# import qdrant_client from qdrant_client import QdrantClient # client = qdrant_client.QdrantClient(path="/tmp/total_qdrant/") client = QdrantClient( url="https://3576f3c3-dbe2-46d2-a0a1-9b9fa9b1b5e4.us-east4-0.gcp.cloud.qdrant.io", # api_key="th0__GAZkpGRP0QSL2QwB0g_vr0ATvY-sd2Gre5VBUk8-vExdsYsYQ" api_key="P3fogU3lh6huvYb8ASmMZxD0dcWoecGgSKhyT8zpXMAd1aMHxsmK8Q" # ":memory:" )