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-rw-r--r--text_recognizer/network/transformer/embedding/l2_norm.py9
1 files changed, 9 insertions, 0 deletions
diff --git a/text_recognizer/network/transformer/embedding/l2_norm.py b/text_recognizer/network/transformer/embedding/l2_norm.py
new file mode 100644
index 0000000..0e48bca
--- /dev/null
+++ b/text_recognizer/network/transformer/embedding/l2_norm.py
@@ -0,0 +1,9 @@
+from einops import rearrange
+import torch.nn.functional as F
+from torch import Tensor
+
+
+def l2_norm(t: Tensor, groups=1) -> Tensor:
+ t = rearrange(t, "... (g d) -> ... g d", g=groups)
+ t = F.normalize(t, p=2, dim=-1)
+ return rearrange(t, "... g d -> ... (g d)")