diff --git a/backend/common/i18n.py b/backend/common/i18n.py
index 2785c4f8..bcd46905 100644
--- a/backend/common/i18n.py
+++ b/backend/common/i18n.py
@@ -1,15 +1,25 @@
+import glob
+import json
+
+from pathlib import Path
 from typing import Any
 
+import yaml
+
 from starlette_context.errors import ContextDoesNotExistError
 
 from backend.common.context import ctx
 from backend.core.conf import settings
-from backend.locales.loader import locale_loader
+from backend.core.path_conf import LOCALE_DIR
 
 
 class I18n:
     """国际化管理器"""
 
+    def __init__(self) -> None:
+        self.locales: dict[str, dict[str, Any]] = {}
+        self.load_locales()
+
     @property
     def current_language(self) -> str:
         """获取当前请求的语言"""
@@ -23,6 +33,29 @@ class I18n:
         """设置当前请求的语言"""
         ctx.language = language
 
+    def load_locales(self) -> None:
+        """加载语言文本"""
+        patterns = [
+            LOCALE_DIR / '*.json',
+            LOCALE_DIR / '*.yaml',
+            LOCALE_DIR / '*.yml',
+        ]
+
+        lang_files = []
+
+        for pattern in patterns:
+            lang_files.extend(glob.glob(str(pattern)))
+
+        for lang_file in lang_files:
+            with open(lang_file, encoding='utf-8') as f:
+                lang = Path(lang_file).stem
+                file_type = Path(lang_file).suffix[1:]
+                match file_type:
+                    case 'json':
+                        self.locales[lang] = json.loads(f.read())
+                    case 'yaml' | 'yml':
+                        self.locales[lang] = yaml.full_load(f.read())
+
     def t(self, key: str, default: Any | None = None, **kwargs) -> str:
         """
         翻译函数
@@ -35,10 +68,10 @@ class I18n:
         keys = key.split('.')
 
         try:
-            translation = locale_loader.locales[self.current_language]
+            translation = self.locales[self.current_language]
         except KeyError:
             keys = 'error.language_not_found'.split('.')
-            translation = locale_loader.locales[settings.I18N_DEFAULT_LANGUAGE]
+            translation = self.locales[settings.I18N_DEFAULT_LANGUAGE]
 
         for k in keys:
             if isinstance(translation, dict) and k in list(translation.keys()):
diff --git a/backend/core/path_conf.py b/backend/core/path_conf.py
index e1ef24b6..eef12ba7 100644
--- a/backend/core/path_conf.py
+++ b/backend/core/path_conf.py
@@ -25,7 +25,7 @@ UPLOAD_DIR = STATIC_DIR / 'upload'
 PLUGIN_DIR = BASE_PATH / 'plugin'
 
 # 国际化文件目录
-LOCALE_DIR = BASE_PATH / 'locales' / 'langs'
+LOCALE_DIR = BASE_PATH / 'langs'
 
 # MySQL 脚本目录
 MYSQL_SCRIPT_DIR = BASE_PATH / 'sql' / 'mysql'
diff --git a/backend/locales/langs/en-US.json b/backend/langs/en-US.json
similarity index 100%
rename from backend/locales/langs/en-US.json
rename to backend/langs/en-US.json
diff --git a/backend/locales/langs/zh-CN.yml b/backend/langs/zh-CN.yml
similarity index 100%
rename from backend/locales/langs/zh-CN.yml
rename to backend/langs/zh-CN.yml
diff --git a/backend/locales/__init__.py b/backend/locales/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/backend/locales/loader.py b/backend/locales/loader.py
deleted file mode 100644
index 54784be2..00000000
--- a/backend/locales/loader.py
+++ /dev/null
@@ -1,44 +0,0 @@
-import glob
-import json
-
-from pathlib import Path
-from typing import Any
-
-import yaml
-
-from backend.core.path_conf import LOCALE_DIR
-
-
-class LocaleLoader:
-    """语言文件加载器"""
-
-    def __init__(self) -> None:
-        self.locales: dict[str, dict[str, Any]] = {}
-        self.load_locales()
-
-    def load_locales(self) -> None:
-        """加载语言文本"""
-        patterns = [
-            LOCALE_DIR / '*.json',
-            LOCALE_DIR / '*.yaml',
-            LOCALE_DIR / '*.yml',
-        ]
-
-        lang_files = []
-
-        for pattern in patterns:
-            lang_files.extend(glob.glob(str(pattern)))
-
-        for lang_file in lang_files:
-            with open(lang_file, encoding='utf-8') as f:
-                lang = Path(lang_file).stem
-                file_type = Path(lang_file).suffix[1:]
-                match file_type:
-                    case 'json':
-                        self.locales[lang] = json.loads(f.read())
-                    case 'yaml' | 'yml':
-                        self.locales[lang] = yaml.full_load(f.read())
-
-
-# 创建语言加载器单例
-locale_loader = LocaleLoader()