diff --git a/backend-python/utils/rwkv.py b/backend-python/utils/rwkv.py
index b3defc8..fe8edb8 100644
--- a/backend-python/utils/rwkv.py
+++ b/backend-python/utils/rwkv.py
@@ -378,14 +378,14 @@ class TextRWKV(AbstractRWKV):
             dd = self.pipeline.encode(i)
             assert len(dd) == 1
             self.AVOID_REPEAT_TOKENS.add(dd[0])
-        self.AVOID_PENALTY_TOKENS = set()
-        AVOID_PENALTY = (
-            "\n"  # \n,.:?!，。：？！"“”<>[]{}/\\|;；~`@#$%^&*()_+-=0123456789
-        )
-        for i in AVOID_PENALTY:
-            dd = self.pipeline.encode(i)
-            assert len(dd) == 1
-            self.AVOID_PENALTY_TOKENS.add(dd[0])
+        # self.AVOID_PENALTY_TOKENS = set()
+        # AVOID_PENALTY = (
+        #     "\n"  # \n,.:?!，。：？！"“”<>[]{}/\\|;；~`@#$%^&*()_+-=0123456789
+        # )
+        # for i in AVOID_PENALTY:
+        #     dd = self.pipeline.encode(i)
+        #     assert len(dd) == 1
+        #     self.AVOID_PENALTY_TOKENS.add(dd[0])
 
         self.__preload()
 
@@ -399,11 +399,11 @@ class TextRWKV(AbstractRWKV):
 
     def adjust_forward_logits(self, logits: List[float], occurrence: Dict, i: int):
         for n in occurrence:
-            if n not in self.AVOID_PENALTY_TOKENS:
-                logits[n] -= (
-                    self.penalty_alpha_presence
-                    + occurrence[n] * self.penalty_alpha_frequency
-                )
+            # if n not in self.AVOID_PENALTY_TOKENS:
+            logits[n] -= (
+                self.penalty_alpha_presence
+                + occurrence[n] * self.penalty_alpha_frequency
+            )
 
         if i == 0:
             for token in self.model_tokens: