59 lines
1.8 KiB
Python
59 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 pinecone import Pinecone, ServerlessSpec
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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, pc_client: Pinecone, index_name: str = "jeopardy"
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) -> None:
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neo4j_objects, pc_question_objs = build_data_objects("pinecone")
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pc_client.create_index(
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name=index_name,
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dimension=384,
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metric="cosine",
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spec=ServerlessSpec(cloud="aws", region="us-east-1"),
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)
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# Populate Pinecone
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populate_pinecone(pc_client, pc_question_objs, index_name)
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# Populate Neo4j
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populate_neo4j(neo4j_driver, neo4j_objects)
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def populate_pinecone(
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pc_client: Pinecone, pc_question_objs: list[Any], index_name: str
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) -> None:
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index = pc_client.Index(index_name)
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index.upsert(vectors=pc_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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PC_API_KEY = "API_KEY"
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with GraphDatabase.driver(NEO4J_URL, auth=NEO4J_AUTH) as neo4j_driver:
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pc_client = Pinecone(PC_API_KEY)
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populate_dbs(neo4j_driver, pc_client)
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