query()
This method conducts a vector query in a specified partition.
Invocation
query(expr, output_fields=None, timeout=None, **kwargs)
Parameters
| Parameter | Description | Type | Required |
|---|---|---|---|
expr | Boolean expression to filter the data. | String | True |
output_fields | List of names of fields to output. | list[String] | False |
timeout | An optional duration of time in seconds to allow for the RPC. If it is set to None, the client keeps waiting until the server responds or error occurs. | Float | False |
kwargs: consistency_level | Consistency level used in the search. | String/Integer | False |
kwargs: guarantee_timestamp | Milvus searches on the data view before this timestamp when it is provided. Otherwise, Milvus searches on the most updated data view. This parameter can only be used in the Customized level of consistency. | Integer | False |
kwargs: graceful_time | Milvus will use current timestamp minus the graceful_time as the guarantee_timestamp for search. This parameter can only be used in the Bounded level of consistency. | Integer | False |
kwargs: travel_timestamp | Timestamp that is used for Time Travel. Users can specify a timestamp in a search to get results based on a data view at a specified point in time. | Integer | False |
Return
A list that contains all results.
Raises
RpcError: error if gRPC encounter an error.ParamError: error if the parameters are invalid.BaseException: error if the return result from server is not ok.
Example
from pymilvus import Partition
partition = Partition("novel")
res = partition.query(
expr = "book_id in [2,4,6,8]",
output_fields = ["book_id", "book_intro"],
consistency_level="Strong"
)
sorted_res = sorted(res, key=lambda k: k['book_id'])
sorted_res