import random from pymilvus import Milvus, DataType dim = 128 name = "sift_1m_128_l2" def generate_values(data_type, vectors, ids): values = None if data_type in [DataType.INT32, DataType.INT64]: values = ids elif data_type in [DataType.FLOAT, DataType.DOUBLE]: values = [(i + 0.0) for i in ids] elif data_type in [DataType.FLOAT_VECTOR, DataType.BINARY_VECTOR]: values = vectors return values def generate_entities(info, vectors, ids=None): entities = [] for field in info["fields"]: if field["name"] == "_id": continue field_type = field["type"] entities.append( {"name": field["name"], "type": field_type, "values": generate_values(field_type, vectors, ids)}) return entities m = Milvus(host="127.0.0.1") info = m.describe_collection(name) print(info) ids = [random.randint(1, 10000000)] X = [[random.random() for _ in range(dim)] for _ in range(1)] entities = generate_entities(info, X, ids) print(entities) m.insert(name, entities, ids=ids)