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from langchain_community.graphs.neo4j_graph import Neo4jGraph
SCHEMA_QUERY = """
CALL llm_util.schema("raw")
YIELD *
RETURN *
"""
class MemgraphGraph(Neo4jGraph):
"""Memgraph wrapper for graph operations.
*Security note*: Make sure that the database connection uses credentials
that are narrowly-scoped to only include necessary permissions.
Failure to do so may result in data corruption or loss, since the calling
code may attempt commands that would result in deletion, mutation
of data if appropriately prompted or reading sensitive data if such
data is present in the database.
The best way to guard against such negative outcomes is to (as appropriate)
limit the permissions granted to the credentials used with this tool.
See https://python.langchain.com/docs/security for more information.
"""
def __init__(
self, url: str, username: str, password: str, *, database: str = "memgraph"
) -> None:
"""Create a new Memgraph graph wrapper instance."""
super().__init__(url, username, password, database=database)
def refresh_schema(self) -> None:
"""
Refreshes the Memgraph graph schema information.
"""
db_structured_schema = self.query(SCHEMA_QUERY)[0].get("schema")
assert db_structured_schema is not None
self.structured_schema = db_structured_schema
# Format node properties
formatted_node_props = []
for node_name, properties in db_structured_schema["node_props"].items():
formatted_node_props.append(
f"Node name: '{node_name}', Node properties: {properties}"
)
# Format relationship properties
formatted_rel_props = []
for rel_name, properties in db_structured_schema["rel_props"].items():
formatted_rel_props.append(
f"Relationship name: '{rel_name}', "
f"Relationship properties: {properties}"
)
# Format relationships
formatted_rels = [
f"(:{rel['start']})-[:{rel['type']}]->(:{rel['end']})"
for rel in db_structured_schema["relationships"]
]
self.schema = "\n".join(
[
"Node properties are the following:",
*formatted_node_props,
"Relationship properties are the following:",
*formatted_rel_props,
"The relationships are the following:",
*formatted_rels,
]
)
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