You cannot select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
langchain/libs/community/langchain_community/chat_message_histories/cassandra.py

89 lines
2.8 KiB
Python

"""Cassandra-based chat message history, based on cassIO."""
from __future__ import annotations
import json
import typing
import uuid
from typing import List
if typing.TYPE_CHECKING:
from cassandra.cluster import Session
from langchain_core.chat_history import BaseChatMessageHistory
from langchain_core.messages import (
BaseMessage,
message_to_dict,
messages_from_dict,
)
DEFAULT_TABLE_NAME = "message_store"
DEFAULT_TTL_SECONDS = None
class CassandraChatMessageHistory(BaseChatMessageHistory):
"""Chat message history that stores history in Cassandra.
Args:
session_id: arbitrary key that is used to store the messages
of a single chat session.
session: a Cassandra `Session` object (an open DB connection)
keyspace: name of the keyspace to use.
table_name: name of the table to use.
ttl_seconds: time-to-live (seconds) for automatic expiration
of stored entries. None (default) for no expiration.
"""
def __init__(
self,
session_id: str,
session: Session,
keyspace: str,
table_name: str = DEFAULT_TABLE_NAME,
ttl_seconds: typing.Optional[int] = DEFAULT_TTL_SECONDS,
) -> None:
try:
from cassio.table import ClusteredCassandraTable
except (ImportError, ModuleNotFoundError):
raise ImportError(
"Could not import cassio python package. "
"Please install it with `pip install cassio`."
)
self.session_id = session_id
self.ttl_seconds = ttl_seconds
self.table = ClusteredCassandraTable(
session=session,
keyspace=keyspace,
table=table_name,
ttl_seconds=ttl_seconds,
primary_key_type=["TEXT", "TIMEUUID"],
ordering_in_partition="DESC",
)
@property
def messages(self) -> List[BaseMessage]: # type: ignore
"""Retrieve all session messages from DB"""
# The latest are returned, in chronological order
message_blobs = [
row["body_blob"]
for row in self.table.get_partition(
partition_id=self.session_id,
)
][::-1]
items = [json.loads(message_blob) for message_blob in message_blobs]
messages = messages_from_dict(items)
return messages
def add_message(self, message: BaseMessage) -> None:
"""Write a message to the table"""
this_row_id = uuid.uuid1()
self.table.put(
partition_id=self.session_id,
row_id=this_row_id,
body_blob=json.dumps(message_to_dict(message)),
ttl_seconds=self.ttl_seconds,
)
def clear(self) -> None:
"""Clear session memory from DB"""
self.table.delete_partition(self.session_id)