diff --git a/fish_speech/text/chinese.py b/fish_speech/text/chinese.py
index 3cdec82f..2133a9a1 100644
--- a/fish_speech/text/chinese.py
+++ b/fish_speech/text/chinese.py
@@ -1,9 +1,9 @@
 import os
 import re
 
-import cn2an
 import jieba.posseg as psg
 from pypinyin import Style, lazy_pinyin
+from tn.chinese.normalizer import Normalizer
 
 from fish_speech.text.symbols import punctuation
 from fish_speech.text.tone_sandhi import ToneSandhi
@@ -16,7 +16,7 @@
     for line in open(OPENCPOP_DICT_PATH).readlines()
 }
 
-
+normalizer = Normalizer()
 tone_modifier = ToneSandhi()
 
 
@@ -123,10 +123,7 @@ def _g2p(segments):
 
 
 def text_normalize(text):
-    numbers = re.findall(r"\d+(?:\.?\d+)?", text)
-    for number in numbers:
-        text = text.replace(number, cn2an.an2cn(number), 1)
-    return text
+    return normalizer.normalize(text)
 
 
 if __name__ == "__main__":
diff --git a/pyproject.toml b/pyproject.toml
index 18c40735..eca2885b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,7 +24,6 @@ dependencies = [
     "vector-quantize-pytorch>=1.10.0",
     "rich>=13.5.3",
     "gradio>=4.0.0",
-    "cn2an>=0.5.22",
     "pypinyin>=0.49.0",
     "jieba>=0.42.1",
     "g2p-en>=2.1.0",
@@ -34,6 +33,7 @@ dependencies = [
     "kui>=1.6.0",
     "zibai-server>=0.9.0",
     "loguru>=0.6.0",
+    "WeTextProcessing>=0.1.10",
 ]
 
 [project.optional-dependencies]