device=self.device,
             )
 
-            #!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
-            self.save_quizzes(
-                result_dir,
-                f"DEBUG_input_{n_epoch}_{result.size(0):04d}",
-                quizzes=input[:72],
-                prediction=True,
-            )
-            self.save_quizzes(
-                result_dir,
-                f"DEBUG_result_{n_epoch}_{result.size(0):04d}",
-                quizzes=result[:72],
-                prediction=True,
-            )
-            #!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
-
             if self.back_accuracy:
                 n_forward = input[:, 0] == self.token_forward
                 nb_total = input[n_forward].size(0)