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-rw-r--r--text_recognizer/network/transformer/ff.py22
1 files changed, 22 insertions, 0 deletions
diff --git a/text_recognizer/network/transformer/ff.py b/text_recognizer/network/transformer/ff.py
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+++ b/text_recognizer/network/transformer/ff.py
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+"""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)