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from qdrant_client import QdrantClient
from qdrant_client.models import Distance, VectorParams
class DBUpload:
def __init__(self, vector_size: int, collection_name: str):
self.client = QdrantClient(host="localhost", port=6333)
self.vector_size = vector_size
self.collection_name = collection_name
self.client.recreate_collection(
collection_name=collection_name,
vectors_config=VectorParams(size=vector_size, distance=Distance.COSINE),
)
def upsert_vectors(self, ids, vectors, payloads):
self.client.upload_collection(
collection_name=self.collection_name,
ids=ids,
vectors=vectors,
payload=payloads
)
def query_vector(self, vector):
print(type(vector))
vector = vector[0]
search_result = self.client.search(
collection_name=self.collection_name,
query_vector=vector,
limit=5
)
return search_result
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