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Function Description

Operator Function

Performs layer normalization.

Formula

The formula of the layer normalization operator in the case of three dimensions is as follows:

The mean deviation and variance can be calculated at run time or provided by the user. To calculate the two values at run time, use the following formulas:

Table 1 describes the parameters in the formulas.

Table 1 Formula parameters

Parameter

Description

Scale

Offset

Mean deviation

Variance

Constant used to improve numerical stability