# Copyright (c) "Neo4j" # Neo4j Sweden AB [https://neo4j.com] # # # 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 # # # https://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. from __future__ import annotations from typing import Any import neo4j from neo4j import GraphDatabase from qdrant_client import QdrantClient, models from ..utils import build_data_objects, populate_neo4j def populate_dbs( neo4j_driver: neo4j.Driver, client: QdrantClient, collection_name: str = "Jeopardy" ) -> None: neo4j_objects, question_objs = build_data_objects("qdrant") if client.collection_exists(collection_name): client.delete_collection(collection_name) client.create_collection( collection_name=collection_name, vectors_config=models.VectorParams(size=384, distance=models.Distance.COSINE), ) populate_qdrant(client, question_objs, collection_name) populate_neo4j(neo4j_driver, neo4j_objects) def populate_qdrant( client: QdrantClient, question_objs: list[Any], collection_name: str ) -> None: client.upsert(collection_name=collection_name, points=question_objs) if __name__ == "__main__": NEO4J_AUTH = ("neo4j", "password") NEO4J_URL = "neo4j://localhost:7687" with GraphDatabase.driver(NEO4J_URL, auth=NEO4J_AUTH) as neo4j_driver: populate_dbs(neo4j_driver, QdrantClient(url="http://localhost:6333"))