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import os
from qdrant_client import QdrantClient
from langchain.embeddings import OpenAIEmbeddings
from langchain.vectorstores import Qdrant
embeddings = OpenAIEmbeddings()
client = QdrantClient(url="https://32f125d3-5ab1-4058-a10a-bd38a1ebd647.us-east-1-0.aws.cloud.qdrant.io",
api_key=os.getenv("QDRANT_API_KEY"))
def get_instance(collection: str = "test"):
return Qdrant(client=client,collection_name=collection,embeddings=embeddings)
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