diff --git a/src/common/logger.py b/src/common/logger.py
index 8f5e3cbf..4a497ca8 100644
--- a/src/common/logger.py
+++ b/src/common/logger.py
@@ -330,6 +330,26 @@ CONFIRM_STYLE_CONFIG = {
     "file_format": "{time:YYYY-MM-DD HH:mm:ss} | {level: <8} | {extra[module]: <15} | EULA与PRIVACY确认 | {message}",
 }
 
+# LPMM配置
+LPMM_STYLE_CONFIG = {
+    "advanced": {
+        "console_format": (
+            "<green>{time:YYYY-MM-DD HH:mm:ss}</green> | "
+            "<level>{level: <8}</level> | "
+            "<cyan>{extra[module]: <12}</cyan> | "
+            "<light-yellow>LPMM</light-yellow> | "
+            "<level>{message}</level>"
+        ),
+        "file_format": "{time:YYYY-MM-DD HH:mm:ss} | {level: <8} | {extra[module]: <15} | LPMM | {message}",
+    },
+    "simple": {
+        "console_format": (
+            "<green>{time:MM-DD HH:mm}</green> | <light-green>LPMM</light-green> | <light-green>{message}</light-green>"
+        ),
+        "file_format": "{time:YYYY-MM-DD HH:mm:ss} | {level: <8} | {extra[module]: <15} | LPMM | {message}",
+    },
+}
+
 # 根据SIMPLE_OUTPUT选择配置
 MEMORY_STYLE_CONFIG = MEMORY_STYLE_CONFIG["simple"] if SIMPLE_OUTPUT else MEMORY_STYLE_CONFIG["advanced"]
 TOPIC_STYLE_CONFIG = TOPIC_STYLE_CONFIG["simple"] if SIMPLE_OUTPUT else TOPIC_STYLE_CONFIG["advanced"]
@@ -347,7 +367,7 @@ WILLING_STYLE_CONFIG = WILLING_STYLE_CONFIG["simple"] if SIMPLE_OUTPUT else WILL
 CONFIG_STYLE_CONFIG = CONFIG_STYLE_CONFIG["simple"] if SIMPLE_OUTPUT else CONFIG_STYLE_CONFIG["advanced"]
 TOOL_USE_STYLE_CONFIG = TOOL_USE_STYLE_CONFIG["simple"] if SIMPLE_OUTPUT else TOOL_USE_STYLE_CONFIG["advanced"]
 PFC_STYLE_CONFIG = PFC_STYLE_CONFIG["simple"] if SIMPLE_OUTPUT else PFC_STYLE_CONFIG["advanced"]
-
+LPMM_STYLE_CONFIG = LPMM_STYLE_CONFIG["simple"] if SIMPLE_OUTPUT else LPMM_STYLE_CONFIG["advanced"]
 
 def is_registered_module(record: dict) -> bool:
     """检查是否为已注册的模块"""
diff --git a/src/plugins/knowledge/src/global_logger.py b/src/plugins/knowledge/src/global_logger.py
index f7d8297e..d970a133 100644
--- a/src/plugins/knowledge/src/global_logger.py
+++ b/src/plugins/knowledge/src/global_logger.py
@@ -1,12 +1,10 @@
 # Configure logger
 
-import logging
+from src.common.logger import get_module_logger, LogConfig, LPMM_STYLE_CONFIG
 
+lpmm_log_config = LogConfig(
+    console_format = LPMM_STYLE_CONFIG["console_format"],
+    file_format=LPMM_STYLE_CONFIG["file_format"],
+)
 
-logger = logging.getLogger(__name__)
-logger.setLevel(logging.DEBUG)
-
-console_logging_handler = logging.StreamHandler()
-console_logging_handler.setFormatter(logging.Formatter("%(asctime)s - %(levelname)s - %(message)s"))
-console_logging_handler.setLevel(logging.DEBUG)
-logger.addHandler(console_logging_handler)
+logger = get_module_logger("LPMM", config=lpmm_log_config)
\ No newline at end of file
diff --git a/src/plugins/knowledge/src/utils/data_loader.py b/src/plugins/knowledge/src/utils/data_loader.py
deleted file mode 100644
index 3b5e8d2e..00000000
--- a/src/plugins/knowledge/src/utils/data_loader.py
+++ /dev/null
@@ -1,54 +0,0 @@
-import jsonlines
-from pathlib import Path
-from typing import List, Dict, Any, Union, Optional
-from src.config import global_config as config
-
-
-class DataLoader:
-    """数据加载工具类，用于从/data目录下加载各种格式的数据文件"""
-
-    def __init__(self, custom_data_dir: Optional[Union[str, Path]] = None):
-        """
-        初始化数据加载器
-
-        Args:
-            custom_data_dir: 可选的自定义数据目录路径，如果不提供则使用配置文件中的默认路径
-        """
-        self.data_dir = Path(custom_data_dir) if custom_data_dir else Path(config["persistence"]["data_root_path"])
-        if not self.data_dir.exists():
-            raise FileNotFoundError(f"数据目录 {self.data_dir} 不存在")
-
-    def _resolve_file_path(self, filename: str) -> Path:
-        """
-        解析文件路径
-
-        Args:
-            filename: 文件名
-
-        Returns:
-            完整的文件路径
-
-        Raises:
-            FileNotFoundError: 当文件不存在时抛出
-        """
-        file_path = self.data_dir / filename
-        if not file_path.exists():
-            raise FileNotFoundError(f"文件 {filename} 不存在")
-        return file_path
-
-    def load_jsonl(self, filename: str) -> List[Dict[str, Any]]:
-        """
-        加载JSONL格式的文件
-
-        Args:
-            filename: 文件名
-
-        Returns:
-            包含所有数据的列表
-        """
-        file_path = self._resolve_file_path(filename)
-        data = []
-        with jsonlines.open(file_path) as reader:
-            for obj in reader:
-                data.append(obj)
-        return data