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openvino/docs/ops/activation/Sigmoid_1.md
Nikolay Tyukaev 17df09967d math formula fix (#3512)
Co-authored-by: Nikolay Tyukaev <ntyukaev_lo@jenkins.inn.intel.com>
2020-12-09 17:03:46 +03:00

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Sigmoid

Versioned name: Sigmoid-1

Category: Activation function

Short description: Sigmoid element-wise activation function.

Detailed description: Reference

Attributes: Sigmoid operation has no attributes.

Mathematical Formulation

For each element from the input tensor calculates corresponding element in the output tensor with the following formula: \f[ sigmoid( x ) = \frac{1}{1+e^{-x}} \f]

Inputs:

  • 1: Input tensor x of any floating point type. Required.

Outputs:

  • 1: Result of Sigmoid function applied to the input tensor x. Floating point tensor with shape and type matching the input tensor.

Example

<layer ... type="Sigmoid">
    <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>