Rename context

1 files changed, 6 insertions, 5 deletions

diff --git a/text_recognizer/network/vit.py b/text_recognizer/network/vit.py
index 80176a8..b6203d7 100644
--- a/text_recognizer/network/vit.py
+++ b/text_recognizer/network/vit.py
@@ -57,12 +57,13 @@ class VisionTransformer(nn.Module):
         x += self.patch_embedding.to(img.device, dtype=img.dtype)
         return self.encoder(x)
 
-    def decode(self, text: Tensor, context: Tensor) -> Tensor:
+    def decode(self, text: Tensor, img_features: Tensor) -> Tensor:
         text = text.long()
+        # TODO: add mask to decoder
         mask = text != self.pad_index
         tokens = self.token_embedding(text)
         tokens = tokens + self.pos_embedding(tokens)
-        output = self.decoder(tokens, context)
+        output = self.decoder(tokens, context=img_features)
         return self.to_logits(output)
 
     def forward(
@@ -71,6 +72,6 @@ class VisionTransformer(nn.Module):
         text: Tensor,
     ) -> Tensor:
         """Applies decoder block on input signals."""
-        context = self.encode(img)
-        logits = self.decode(text, context)
-        return logits.permute(0, 2, 1)
+        img_features = self.encode(img)
+        logits = self.decode(text, img_features)
+        return logits  # [B, N, C]