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Diffstat (limited to 'text_recognizer/networks/transformer/embeddings/absolute.py')
-rw-r--r-- | text_recognizer/networks/transformer/embeddings/absolute.py | 17 |
1 files changed, 17 insertions, 0 deletions
diff --git a/text_recognizer/networks/transformer/embeddings/absolute.py b/text_recognizer/networks/transformer/embeddings/absolute.py new file mode 100644 index 0000000..7140537 --- /dev/null +++ b/text_recognizer/networks/transformer/embeddings/absolute.py @@ -0,0 +1,17 @@ +"""Absolute positional embedding.""" +import torch +from torch import nn, Tensor + + +class AbsolutePositionalEmbedding(nn.Module): + def __init__(self, dim: int, max_seq_len: int) -> None: + super().__init__() + self.emb = nn.Embedding(max_seq_len, dim) + self._weight_init() + + def _weight_init(self) -> None: + nn.init.normal_(self.emb.weight, std=0.02) + + def forward(self, x: Tensor) -> Tensor: + n = torch.arange(x.shape[1], device=x.device) + return self.emb(n)[None, :, :] |