**: Result of Tanh function applied to the input tensor *x*. Floating point tensor with shape and type matching the input tensor.
**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:
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*
```xml
<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>
```