Astra DB
DataStax Astra DB is a serverless vector-capable database built on Cassandra and made conveniently available through an easy-to-use JSON API.
This notebook goes over how to use Astra DB to store chat message history.
Setting up
To run this notebook you need a running Astra DB. Get the connection secrets on your Astra dashboard:
- the API Endpoint looks like
https://01234567-89ab-cdef-0123-456789abcdef-us-east1.apps.astra.datastax.com
; - the Token looks like
AstraCS:6gBhNmsk135...
.
%pip install --upgrade --quiet "astrapy>=0.7.1 langchain-community"
Set up the database connection parameters and secrets
import getpass
ASTRA_DB_API_ENDPOINT = input("ASTRA_DB_API_ENDPOINT = ")
ASTRA_DB_APPLICATION_TOKEN = getpass.getpass("ASTRA_DB_APPLICATION_TOKEN = ")
ASTRA_DB_API_ENDPOINT = https://01234567-89ab-cdef-0123-456789abcdef-us-east1.apps.astra.datastax.com
ASTRA_DB_APPLICATION_TOKEN = ········
Depending on whether local or cloud-based Astra DB, create the corresponding database connection "Session" object.
Example
from langchain_community.chat_message_histories import AstraDBChatMessageHistory
message_history = AstraDBChatMessageHistory(
session_id="test-session",
api_endpoint=ASTRA_DB_API_ENDPOINT,
token=ASTRA_DB_APPLICATION_TOKEN,
)
message_history.add_user_message("hi!")
message_history.add_ai_message("whats up?")
API Reference:AstraDBChatMessageHistory
message_history.messages
[HumanMessage(content='hi!'), AIMessage(content='whats up?')]