diff --git a/utils/log.py b/utils/log.py
new file mode 100644
index 0000000..a531729
--- /dev/null
+++ b/utils/log.py
@@ -0,0 +1,119 @@
+import logging
+import os
+import sys
+import redis
+from loguru import logger as logurulogger
+import redis.exceptions
+from app.config import config
+import json
+from redis.retry import Retry
+from redis.backoff import ExponentialBackoff
+
+LOG_FORMAT = (
+    "<level>{level: <8}</level> "
+    "{process.name} | "  # 进程名
+    "{thread.name}  | "
+    "<green>{time:YYYY-MM-DD HH:mm:ss.SSS}</green> - "
+    "<blue>{process}</blue> "
+    "<cyan>{module}</cyan>.<cyan>{function}</cyan>:<cyan>{line}</cyan> - "
+    "<level>{message}</level>"
+)
+LOG_NAME = ["uvicorn", "uvicorn.access", "uvicorn.error", "flask"]
+
+# 配置 Redis 连接池
+redis_pool = redis.ConnectionPool(
+    host=config.LOG_REDIS_HOST,  # Redis 服务器地址
+    port=config.LOG_REDIS_PORT,  # Redis 服务器端口
+    db=config.LOG_REDIS_DB,  # 数据库编号
+    password=config.LOG_REDIS_AUTH,  # 密码
+    max_connections=config.max_connections,  # 最大连接数
+    socket_connect_timeout=config.socket_connect_timeout,  # 连接超时时间
+    socket_timeout=config.socket_timeout,  # 等待超时时间
+)
+
+
+class InterceptHandler(logging.Handler):
+    def emit(self, record):
+        try:
+            level = logurulogger.level(record.levelname).name
+        except AttributeError:
+            level = logging._levelToName[record.levelno]
+
+        frame, depth = logging.currentframe(), 2
+        while frame.f_code.co_filename == logging.__file__:
+            frame = frame.f_back
+            depth += 1
+
+        logurulogger.opt(depth=depth, exception=record.exc_info).log(
+            level, record.getMessage()
+        )
+
+class Logging:
+    """自定义日志"""
+
+    def __init__(self):
+        self.log_path = "logs"
+        self._connect_redis()
+        if config.IS_LOCAL:
+            os.makedirs(self.log_path, exist_ok=True)
+        self._initlogger()
+        self._reset_log_handler()
+    
+    def _connect_redis(self):
+        retry = Retry(ExponentialBackoff(), 3)  # 重试3次，指数退避
+        self.redis_client = redis.Redis(connection_pool=redis_pool,retry=retry)  # 使用连接池
+
+    def _initlogger(self):
+        """初始化loguru配置"""
+        logurulogger.remove()
+        if config.IS_LOCAL:
+            logurulogger.add(
+                os.path.join(self.log_path, "error.log.{time:YYYY-MM-DD}"),
+                format=LOG_FORMAT,
+                level=logging.ERROR,
+                rotation="00:00",
+                retention="1 week",
+                backtrace=True,
+                diagnose=True,
+                enqueue=True
+            )
+            logurulogger.add(
+                os.path.join(self.log_path, "info.log.{time:YYYY-MM-DD}"),
+                format=LOG_FORMAT,
+                level=logging.INFO,
+                rotation="00:00",
+                retention="1 week",
+                enqueue=True
+            )
+        logurulogger.add(
+            sys.stdout,
+            format=LOG_FORMAT,
+            level=logging.DEBUG,
+            colorize=True,
+        )
+
+        logurulogger.add(self._log_to_redis, level="INFO", format=LOG_FORMAT)
+        self.logger = logurulogger
+        
+
+    def _log_to_redis(self, message):
+        """将日志写入 Redis 列表"""
+        try:
+            self.redis_client.rpush(f"nlp.logger.{config.env_version}.log", json.dumps({"message": message}))
+        except redis.exceptions.ConnectionError as e:
+            logger.error(f"write {message} Redis connection error: {e}")
+        except redis.exceptions.TimeoutError as e:
+            logger.error(f"write {message} Redis operation timed out: {e}")
+        except Exception as e:
+            logger.error(f"write {message} Unexpected error: {e}")
+
+    def _reset_log_handler(self):
+        for log in LOG_NAME:
+            logger = logging.getLogger(log)
+            logger.handlers = [InterceptHandler()]
+
+    def getlogger(self):
+        return self.logger 
+
+logger = Logging().getlogger()
+
diff --git a/utils/loop_frame_tool.py b/utils/loop_frame_tool.py
new file mode 100644
index 0000000..e69de29