pytorch / 2 / generated / torch.nn.glu.html

GLU

class torch.nn.GLU(dim=-1) [source]

Applies the gated linear unit function G L U ( a , b ) = a σ ( b ) {GLU}(a, b)= a \otimes \sigma(b) where a a is the first half of the input matrices and b b is the second half.

Parameters

dim (int) – the dimension on which to split the input. Default: -1

Shape:
  • Input: ( 1 , N , 2 ) (\ast_1, N, \ast_2) where * means, any number of additional dimensions
  • Output: ( 1 , M , 2 ) (\ast_1, M, \ast_2) where M = N / 2 M=N/2

Examples:

>>> m = nn.GLU()
>>> input = torch.randn(4, 2)
>>> output = m(input)

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https://pytorch.org/docs/2.1/generated/torch.nn.GLU.html