langchain/tests/integration_tests/memory/test_mongodb.py

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import json
import os
from langchain.memory import ConversationBufferMemory
from langchain.memory.chat_message_histories import MongoDBChatMessageHistory
from langchain.schema.messages import _message_to_dict
# Replace these with your mongodb connection string
connection_string = os.environ["MONGODB_CONNECTION_STRING"]
def test_memory_with_message_store() -> None:
"""Test the memory with a message store."""
# setup MongoDB as a message store
message_history = MongoDBChatMessageHistory(
connection_string=connection_string, session_id="test-session"
)
memory = ConversationBufferMemory(
memory_key="baz", chat_memory=message_history, return_messages=True
)
# add some messages
memory.chat_memory.add_ai_message("This is me, the AI")
memory.chat_memory.add_user_message("This is me, the human")
# get the message history from the memory store and turn it into a json
messages = memory.chat_memory.messages
messages_json = json.dumps([_message_to_dict(msg) for msg in messages])
assert "This is me, the AI" in messages_json
assert "This is me, the human" in messages_json
# remove the record from Azure Cosmos DB, so the next test run won't pick it up
memory.chat_memory.clear()
assert memory.chat_memory.messages == []