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langchain/tests/integration_tests/chains/test_graph_database.py

61 lines
1.7 KiB
Python

"""Test Graph Database Chain."""
import os
from langchain.chains.graph_qa.cypher import GraphCypherQAChain
from langchain.graphs import Neo4jGraph
from langchain.llms.openai import OpenAI
def test_connect_neo4j() -> None:
"""Test that Neo4j database is correctly instantiated and connected."""
url = os.environ.get("NEO4J_URL")
username = os.environ.get("NEO4J_USERNAME")
password = os.environ.get("NEO4J_PASSWORD")
assert url is not None
assert username is not None
assert password is not None
graph = Neo4jGraph(
url=url,
username=username,
password=password,
)
output = graph.query(
"""
RETURN "test" AS output
"""
)
expected_output = [{"output": "test"}]
assert output == expected_output
def test_cypher_generating_run() -> None:
"""Test that Cypher statement is correctly generated and executed."""
url = os.environ.get("NEO4J_URL")
username = os.environ.get("NEO4J_USERNAME")
password = os.environ.get("NEO4J_PASSWORD")
assert url is not None
assert username is not None
assert password is not None
graph = Neo4jGraph(
url=url,
username=username,
password=password,
)
# Delete all nodes in the graph
graph.query("MATCH (n) DETACH DELETE n")
# Create two nodes and a relationship
graph.query(
"CREATE (a:Actor {name:'Bruce Willis'})"
"-[:ACTED_IN]->(:Movie {title: 'Pulp Fiction'})"
)
# Refresh schema information
graph.refresh_schema()
chain = GraphCypherQAChain.from_llm(OpenAI(temperature=0), graph=graph)
output = chain.run("Who played in Pulp Fiction?")
expected_output = " Bruce Willis played in Pulp Fiction."
assert output == expected_output