Update video_processing.py

video_processing.py

@@ -163,20 +163,16 @@ def process_video(video_path, anomaly_threshold, desired_fps, progress=None):
 
         progress(0.85, "Performing anomaly detection")
         embedding_columns = [col for col in df.columns if col.startswith('Raw_Embedding_')]
-
+    
         X_embeddings = df[embedding_columns].values
-
+        X_posture = np.array([posture_scores_by_frame.get(frame, None) for frame in df['Frame']])
+        X_posture = X_posture[X_posture != None].reshape(-1, 1)
+        X_voice = np.array(aligned_voice_embeddings)
+    
         try:
-            X_posture = np.array([posture_scores_by_frame.get(frame, None) for frame in df['Frame']])
-            X_posture = X_posture[X_posture != None].reshape(-1, 1)
-
             if len(X_posture) == 0:
                 raise ValueError("No valid posture data found")
-
-            aligned_voice_embeddings = align_voice_embeddings(voice_embeddings, frame_count, original_fps, audio_duration)
-            
-            X_voice = np.array([emb for emb in aligned_voice_embeddings])
-
+    
             mse_embeddings, mse_posture, mse_voice = anomaly_detection(X_embeddings, X_posture, X_voice)
         
             progress(0.9, "Generating graphs")