Fix AutoModel registration by adding dynamic registration code

modeling_interfuser.py

@@ -576,4 +576,21 @@ class InterfuserForHuggingFace(PreTrainedModel):
             return InterfuserOutput(waypoints=outputs)
         traffic, waypoints, is_junction, traffic_light_state, stop_sign, traffic_feature = outputs
         if not return_dict: return outputs
-        return InterfuserOutput(waypoints=waypoints, traffic_predictions=traffic, is_junction=is_junction, traffic_light_state=traffic_light_state, stop_sign=stop_sign, traffic_features=traffic_feature)
+        return InterfuserOutput(waypoints=waypoints, traffic_predictions=traffic, is_junction=is_junction, traffic_light_state=traffic_light_state, stop_sign=stop_sign, traffic_features=traffic_feature)
+# ==============================================================================
+# --- التسجيل الديناميكي للنموذج في مكتبة Transformers ---
+# هذا هو الجزء الحاسم الذي يحل خطأ KeyError
+# ==============================================================================
+from transformers.models.auto.configuration_auto import AutoConfig
+from transformers.models.auto.modeling_auto import AutoModel
+
+print("Registering Interfuser model with AutoModel...")
+
+# 1. تسجيل فئة الإعدادات
+AutoConfig.register("interfuser", InterfuserConfig)
+
+# 2. تسجيل فئة النموذج
+# هذا يربط model_type="interfuser" مع الكلاس InterfuserForHuggingFace
+AutoModel.register(InterfuserConfig, InterfuserForHuggingFace)
+
+print("Registration complete.")