From 49ca6ade1a19f7f9c702171537fe4be0dfcda66d Mon Sep 17 00:00:00 2001 From: Gustaf Rydholm Date: Fri, 25 Aug 2023 23:19:14 +0200 Subject: Rename and add flash atten --- text_recognizer/network/transformer/ff.py | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) create mode 100644 text_recognizer/network/transformer/ff.py (limited to 'text_recognizer/network/transformer/ff.py') diff --git a/text_recognizer/network/transformer/ff.py b/text_recognizer/network/transformer/ff.py new file mode 100644 index 0000000..9181323 --- /dev/null +++ b/text_recognizer/network/transformer/ff.py @@ -0,0 +1,22 @@ +"""Feedforward layer in transformer.""" +from torch import Tensor, nn + + +class FeedForward(nn.Module): + def __init__( + self, + dim: int, + inner_dim: int, + dropout_rate: float = 0.0, + ) -> None: + super().__init__() + self.ff = nn.Sequential( + nn.LayerNorm(dim), + nn.Linear(dim, inner_dim), + nn.GELU(), + nn.Dropout(dropout_rate), + nn.Linear(inner_dim, dim), + ) + + def forward(self, x: Tensor) -> Tensor: + return self.ff(x) -- cgit v1.2.3-70-g09d2