FeatureOnlineStoreService¶
- class google.cloud.aiplatform_v1.services.feature_online_store_service.FeatureOnlineStoreServiceAsyncClient(*, credentials: ~typing.Optional[~google.auth.credentials.Credentials] = None, transport: ~typing.Optional[~typing.Union[str, ~google.cloud.aiplatform_v1.services.feature_online_store_service.transports.base.FeatureOnlineStoreServiceTransport, ~typing.Callable[[...], ~google.cloud.aiplatform_v1.services.feature_online_store_service.transports.base.FeatureOnlineStoreServiceTransport]]] = 'grpc_asyncio', client_options: ~typing.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>)[source]¶
A service for fetching feature values from the online store.
Instantiates the feature online store service async client.
- Parameters:
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 (Optional[Union[str,FeatureOnlineStoreServiceTransport,Callable[..., FeatureOnlineStoreServiceTransport]]]) – The transport to use, or a Callable that constructs and returns a new transport to use. If a Callable is given, it will be called with the same set of initialization arguments as used in the FeatureOnlineStoreServiceTransport constructor. If set to None, a transport is chosen automatically.
client_options (Optional[Union[google.api_core.client_options.ClientOptions, dict]]) –
Custom options for the client.
1. The
api_endpoint
property can be used to override the default endpoint provided by the client whentransport
is not explicitly provided. Only if this property is not set andtransport
was not explicitly provided, the endpoint is determined by the GOOGLE_API_USE_MTLS_ENDPOINT environment variable, which have one of the following values: “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).2. If the GOOGLE_API_USE_CLIENT_CERTIFICATE environment variable is “true”, then the
client_cert_source
property can be used to provide a client certificate for mTLS 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.3. The
universe_domain
property can be used to override the default “googleapis.com” universe. Note thatapi_endpoint
property still takes precedence; anduniverse_domain
is currently not supported for mTLS.client_info (google.api_core.gapic_v1.client_info.ClientInfo) – The client info used to send a user-agent string along with API requests. If
None
, then default info will be used. Generally, you only need to set this if you’re developing your own client library.
- Raises:
google.auth.exceptions.MutualTlsChannelError – If mutual TLS transport creation failed for any reason.
- property api_endpoint¶
Return the API endpoint used by the client instance.
- Returns:
The API endpoint used by the client instance.
- Return type:
- async cancel_operation(request: Optional[CancelOperationRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) None [source]¶
Starts asynchronous cancellation on a long-running operation.
The server makes a best effort to cancel the operation, but success is not guaranteed. If the server doesn’t support this method, it returns google.rpc.Code.UNIMPLEMENTED.
- Parameters:
request (
CancelOperationRequest
) – The request object. Request message for CancelOperation method.retry (google.api_core.retry_async.AsyncRetry) – 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:
None
- static common_billing_account_path(billing_account: str) str ¶
Returns a fully-qualified billing_account string.
- static common_location_path(project: str, location: str) str ¶
Returns a fully-qualified location string.
- static common_organization_path(organization: str) str ¶
Returns a fully-qualified organization string.
- async delete_operation(request: Optional[DeleteOperationRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) None [source]¶
Deletes a long-running operation.
This method indicates that the client is no longer interested in the operation result. It does not cancel the operation. If the server doesn’t support this method, it returns google.rpc.Code.UNIMPLEMENTED.
- Parameters:
request (
DeleteOperationRequest
) – The request object. Request message for DeleteOperation method.retry (google.api_core.retry_async.AsyncRetry) – 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:
None
- static feature_view_path(project: str, location: str, feature_online_store: str, feature_view: str) str ¶
Returns a fully-qualified feature_view string.
- async fetch_feature_values(request: Optional[Union[FetchFeatureValuesRequest, dict]] = None, *, feature_view: Optional[str] = None, data_key: Optional[FeatureViewDataKey] = None, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) FetchFeatureValuesResponse [source]¶
Fetch feature values under a FeatureView.
