diff --git a/fastNLP/core/controllers/evaluator.py b/fastNLP/core/controllers/evaluator.py
index bd66d0a0..865acc89 100644
--- a/fastNLP/core/controllers/evaluator.py
+++ b/fastNLP/core/controllers/evaluator.py
@@ -219,6 +219,7 @@ class Evaluator:
     def remove_progress_bar(self, dataloader_name):
         if self.progress_bar == 'rich' and hasattr(self, '_rich_task_id'):
             f_rich_progress.destroy_task(self._rich_task_id)
+            f_rich_progress.refresh()  # 使得最终的bar可以消失
             delattr(self, '_rich_task_id')
         elif self.progress_bar == 'raw':
             desc = 'Evaluation ends'
@@ -229,6 +230,7 @@ class Evaluator:
     def finally_progress_bar(self):
         if self.progress_bar == 'rich' and hasattr(self, '_rich_task_id'):
             f_rich_progress.destroy_task(self._rich_task_id)
+            f_rich_progress.refresh()
             delattr(self, '_rich_task_id')
 
     @property
diff --git a/fastNLP/core/utils/rich_progress.py b/fastNLP/core/utils/rich_progress.py
index 256cc906..a865f4c1 100644
--- a/fastNLP/core/utils/rich_progress.py
+++ b/fastNLP/core/utils/rich_progress.py
@@ -94,9 +94,6 @@ class FRichProgress(Progress, metaclass=Singleton):
         self.print = self.console.print
         self.log = self.console.log
 
-        # start new
-        self.start()
-        self.console.show_cursor(show=True)
         return self
 
     def set_transient(self, transient: bool = True):
@@ -154,6 +151,7 @@ class FRichProgress(Progress, metaclass=Singleton):
         super().start()
         self.console.show_cursor(show=True)
 
+
 if (sys.stdin and sys.stdin.isatty()) and get_global_rank() == 0:
     f_rich_progress = FRichProgress().new_progess(
         "[progress.description]{task.description}",