{"library":"qdrant-client","install":[{"cmd":"pip install qdrant-client","imports":["from qdrant_client import QdrantClient\nfrom qdrant_client.models import Distance, VectorParams, PointStruct, QueryRequest\nclient = QdrantClient(':memory:')\nresults = client.query_points(collection_name='my_col', query=[0.1, 0.2], limit=5)","client.upload_points(collection_name='my_col', points=[PointStruct(id=1, vector=[0.1, 0.2], payload={'text': 'hello'})])"]},{"cmd":"pip install 'qdrant-client[fastembed]'","imports":[]}]}