# This snippet has been automatically generated and should be regarded as a # code template only. # It will require modifications to work: # - It may require correct/in-range values for request initialization. # - It may require specifying regional endpoints when creating the service # client as shown in: # https://googleapis.dev/python/google-api-core/latest/client_options.html from google.cloud import aiplatform_v1 async def sample_fetch_feature_values(): # Create a client client = aiplatform_v1.FeatureOnlineStoreServiceAsyncClient() # Initialize request argument(s) request = aiplatform_v1.FetchFeatureValuesRequest( feature_view="feature_view_value", ) # Make the request response = await client.fetch_feature_values(request=request) # Handle the response print(response)
- Parameters:
request (Optional[Union[google.cloud.aiplatform_v1.types.FetchFeatureValuesRequest, dict]]) – The request object. Request message for [FeatureOnlineStoreService.FetchFeatureValues][google.cloud.aiplatform.v1.FeatureOnlineStoreService.FetchFeatureValues]. All the features under the requested feature view will be returned.
feature_view (
str
) –Required. FeatureView resource format
projects/{project}/locations/{location}/featureOnlineStores/{featureOnlineStore}/featureViews/{featureView}
This corresponds to the
feature_view
field on therequest
instance; ifrequest
is provided, this should not be set.data_key (
google.cloud.aiplatform_v1.types.FeatureViewDataKey
) –Optional. The request key to fetch feature values for.
This corresponds to the
data_key
field on therequest
instance; ifrequest
is provided, this should not be set.retry (google.api_core.retry_async.AsyncRetry) – 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:
- Response message for
[FeatureOnlineStoreService.FetchFeatureValues][google.cloud.aiplatform.v1.FeatureOnlineStoreService.FetchFeatureValues]
- Return type:
- classmethod from_service_account_file(filename: str, *args, **kwargs)[source]¶
- Creates an instance of this client using the provided credentials
file.
- Parameters:
filename (str) – The path to the service account private key json file.
args – Additional arguments to pass to the constructor.
kwargs – Additional arguments to pass to the constructor.
- Returns:
The constructed client.
- Return type:
- classmethod from_service_account_info(info: dict, *args, **kwargs)[source]¶
- Creates an instance of this client using the provided credentials
info.
- Parameters:
info (dict) – The service account private key info.
args – Additional arguments to pass to the constructor.
kwargs – Additional arguments to pass to the constructor.
- Returns:
The constructed client.
- Return type:
- classmethod from_service_account_json(filename: str, *args, **kwargs)¶
- Creates an instance of this client using the provided credentials
file.
- Parameters:
filename (str) – The path to the service account private key json file.
args – Additional arguments to pass to the constructor.
kwargs – Additional arguments to pass to the constructor.
- Returns:
The constructed client.
- Return type:
- async get_iam_policy(request: Optional[GetIamPolicyRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Policy [source]¶
Gets the IAM access control policy for a function.
Returns an empty policy if the function exists and does not have a policy set.
- Parameters:
request (
GetIamPolicyRequest
) – The request object. Request message for GetIamPolicy method.retry (google.api_core.retry_async.AsyncRetry) – 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:
Defines an Identity and Access Management (IAM) policy. It is used to specify access control policies for Cloud Platform resources. A
Policy
is a collection ofbindings
. Abinding
binds one or moremembers
to a singlerole
. Members can be user accounts, service accounts, Google groups, and domains (such as G Suite). Arole
is a named list of permissions (defined by IAM or configured by users). Abinding
can optionally specify acondition
, which is a logic expression that further constrains the role binding based on attributes about the request and/or target resource.JSON Example
{ "bindings": [ { "role": "roles/resourcemanager.organizationAdmin", "members": [ "user:mike@example.com", "group:admins@example.com", "domain:google.com", "serviceAccount:my-project-id@appspot.gserviceaccount.com" ] }, { "role": "roles/resourcemanager.organizationViewer", "members": ["user:eve@example.com"], "condition": { "title": "expirable access", "description": "Does not grant access after Sep 2020", "expression": "request.time < timestamp('2020-10-01T00:00:00.000Z')", } } ] }
YAML Example
bindings: - members: - user:mike@example.com - group:admins@example.com - domain:google.com - serviceAccount:my-project-id@appspot.gserviceaccount.com role: roles/resourcemanager.organizationAdmin - members: - user:eve@example.com role: roles/resourcemanager.organizationViewer condition: title: expirable access description: Does not grant access after Sep 2020 expression: request.time < timestamp('2020-10-01T00:00:00.000Z')
For a description of IAM and its features, see the IAM developer’s guide.
