""" 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 datetime import datetime import pytest from dotenv import load_dotenv from graphiti_core.edges import EntityEdge, EpisodicEdge from graphiti_core.graphiti import Graphiti from graphiti_core.nodes import EntityNode, EpisodicNode pytestmark = pytest.mark.integration pytest_plugins = ('pytest_asyncio',) load_dotenv() NEO4J_URI = os.getenv('NEO4J_URI') NEO4j_USER = os.getenv('NEO4J_USER') NEO4j_PASSWORD = os.getenv('NEO4J_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 def format_context(facts): formatted_string = '' formatted_string += 'FACTS:\n' for fact in facts: formatted_string += f' - {fact}\n' formatted_string += '\n' return formatted_string.strip() @pytest.mark.asyncio async def test_graphiti_init(): logger = setup_logging() graphiti = Graphiti(NEO4J_URI, NEO4j_USER, NEO4j_PASSWORD) edges = await graphiti.search('Freakenomics guest') logger.info('\nQUERY: Freakenomics guest\n' + format_context([edge.fact for edge in edges])) edges = await graphiti.search('tania tetlow\n') logger.info('\nQUERY: Tania Tetlow\n' + format_context([edge.fact for edge in edges])) edges = await graphiti.search('issues with higher ed') logger.info('\nQUERY: issues with higher ed\n' + format_context([edge.fact for edge in edges])) graphiti.close() @pytest.mark.asyncio async def test_graph_integration(): client = Graphiti(NEO4J_URI, NEO4j_USER, NEO4j_PASSWORD) embedder = client.llm_client.get_embedder() driver = client.driver now = datetime.now() episode = EpisodicNode( name='test_episode', labels=[], created_at=now, valid_at=now, source='message', source_description='conversation message', content='Alice likes Bob', entity_edges=[], ) alice_node = EntityNode( name='Alice', labels=[], created_at=now, summary='Alice summary', ) bob_node = EntityNode(name='Bob', labels=[], created_at=now, summary='Bob summary') episodic_edge_1 = EpisodicEdge( source_node_uuid=episode.uuid, target_node_uuid=alice_node.uuid, created_at=now ) episodic_edge_2 = EpisodicEdge( source_node_uuid=episode.uuid, target_node_uuid=bob_node.uuid, created_at=now ) entity_edge = EntityEdge( source_node_uuid=alice_node.uuid, target_node_uuid=bob_node.uuid, created_at=now, name='likes', fact='Alice likes Bob', episodes=[], expired_at=now, valid_at=now, invalid_at=now, ) await entity_edge.generate_embedding(embedder) nodes = [episode, alice_node, bob_node] edges = [episodic_edge_1, episodic_edge_2, entity_edge] # test save await asyncio.gather(*[node.save(driver) for node in nodes]) await asyncio.gather(*[edge.save(driver) for edge in edges]) # test get assert await EpisodicNode.get_by_uuid(driver, episode.uuid) is not None assert await EntityNode.get_by_uuid(driver, alice_node.uuid) is not None assert await EpisodicEdge.get_by_uuid(driver, episodic_edge_1.uuid) is not None assert await EntityEdge.get_by_uuid(driver, entity_edge.uuid) is not None # test delete await asyncio.gather(*[node.delete(driver) for node in nodes]) await asyncio.gather(*[edge.delete(driver) for edge in edges])