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authorGustaf Rydholm <gustaf.rydholm@gmail.com>2023-08-25 23:19:14 +0200
committerGustaf Rydholm <gustaf.rydholm@gmail.com>2023-08-25 23:19:14 +0200
commit49ca6ade1a19f7f9c702171537fe4be0dfcda66d (patch)
tree20062ed1910758481f3d5fff11159706c7b990c6 /text_recognizer/network/transformer/ff.py
parent0421daf6bd97596703f426ba61c401599b538eeb (diff)
Rename and add flash atten
Diffstat (limited to 'text_recognizer/network/transformer/ff.py')
-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
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)