- Return type:
Policy
- async get_location(request: Optional[GetLocationRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Location [source]¶
Gets information about a location.
- Parameters:
request (
GetLocationRequest
) – The request object. Request message for GetLocation method.retry (google.api_core.retry_async.AsyncRetry) – 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:
Location object.
- Return type:
Location
- classmethod get_mtls_endpoint_and_cert_source(client_options: Optional[ClientOptions] = None)[source]¶
Return the API endpoint and client cert source for mutual TLS.
The client cert source is determined in the following order: (1) if GOOGLE_API_USE_CLIENT_CERTIFICATE environment variable is not “true”, the client cert source is None. (2) if client_options.client_cert_source is provided, use the provided one; if the default client cert source exists, use the default one; otherwise the client cert source is None.
The API endpoint is determined in the following order: (1) if client_options.api_endpoint if provided, use the provided one. (2) if GOOGLE_API_USE_CLIENT_CERTIFICATE environment variable is “always”, use the default mTLS endpoint; if the environment variable is “never”, use the default API endpoint; otherwise if client cert source exists, use the default mTLS endpoint, otherwise use the default API endpoint.
More details can be found at https://google.aip.dev/auth/4114.
- Parameters:
client_options (google.api_core.client_options.ClientOptions) – Custom options for the client. Only the api_endpoint and client_cert_source properties may be used in this method.
- Returns:
- returns the API endpoint and the
client cert source to use.
- Return type:
- Raises:
google.auth.exceptions.MutualTLSChannelError – If any errors happen.
- async get_operation(request: Optional[GetOperationRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Operation [source]¶
Gets the latest state of a long-running operation.
- Parameters:
request (
GetOperationRequest
) – The request object. Request message for GetOperation method.retry (google.api_core.retry_async.AsyncRetry) – 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:
An
Operation
object.- Return type:
Operation
- classmethod get_transport_class(label: Optional[str] = None) Type[FeatureOnlineStoreServiceTransport] ¶
Returns an appropriate transport class.
- Parameters:
label – The name of the desired transport. If none is provided, then the first transport in the registry is used.
- Returns:
The transport class to use.
- async list_locations(request: Optional[ListLocationsRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) ListLocationsResponse [source]¶
Lists information about the supported locations for this service.
- Parameters:
request (
ListLocationsRequest
) – The request object. Request message for ListLocations method.retry (google.api_core.retry_async.AsyncRetry) – 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:
Response message for
ListLocations
method.- Return type:
ListLocationsResponse
- async list_operations(request: Optional[ListOperationsRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) ListOperationsResponse [source]¶
Lists operations that match the specified filter in the request.
- Parameters:
request (
ListOperationsRequest
) – The request object. Request message for ListOperations method.retry (google.api_core.retry_async.AsyncRetry) – 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:
Response message for
ListOperations
method.- Return type:
ListOperationsResponse
- static parse_common_billing_account_path(path: str) Dict[str, str] ¶
Parse a billing_account path into its component segments.
- static parse_common_folder_path(path: str) Dict[str, str] ¶
Parse a folder path into its component segments.
- static parse_common_location_path(path: str) Dict[str, str] ¶
Parse a location path into its component segments.
- static parse_common_organization_path(path: str) Dict[str, str] ¶
Parse a organization path into its component segments.
- static parse_common_project_path(path: str) Dict[str, str] ¶
Parse a project path into its component segments.
