참고소스 수정본

참고/neo4j-graphrag-python-main/tests/e2e/qdrant_e2e/populate_dbs.py

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+#  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"))