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from open_webui.config import VECTOR_DB
if VECTOR_DB == "milvus":
from open_webui.retrieval.vector.dbs.milvus import MilvusClient
VECTOR_DB_CLIENT = MilvusClient()
elif VECTOR_DB == "qdrant":
from open_webui.retrieval.vector.dbs.qdrant import QdrantClient
VECTOR_DB_CLIENT = QdrantClient()
elif VECTOR_DB == "opensearch":
from open_webui.retrieval.vector.dbs.opensearch import OpenSearchClient
VECTOR_DB_CLIENT = OpenSearchClient()
elif VECTOR_DB == "pgvector":
from open_webui.retrieval.vector.dbs.pgvector import PgvectorClient
VECTOR_DB_CLIENT = PgvectorClient()
else:
from open_webui.retrieval.vector.dbs.chroma import ChromaClient
VECTOR_DB_CLIENT = ChromaClient()