Dddrl commited on
Commit
e273214
·
verified ·
1 Parent(s): 01b7225

Upload app.py

Browse files
Files changed (1) hide show
  1. app.py +11 -0
app.py CHANGED
@@ -62,11 +62,22 @@ def extract_feature(audio_path):
62
 
63
  # Full pipeline: emotion detection + GPT response
64
  def predict_and_reply(audio_path):
 
 
 
65
  feature = extract_feature(audio_path)
 
 
 
 
 
 
 
66
  with torch.no_grad():
67
  output = model(feature)
68
  pred = torch.argmax(output, dim=1).item()
69
  emotion = emotions[pred]
 
70
 
71
  prompt = f"The user sounds {emotion.lower()}. What would you like to say to them?"
72
 
 
62
 
63
  # Full pipeline: emotion detection + GPT response
64
  def predict_and_reply(audio_path):
65
+ model.eval()
66
+
67
+ # Load and preprocess audio
68
  feature = extract_feature(audio_path)
69
+
70
+ # Move model and input to correct device
71
+ device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
72
+ model.to(device)
73
+ feature = feature.to(device)
74
+
75
+ # Predict
76
  with torch.no_grad():
77
  output = model(feature)
78
  pred = torch.argmax(output, dim=1).item()
79
  emotion = emotions[pred]
80
+
81
 
82
  prompt = f"The user sounds {emotion.lower()}. What would you like to say to them?"
83