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openvino/docs/ops/activation/HSwish_4.md
Katarzyna Mitrus 0be11a462f HSwish operation specification (#1708)
* HSwish specification init

* Update docs/ops/activation/HSwish_4.md

Co-authored-by: Michał Karzyński <4430709+postrational@users.noreply.github.com>

* Update docs/ops/opset4.md

Co-authored-by: Michał Karzyński <4430709+postrational@users.noreply.github.com>
2020-08-11 09:54:08 +03:00

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HSwish

Versioned name: HSwish-4

Category: Activation

Short description: HSwish takes one input tensor and produces output tensor where the hard version of swish function is applied to the tensor elementwise.

Detailed description: For each element from the input tensor calculates corresponding element in the output tensor with the following formula:

\f[
HSwish(x) = x \frac{min(max(x + 3, 0), 6)}{6}
\f]

The HSwish operation is introduced in the following article.

Attributes: operation has no attributes.

Inputs:

  • 1: Multidimensional input tensor of type T. Required.

Outputs:

  • 1: The resulting tensor of the same shape and type as input tensor.

Types

  • T: arbitrary supported floating point type.

Example

<layer ... type="HSwish">
    <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>