- import functools
 - import logging
 - from collections.abc import Callable
 - from datetime import timedelta
 - from typing import TYPE_CHECKING, Any, Union
 - 
 - import redis
 - from redis import RedisError
 - from redis.cache import CacheConfig
 - from redis.cluster import ClusterNode, RedisCluster
 - from redis.connection import Connection, SSLConnection
 - from redis.lock import Lock
 - from redis.sentinel import Sentinel
 - 
 - from configs import dify_config
 - from dify_app import DifyApp
 - 
 - if TYPE_CHECKING:
 -     from redis.lock import Lock
 - 
 - logger = logging.getLogger(__name__)
 - 
 - 
 - class RedisClientWrapper:
 -     """
 -     A wrapper class for the Redis client that addresses the issue where the global
 -     `redis_client` variable cannot be updated when a new Redis instance is returned
 -     by Sentinel.
 - 
 -     This class allows for deferred initialization of the Redis client, enabling the
 -     client to be re-initialized with a new instance when necessary. This is particularly
 -     useful in scenarios where the Redis instance may change dynamically, such as during
 -     a failover in a Sentinel-managed Redis setup.
 - 
 -     Attributes:
 -         _client: The actual Redis client instance. It remains None until
 -                  initialized with the `initialize` method.
 - 
 -     Methods:
 -         initialize(client): Initializes the Redis client if it hasn't been initialized already.
 -         __getattr__(item): Delegates attribute access to the Redis client, raising an error
 -                            if the client is not initialized.
 -     """
 - 
 -     _client: Union[redis.Redis, RedisCluster, None]
 - 
 -     def __init__(self) -> None:
 -         self._client = None
 - 
 -     def initialize(self, client: Union[redis.Redis, RedisCluster]) -> None:
 -         if self._client is None:
 -             self._client = client
 - 
 -     if TYPE_CHECKING:
 -         # Type hints for IDE support and static analysis
 -         # These are not executed at runtime but provide type information
 -         def get(self, name: str | bytes) -> Any: ...
 - 
 -         def set(
 -             self,
 -             name: str | bytes,
 -             value: Any,
 -             ex: int | None = None,
 -             px: int | None = None,
 -             nx: bool = False,
 -             xx: bool = False,
 -             keepttl: bool = False,
 -             get: bool = False,
 -             exat: int | None = None,
 -             pxat: int | None = None,
 -         ) -> Any: ...
 - 
 -         def setex(self, name: str | bytes, time: int | timedelta, value: Any) -> Any: ...
 -         def setnx(self, name: str | bytes, value: Any) -> Any: ...
 -         def delete(self, *names: str | bytes) -> Any: ...
 -         def incr(self, name: str | bytes, amount: int = 1) -> Any: ...
 -         def expire(
 -             self,
 -             name: str | bytes,
 -             time: int | timedelta,
 -             nx: bool = False,
 -             xx: bool = False,
 -             gt: bool = False,
 -             lt: bool = False,
 -         ) -> Any: ...
 -         def lock(
 -             self,
 -             name: str,
 -             timeout: float | None = None,
 -             sleep: float = 0.1,
 -             blocking: bool = True,
 -             blocking_timeout: float | None = None,
 -             thread_local: bool = True,
 -         ) -> Lock: ...
 -         def zadd(
 -             self,
 -             name: str | bytes,
 -             mapping: dict[str | bytes | int | float, float | int | str | bytes],
 -             nx: bool = False,
 -             xx: bool = False,
 -             ch: bool = False,
 -             incr: bool = False,
 -             gt: bool = False,
 -             lt: bool = False,
 -         ) -> Any: ...
 -         def zremrangebyscore(self, name: str | bytes, min: float | str, max: float | str) -> Any: ...
 -         def zcard(self, name: str | bytes) -> Any: ...
 -         def getdel(self, name: str | bytes) -> Any: ...
 - 
 -     def __getattr__(self, item: str) -> Any:
 -         if self._client is None:
 -             raise RuntimeError("Redis client is not initialized. Call init_app first.")
