""" Copyright 2024, Zep Software, Inc. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import asyncio import logging import os import sys from dotenv import load_dotenv from examples.multi_session_conversation_memory.parse_msc_messages import ( ParsedMscMessage, parse_msc_messages, ) from graphiti_core import Graphiti load_dotenv() neo4j_uri = os.environ.get('NEO4J_URI') or 'bolt://localhost:7687' neo4j_user = os.environ.get('NEO4J_USER') or 'neo4j' neo4j_password = os.environ.get('NEO4J_PASSWORD') or 'password' def setup_logging(): # Create a logger logger = logging.getLogger() logger.setLevel(logging.INFO) # Set the logging level to INFO # Create console handler and set level to INFO console_handler = logging.StreamHandler(sys.stdout) console_handler.setLevel(logging.INFO) # Create formatter formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s') # Add formatter to console handler console_handler.setFormatter(formatter) # Add console handler to logger logger.addHandler(console_handler) return logger async def add_conversation(graphiti: Graphiti, group_id: str, messages: list[ParsedMscMessage]): for i, message in enumerate(messages): await graphiti.add_episode( name=f'Message {group_id + "-" + str(i)}', episode_body=f'{message.speaker_name}: {message.content}', reference_time=message.actual_timestamp, source_description='Multi-Session Conversation', group_id=group_id, ) async def main(): setup_logging() graphiti = Graphiti(neo4j_uri, neo4j_user, neo4j_password) msc_messages = parse_msc_messages() i = 0 while i <= 490: msc_message_slice = msc_messages[i : i + 10] group_ids = range(len(msc_messages))[i : i + 10] await asyncio.gather( *[ add_conversation(graphiti, str(group_id), messages) for group_id, messages in zip(group_ids, msc_message_slice) ] ) i += 10 # build communities # await client.build_communities() asyncio.run(main())