""" 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 logging import os import sys from datetime import datetime, timezone import pytest from dotenv import load_dotenv from graphiti_core.edges import EntityEdge, EpisodicEdge from graphiti_core.graphiti import Graphiti from graphiti_core.helpers import semaphore_gather from graphiti_core.nodes import EntityNode, EpisodicNode from graphiti_core.search.search_config_recipes import ( COMBINED_HYBRID_SEARCH_CROSS_ENCODER, ) from graphiti_core.search.search_filters import SearchFilters 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 @pytest.mark.asyncio async def test_graphiti_init(): logger = setup_logging() graphiti = Graphiti(NEO4J_URI, NEO4j_USER, NEO4j_PASSWORD) results = await graphiti._search( 'My name is Alice', COMBINED_HYBRID_SEARCH_CROSS_ENCODER, group_ids=['test'], search_filter=SearchFilters(node_labels=['Entity']), ) pretty_results = { 'edges': [edge.fact for edge in results.edges], 'nodes': [node.name for node in results.nodes], 'communities': [community.name for community in results.communities], } logger.info(pretty_results) await graphiti.close() @pytest.mark.asyncio async def test_graph_integration(): client = Graphiti(NEO4J_URI, NEO4j_USER, NEO4j_PASSWORD) embedder = client.embedder driver = client.driver now = datetime.now(timezone.utc) 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 semaphore_gather(*[node.save(driver) for node in nodes]) await semaphore_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 semaphore_gather(*[node.delete(driver) for node in nodes]) await semaphore_gather(*[edge.delete(driver) for edge in edges])