codekingpro/portable-devtools
114k
1import json2import logging3from typing import List, Optional4 5from langchain_core.chat_history import BaseChatMessageHistory6from langchain_core.messages import (7 BaseMessage,8 message_to_dict,9 messages_from_dict,10)11 12from langchain_community.utilities.redis import get_client13 14logger = logging.getLogger(__name__)15 16 17class RedisChatMessageHistory(BaseChatMessageHistory):18 """Chat message history stored in a Redis database.19 20 Setup:21 Install ``redis`` python package.22 23 .. code-block:: bash24 25 pip install redis26 27 Instantiate:28 .. code-block:: python29 30 from langchain_community.chat_message_histories import RedisChatMessageHistory31 32 history = RedisChatMessageHistory(33 session_id = "your-session-id",34 url="redis://your-host:your-port:your-database", # redis://localhost:6379/035 )36 37 Add and retrieve messages:38 .. code-block:: python39 40 # Add single message41 history.add_message(message)42 43 # Add batch messages44 history.add_messages([message1, message2, message3, ...])45 46 # Add human message47 history.add_user_message(human_message)48 49 # Add ai message50 history.add_ai_message(ai_message)51 52 # Retrieve messages53 messages = history.messages54 """ # noqa: E50155 56 def __init__(57 self,58 session_id: str,59 url: str = "redis://localhost:6379/0",60 key_prefix: str = "message_store:",61 ttl: Optional[int] = None,62 ):63 """Initialize with a RedisChatMessageHistory instance.64 65 Args:66 session_id: str67 The ID for single chat session. Used to form keys with `key_prefix`.68 url: Optional[str]69 String parameter configuration for connecting to the redis.70 key_prefix: Optional[str]71 The prefix of the key, combined with `session id` to form the key.72 ttl: Optional[int]73 Set the expiration time of `key`, the unit is seconds.74 """75 try:76 import redis77 except ImportError:78 raise ImportError(79 "Could not import redis python package. "80 "Please install it with `pip install redis`."81 )82 83 try:84 self.redis_client = get_client(redis_url=url)85 except redis.exceptions.ConnectionError as error:86 logger.error(error)87 88 self.session_id = session_id89 self.key_prefix = key_prefix90 self.ttl = ttl91 92 @property93 def key(self) -> str:94 """Construct the record key to use"""95 return self.key_prefix + self.session_id96 97 @property98 def messages(self) -> List[BaseMessage]:99 """Retrieve the messages from Redis"""100 _items = self.redis_client.lrange(self.key, 0, -1)101 items = [json.loads(m.decode("utf-8")) for m in _items[::-1]]102 messages = messages_from_dict(items)103 return messages104 105 @messages.setter106 def messages(self, messages: List[BaseMessage]) -> None:107 raise NotImplementedError(108 "Direct assignment to 'messages' is not allowed."109 " Use the 'add_messages' instead."110 )111 112 def add_message(self, message: BaseMessage) -> None:113 """Append the message to the record in Redis"""114 self.redis_client.lpush(self.key, json.dumps(message_to_dict(message)))115 if self.ttl:116 self.redis_client.expire(self.key, self.ttl)117 118 def clear(self) -> None:119 """Clear session memory from Redis"""120 self.redis_client.delete(self.key)121 