Class FeaturestoreOnlineServingServiceAsyncClient (1.7.1)

  FeaturestoreOnlineServingServiceAsyncClient 
 ( 
 * 
 , 
 credentials 
 : 
 Optional 
 [ 
 google 
 . 
 auth 
 . 
 credentials 
 . 
 Credentials 
 ] 
 = 
 None 
 , 
 transport 
 : 
 Union 
 [ 
 str 
 , 
 google 
 . 
 cloud 
 . 
 aiplatform_v1beta1 
 . 
 services 
 . 
 featurestore_online_serving_service 
 . 
 transports 
 . 
 base 
 . 
 FeaturestoreOnlineServingServiceTransport 
 ] 
 = 
 'grpc_asyncio' 
 , 
 client_options 
 : 
 Optional 
 [ 
 google 
 . 
 api_core 
 . 
 client_options 
 . 
 ClientOptions 
 ] 
 = 
 None 
 , 
 client_info 
 : 
 google 
 . 
 api_core 
 . 
 gapic_v1 
 . 
 client_info 
 . 
 ClientInfo 
 = 
< google 
 . 
 api_core 
 . 
 gapic_v1 
 . 
 client_info 
 . 
 ClientInfo 
 object 
> ) 
 

A service for serving online feature values.

Inheritance

builtins.object > FeaturestoreOnlineServingServiceAsyncClient

Properties

transport

Returns the transport used by the client instance.

Returns
Type Description
FeaturestoreOnlineServingServiceTransport The transport used by the client instance.

Methods

FeaturestoreOnlineServingServiceAsyncClient

  FeaturestoreOnlineServingServiceAsyncClient 
 ( 
 * 
 , 
 credentials 
 : 
 Optional 
 [ 
 google 
 . 
 auth 
 . 
 credentials 
 . 
 Credentials 
 ] 
 = 
 None 
 , 
 transport 
 : 
 Union 
 [ 
 str 
 , 
 google 
 . 
 cloud 
 . 
 aiplatform_v1beta1 
 . 
 services 
 . 
 featurestore_online_serving_service 
 . 
 transports 
 . 
 base 
 . 
 FeaturestoreOnlineServingServiceTransport 
 ] 
 = 
 'grpc_asyncio' 
 , 
 client_options 
 : 
 Optional 
 [ 
 google 
 . 
 api_core 
 . 
 client_options 
 . 
 ClientOptions 
 ] 
 = 
 None 
 , 
 client_info 
 : 
 google 
 . 
 api_core 
 . 
 gapic_v1 
 . 
 client_info 
 . 
 ClientInfo 
 = 
< google 
 . 
 api_core 
 . 
 gapic_v1 
 . 
 client_info 
 . 
 ClientInfo 
 object 
> ) 
 

Instantiates the featurestore online serving service client.

Parameters
Name Description
credentials Optional[google.auth.credentials.Credentials]

The authorization credentials to attach to requests. These credentials identify the application to the service; if none are specified, the client will attempt to ascertain the credentials from the environment.

transport Union[str, `.FeaturestoreOnlineServingServiceTransport`]

The transport to use. If set to None, a transport is chosen automatically.

client_options ClientOptions

Custom options for the client. It won't take effect if a transport instance is provided. (1) The api_endpoint property can be used to override the default endpoint provided by the client. GOOGLE_API_USE_MTLS_ENDPOINT environment variable can also be used to override the endpoint: "always" (always use the default mTLS endpoint), "never" (always use the default regular endpoint) and "auto" (auto switch to the default mTLS endpoint if client certificate is present, this is the default value). However, the api_endpoint property takes precedence if provided. (2) If GOOGLE_API_USE_CLIENT_CERTIFICATE environment variable is "true", then the client_cert_source property can be used to provide client certificate for mutual TLS transport. If not provided, the default SSL client certificate will be used if present. If GOOGLE_API_USE_CLIENT_CERTIFICATE is "false" or not set, no client certificate will be used.

Exceptions
Type Description
google.auth.exceptions.MutualTlsChannelError If mutual TLS transport creation failed for any reason.
  common_billing_account_path 
 ( 
 billing_account 
 : 
 str 
 ) 
 

Returns a fully-qualified billing_account string.

common_folder_path

  common_folder_path 
 ( 
 folder 
 : 
 str 
 ) 
 

Returns a fully-qualified folder string.

common_location_path

  common_location_path 
 ( 
 project 
 : 
 str 
 , 
 location 
 : 
 str 
 ) 
 

Returns a fully-qualified location string.

common_organization_path

  common_organization_path 
 ( 
 organization 
 : 
 str 
 ) 
 

Returns a fully-qualified organization string.

common_project_path

  common_project_path 
 ( 
 project 
 : 
 str 
 ) 
 

Returns a fully-qualified project string.

entity_type_path

  entity_type_path 
 ( 
 project 
 : 
 str 
 , 
 location 
 : 
 str 
 , 
 featurestore 
 : 
 str 
 , 
 entity_type 
 : 
 str 
 ) 
 

Returns a fully-qualified entity_type string.

  from_service_account_file 
 ( 
 filename 
 : 
 str 
 , 
 * 
 args 
 , 
 ** 
 kwargs 
 ) 
 

Creates an instance of this client using the provided credentials file.

Parameter
Name Description
filename str

The path to the service account private key json file.

Returns
Type Description
FeaturestoreOnlineServingServiceAsyncClient The constructed client.
  from_service_account_info 
 ( 
 info 
 : 
 dict 
 , 
 * 
 args 
 , 
 ** 
 kwargs 
 ) 
 

Creates an instance of this client using the provided credentials info.

