55 lines
1.8 KiB
Python
55 lines
1.8 KiB
Python
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# Copyright (c) "Neo4j"
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# Neo4j Sweden AB [https://neo4j.com]
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# #
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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# #
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# https://www.apache.org/licenses/LICENSE-2.0
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# #
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from __future__ import annotations
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from typing import Any
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import neo4j
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from neo4j import GraphDatabase
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from qdrant_client import QdrantClient, models
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from ..utils import build_data_objects, populate_neo4j
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def populate_dbs(
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neo4j_driver: neo4j.Driver, client: QdrantClient, collection_name: str = "Jeopardy"
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) -> None:
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neo4j_objects, question_objs = build_data_objects("qdrant")
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if client.collection_exists(collection_name):
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client.delete_collection(collection_name)
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client.create_collection(
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collection_name=collection_name,
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vectors_config=models.VectorParams(size=384, distance=models.Distance.COSINE),
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)
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populate_qdrant(client, question_objs, collection_name)
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populate_neo4j(neo4j_driver, neo4j_objects)
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def populate_qdrant(
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client: QdrantClient, question_objs: list[Any], collection_name: str
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) -> None:
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client.upsert(collection_name=collection_name, points=question_objs)
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if __name__ == "__main__":
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NEO4J_AUTH = ("neo4j", "password")
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NEO4J_URL = "neo4j://localhost:7687"
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with GraphDatabase.driver(NEO4J_URL, auth=NEO4J_AUTH) as neo4j_driver:
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populate_dbs(neo4j_driver, QdrantClient(url="http://localhost:6333"))
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