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import uuid
import logging
from towhee.operator import PyOperator
from pymilvus import connections, Collection
logger = logging.getLogger()
class MilvusClient(PyOperator):
"""
Milvus ANN index class.
"""
def __init__(self, host: str, port: int, collection_name: str):
self._host = host
self._port = port
self._collection_name = collection_name
self._connect_name = uuid.uuid4().hex
connections.connect(alias=self._connect_name, host=self._host, port=self._port)
self._collection = Collection(self._collection_name, using=self._connect_name)
def __call__(self, *data):
"""
Insert data to Milvus.
Args:
data (`list`):
The data to insert into milvus.
Returns:
A MutationResult object contains `insert_count` represents how many and a `primary_keys` of primary keys.
"""
row = []
for item in data:
row.append([item])
mr = self._collection.insert(row)
if mr.err_count > 0:
raise RuntimeError("Insert to milvus failed")
return None