Parameter
Name Description
info dict

The service account private key info.

Returns
Type Description
FeaturestoreOnlineServingServiceAsyncClient The constructed client.
  from_service_account_json 
 ( 
 filename 
 : 
 str 
 , 
 * 
 args 
 , 
 ** 
 kwargs 
 ) 
 

Creates an instance of this client using the provided credentials file.

Parameter
Name Description
filename str

The path to the service account private key json file.

Returns
Type Description
FeaturestoreOnlineServingServiceAsyncClient The constructed client.

get_transport_class

  get_transport_class 
 () 
 

Returns an appropriate transport class.

  parse_common_billing_account_path 
 ( 
 path 
 : 
 str 
 ) 
 

Parse a billing_account path into its component segments.

parse_common_folder_path

  parse_common_folder_path 
 ( 
 path 
 : 
 str 
 ) 
 

Parse a folder path into its component segments.

parse_common_location_path

  parse_common_location_path 
 ( 
 path 
 : 
 str 
 ) 
 

Parse a location path into its component segments.

parse_common_organization_path

  parse_common_organization_path 
 ( 
 path 
 : 
 str 
 ) 
 

Parse a organization path into its component segments.

parse_common_project_path

  parse_common_project_path 
 ( 
 path 
 : 
 str 
 ) 
 

Parse a project path into its component segments.

parse_entity_type_path

  parse_entity_type_path 
 ( 
 path 
 : 
 str 
 ) 
 

Parses a entity_type path into its component segments.

read_feature_values

  read_feature_values 
 ( 
 request 
 : 
 Optional 
 [ 
 Union 
 [ 
 google 
 . 
 cloud 
 . 
 aiplatform_v1beta1 
 . 
 types 
 . 
 featurestore_online_service 
 . 
 ReadFeatureValuesRequest 
 , 
 dict 
 ]] 
 = 
 None 
 , 
 * 
 , 
 entity_type 
 : 
 Optional 
 [ 
 str 
 ] 
 = 
 None 
 , 
 retry 
 : 
 Union 
 [ 
 google 
 . 
 api_core 
 . 
 retry 
 . 
 Retry 
 , 
 object 
 ] 
 = 
< _MethodDefault 
 . 
 _DEFAULT_VALUE 
 : 
< object 
 object 
>> , 
 timeout 
 : 
 Optional 
 [ 
 float 
 ] 
 = 
 None 
 , 
 metadata 
 : 
 Sequence 
 [ 
 Tuple 
 [ 
 str 
 , 
 str 
 ]] 
 = 
 ()) 
 

Reads Feature values of a specific entity of an EntityType. For reading feature values of multiple entities of an EntityType, please use StreamingReadFeatureValues.

Parameters
Name Description
request Union[ google.cloud.aiplatform_v1beta1.types.ReadFeatureValuesRequest , dict]

The request object. Request message for FeaturestoreOnlineServingService.ReadFeatureValues .

entity_type `str`

Required. The resource name of the EntityType for the entity being read. Value format: projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entityType} . For example, for a machine learning model predicting user clicks on a website, an EntityType ID could be user . This corresponds to the entity_type field on the request instance; if request is provided, this should not be set.

retry google.api_core.retry.Retry

Designation of what errors, if any, should be retried.

timeout float

The timeout for this request.

metadata Sequence[Tuple[str, str]]

Strings which should be sent along with the request as metadata.

Returns
Type Description
google.cloud.aiplatform_v1beta1.types.ReadFeatureValuesResponse Response message for FeaturestoreOnlineServingService.ReadFeatureValues .

streaming_read_feature_values

  streaming_read_feature_values 
 ( 
 request 
 : 
 Optional 
 [ 
 Union 
 [ 
 google 
 . 
 cloud 
 . 
 aiplatform_v1beta1 
 . 
 types 
 . 
 featurestore_online_service 
 . 
 StreamingReadFeatureValuesRequest 
 , 
 dict 
 ]] 
 = 
 None 
 , 
 * 
 , 
 entity_type 
 : 
 Optional 
 [ 
 str 
 ] 
 = 
 None 
 , 
 retry 
 : 
 Union 
 [ 
 google 
 . 
 api_core 
 . 
 retry 
 . 
 Retry 
 , 
 object 
 ] 
 = 
< _MethodDefault 
 . 
 _DEFAULT_VALUE 
 : 
< object 
 object 
>> , 
 timeout 
 : 
 Optional 
 [ 
 float 
 ] 
 = 
 None 
 , 
 metadata 
 : 
 Sequence 
 [ 
 Tuple 
 [ 
 str 
 , 
 str 
 ]] 
 = 
 ()) 
 

Reads Feature values for multiple entities. Depending on their size, data for different entities may be broken up across multiple responses.

Parameters
Name Description
request Union[ google.cloud.aiplatform_v1beta1.types.StreamingReadFeatureValuesRequest , dict]

The request object. Request message for [FeaturestoreOnlineServingService.StreamingFeatureValuesRead][].

entity_type `str`

Required. The resource name of the entities' type. Value format: projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entityType} . For example, for a machine learning model predicting user clicks on a website, an EntityType ID could be user . This corresponds to the entity_type field on the request instance; if request is provided, this should not be set.

retry google.api_core.retry.Retry

Designation of what errors, if any, should be retried.

timeout float

The timeout for this request.

metadata Sequence[Tuple[str, str]]

Strings which should be sent along with the request as metadata.

Returns
Type Description
AsyncIterable[ google.cloud.aiplatform_v1beta1.types.ReadFeatureValuesResponse ] Response message for FeaturestoreOnlineServingService.ReadFeatureValues .