langchain_mongodb.chat_message_histories
.MongoDBChatMessageHistory¶
- class langchain_mongodb.chat_message_histories.MongoDBChatMessageHistory(connection_string: str, session_id: str, database_name: str = 'chat_history', collection_name: str = 'message_store', *, session_id_key: str = 'SessionId', history_key: str = 'History', create_index: bool = True, index_kwargs: Optional[Dict] = None)[source]¶
Chat message history that stores history in MongoDB.
- Setup:
Install
langchain-mongodb
python package.pip install langchain-mongodb
- Instantiate:
from langchain_mongodb import MongoDBChatMessageHistory history = MongoDBChatMessageHistory( connection_string="mongodb://your-host:your-port/", # mongodb://localhost:27017/ session_id = "your-session-id", )
- Add and retrieve messages:
# Add single message history.add_message(message) # Add batch messages history.add_messages([message1, message2, message3, ...]) # Add human message history.add_user_message(human_message) # Add ai message history.add_ai_message(ai_message) # Retrieve messages messages = history.messages
Initialize with a MongoDBChatMessageHistory instance.
- Parameters
connection_string (str) – str connection string to connect to MongoDB.
session_id (str) –
str arbitrary key that is used to store the messages of
a single chat session.
database_name (str) – Optional[str] name of the database to use.
collection_name (str) – Optional[str] name of the collection to use.
session_id_key (str) – Optional[str] name of the field that stores the session id.
history_key (str) – Optional[str] name of the field that stores the chat history.
create_index (bool) – Optional[bool] whether to create an index on the session id field.
index_kwargs (Optional[Dict]) – Optional[Dict] additional keyword arguments to pass to the index creation.
Attributes
messages
Retrieve the messages from MongoDB
Methods
__init__
(connection_string, session_id[, ...])Initialize with a MongoDBChatMessageHistory instance.
aadd_messages
(messages)Async add a list of messages.
aclear
()Async remove all messages from the store
add_ai_message
(message)Convenience method for adding an AI message string to the store.
add_message
(message)Append the message to the record in MongoDB
add_messages
(messages)Add a list of messages.
add_user_message
(message)Convenience method for adding a human message string to the store.
Async version of getting messages.
clear
()Clear session memory from MongoDB
- __init__(connection_string: str, session_id: str, database_name: str = 'chat_history', collection_name: str = 'message_store', *, session_id_key: str = 'SessionId', history_key: str = 'History', create_index: bool = True, index_kwargs: Optional[Dict] = None)[source]¶
Initialize with a MongoDBChatMessageHistory instance.
- Parameters
connection_string (str) – str connection string to connect to MongoDB.
session_id (str) –
str arbitrary key that is used to store the messages of
a single chat session.
database_name (str) – Optional[str] name of the database to use.
collection_name (str) – Optional[str] name of the collection to use.
session_id_key (str) – Optional[str] name of the field that stores the session id.
history_key (str) – Optional[str] name of the field that stores the chat history.
create_index (bool) – Optional[bool] whether to create an index on the session id field.
index_kwargs (Optional[Dict]) – Optional[Dict] additional keyword arguments to pass to the index creation.
- async aadd_messages(messages: Sequence[BaseMessage]) None ¶
Async add a list of messages.
- Parameters
messages (Sequence[BaseMessage]) – A sequence of BaseMessage objects to store.
- Return type
None
- async aclear() None ¶
Async remove all messages from the store
- Return type
None
- add_ai_message(message: Union[AIMessage, str]) None ¶
Convenience method for adding an AI message string to the store.
Please note that this is a convenience method. Code should favor the bulk add_messages interface instead to save on round-trips to the underlying persistence layer.
This method may be deprecated in a future release.
- Parameters
message (Union[AIMessage, str]) – The AI message to add.
- Return type
None
- add_message(message: BaseMessage) None [source]¶
Append the message to the record in MongoDB
- Parameters
message (BaseMessage) –
- Return type
None
- add_messages(messages: Sequence[BaseMessage]) None ¶
Add a list of messages.
Implementations should over-ride this method to handle bulk addition of messages in an efficient manner to avoid unnecessary round-trips to the underlying store.
- Parameters
messages (Sequence[BaseMessage]) – A sequence of BaseMessage objects to store.
- Return type
None
- add_user_message(message: Union[HumanMessage, str]) None ¶
Convenience method for adding a human message string to the store.
Please note that this is a convenience method. Code should favor the bulk add_messages interface instead to save on round-trips to the underlying persistence layer.
This method may be deprecated in a future release.
- Parameters
message (Union[HumanMessage, str]) – The human message to add to the store.
- Return type
None
- async aget_messages() List[BaseMessage] ¶
Async version of getting messages.
Can over-ride this method to provide an efficient async implementation.
In general, fetching messages may involve IO to the underlying persistence layer.
- Return type
List[BaseMessage]