invoking __call__ instead of forward()

Author: jongwook

README.md

@@ -21,6 +21,10 @@ We used Python 3.9.9 and [PyTorch](https://pytorch.org/) 1.10.1 to train and tes
 
     pip install git+https://github.com/openai/whisper.git 
 
+To update the package to the latest version of this repository, please run:
+
+    pip install --upgrade --no-deps --force-reinstall git+https://github.com/openai/whisper.git
+
 It also requires the command-line tool [`ffmpeg`](https://ffmpeg.org/) to be installed on your system, which is available from most package managers:
 
 ```bash

whisper/model.py

@@ -214,10 +214,10 @@ def __init__(self, dims: ModelDimensions):
         )
 
     def embed_audio(self, mel: torch.Tensor):
-        return self.encoder.forward(mel)
+        return self.encoder(mel)
 
     def logits(self, tokens: torch.Tensor, audio_features: torch.Tensor):
-        return self.decoder.forward(tokens, audio_features)
+        return self.decoder(tokens, audio_features)
 
     def forward(self, mel: torch.Tensor, tokens: torch.Tensor) -> Dict[str, torch.Tensor]:
         return self.decoder(tokens, self.encoder(mel))