Hotfix: Restore basic functionality - fix AST saturation and PANNs execution

app.py

@@ -144,7 +144,8 @@ def predict(self, audio: np.ndarray, timestamp: float = 0.0, full_audio: np.ndar
                 # Adjust confidence for short audio
                 if len(audio) < self.sample_rate * 2:
                     confidence_factor = len(audio) / (self.sample_rate * 2)
-                    speech_prob = speech_prob * (0.6 + 0.4 *import gradio as gr
+                    speech_prob = speech_prob * (0.6 + 0.4 * confidence_factor)
+import gradio as gr
 import numpy as np
 import torch
 import time