 -         return getattr(self._client, item)
 - 
 - 
 - redis_client: RedisClientWrapper = RedisClientWrapper()
 - 
 - 
 - def init_app(app: DifyApp):
 -     global redis_client
 -     connection_class: type[Union[Connection, SSLConnection]] = Connection
 -     if dify_config.REDIS_USE_SSL:
 -         connection_class = SSLConnection
 -     resp_protocol = dify_config.REDIS_SERIALIZATION_PROTOCOL
 -     if dify_config.REDIS_ENABLE_CLIENT_SIDE_CACHE:
 -         if resp_protocol >= 3:
 -             clientside_cache_config = CacheConfig()
 -         else:
 -             raise ValueError("Client side cache is only supported in RESP3")
 -     else:
 -         clientside_cache_config = None
 - 
 -     redis_params: dict[str, Any] = {
 -         "username": dify_config.REDIS_USERNAME,
 -         "password": dify_config.REDIS_PASSWORD or None,  # Temporary fix for empty password
 -         "db": dify_config.REDIS_DB,
 -         "encoding": "utf-8",
 -         "encoding_errors": "strict",
 -         "decode_responses": False,
 -         "protocol": resp_protocol,
 -         "cache_config": clientside_cache_config,
 -     }
 - 
 -     if dify_config.REDIS_USE_SENTINEL:
 -         assert dify_config.REDIS_SENTINELS is not None, "REDIS_SENTINELS must be set when REDIS_USE_SENTINEL is True"
 -         assert dify_config.REDIS_SENTINEL_SERVICE_NAME is not None, (
 -             "REDIS_SENTINEL_SERVICE_NAME must be set when REDIS_USE_SENTINEL is True"
 -         )
 -         sentinel_hosts = [
 -             (node.split(":")[0], int(node.split(":")[1])) for node in dify_config.REDIS_SENTINELS.split(",")
 -         ]
 -         sentinel = Sentinel(
 -             sentinel_hosts,
 -             sentinel_kwargs={
 -                 "socket_timeout": dify_config.REDIS_SENTINEL_SOCKET_TIMEOUT,
 -                 "username": dify_config.REDIS_SENTINEL_USERNAME,
 -                 "password": dify_config.REDIS_SENTINEL_PASSWORD,
 -             },
 -         )
 -         master = sentinel.master_for(dify_config.REDIS_SENTINEL_SERVICE_NAME, **redis_params)
 -         redis_client.initialize(master)
 -     elif dify_config.REDIS_USE_CLUSTERS:
 -         assert dify_config.REDIS_CLUSTERS is not None, "REDIS_CLUSTERS must be set when REDIS_USE_CLUSTERS is True"
 -         nodes = [
 -             ClusterNode(host=node.split(":")[0], port=int(node.split(":")[1]))
 -             for node in dify_config.REDIS_CLUSTERS.split(",")
 -         ]
 -         redis_client.initialize(
 -             RedisCluster(
 -                 startup_nodes=nodes,
 -                 password=dify_config.REDIS_CLUSTERS_PASSWORD,
 -                 protocol=resp_protocol,
 -                 cache_config=clientside_cache_config,
 -             )
 -         )
 -     else:
 -         redis_params.update(
 -             {
 -                 "host": dify_config.REDIS_HOST,
 -                 "port": dify_config.REDIS_PORT,
 -                 "connection_class": connection_class,
 -                 "protocol": resp_protocol,
 -                 "cache_config": clientside_cache_config,
 -             }
 -         )
 -         pool = redis.ConnectionPool(**redis_params)
 -         redis_client.initialize(redis.Redis(connection_pool=pool))
 - 
 -     app.extensions["redis"] = redis_client
 - 
 - 
 - def redis_fallback(default_return: Any = None):
 -     """
 -     decorator to handle Redis operation exceptions and return a default value when Redis is unavailable.
 - 
 -     Args:
 -         default_return: The value to return when a Redis operation fails. Defaults to None.
 -     """
 - 
 -     def decorator(func: Callable):
 -         @functools.wraps(func)
 -         def wrapper(*args, **kwargs):
 -             try:
 -                 return func(*args, **kwargs)
 -             except RedisError as e:
 -                 logger.warning("Redis operation failed in %s: %s", func.__name__, str(e), exc_info=True)
 -                 return default_return
 - 
 -         return wrapper
 - 
 -     return decorator
 
 
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