- static parse_feature_view_path(path: str) Dict[str, str] ¶
Parses a feature_view path into its component segments.
- async search_nearest_entities(request: Optional[Union[SearchNearestEntitiesRequest, dict]] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) SearchNearestEntitiesResponse [source]¶
Search the nearest entities under a FeatureView. Search only works for indexable feature view; if a feature view isn’t indexable, returns Invalid argument response.
# This snippet has been automatically generated and should be regarded as a # code template only. # It will require modifications to work: # - It may require correct/in-range values for request initialization. # - It may require specifying regional endpoints when creating the service # client as shown in: # https://googleapis.dev/python/google-api-core/latest/client_options.html from google.cloud import aiplatform_v1 async def sample_search_nearest_entities(): # Create a client client = aiplatform_v1.FeatureOnlineStoreServiceAsyncClient() # Initialize request argument(s) query = aiplatform_v1.NearestNeighborQuery() query.entity_id = "entity_id_value" request = aiplatform_v1.SearchNearestEntitiesRequest( feature_view="feature_view_value", query=query, ) # Make the request response = await client.search_nearest_entities(request=request) # Handle the response print(response)
- Parameters:
request (Optional[Union[google.cloud.aiplatform_v1.types.SearchNearestEntitiesRequest, dict]]) – The request object. The request message for [FeatureOnlineStoreService.SearchNearestEntities][google.cloud.aiplatform.v1.FeatureOnlineStoreService.SearchNearestEntities].
retry (google.api_core.retry_async.AsyncRetry) – 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:
- Response message for
[FeatureOnlineStoreService.SearchNearestEntities][google.cloud.aiplatform.v1.FeatureOnlineStoreService.SearchNearestEntities]
- Return type:
google.cloud.aiplatform_v1.types.SearchNearestEntitiesResponse
- async set_iam_policy(request: Optional[SetIamPolicyRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Policy [source]¶
Sets the IAM access control policy on the specified function.
Replaces any existing policy.
- Parameters:
request (
SetIamPolicyRequest
) – The request object. Request message for SetIamPolicy method.retry (google.api_core.retry_async.AsyncRetry) – 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:
Defines an Identity and Access Management (IAM) policy. It is used to specify access control policies for Cloud Platform resources. A
Policy
is a collection ofbindings
. Abinding
binds one or moremembers
to a singlerole
. Members can be user accounts, service accounts, Google groups, and domains (such as G Suite). Arole
is a named list of permissions (defined by IAM or configured by users). Abinding
can optionally specify acondition
, which is a logic expression that further constrains the role binding based on attributes about the request and/or target resource.JSON Example
{ "bindings": [ { "role": "roles/resourcemanager.organizationAdmin", "members": [ "user:mike@example.com", "group:admins@example.com", "domain:google.com", "serviceAccount:my-project-id@appspot.gserviceaccount.com" ] }, { "role": "roles/resourcemanager.organizationViewer", "members": ["user:eve@example.com"], "condition": { "title": "expirable access", "description": "Does not grant access after Sep 2020", "expression": "request.time < timestamp('2020-10-01T00:00:00.000Z')", } } ] }
YAML Example
bindings: - members: - user:mike@example.com - group:admins@example.com - domain:google.com - serviceAccount:my-project-id@appspot.gserviceaccount.com role: roles/resourcemanager.organizationAdmin - members: - user:eve@example.com role: roles/resourcemanager.organizationViewer condition: title: expirable access description: Does not grant access after Sep 2020 expression: request.time < timestamp('2020-10-01T00:00:00.000Z')
For a description of IAM and its features, see the IAM developer’s guide.
- Return type:
Policy
- async test_iam_permissions(request: Optional[TestIamPermissionsRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) TestIamPermissionsResponse [source]¶
- Tests the specified IAM permissions against the IAM access control
policy for a function.
If the function does not exist, this will return an empty set of permissions, not a NOT_FOUND error.
- Parameters:
request (
TestIamPermissionsRequest
) – The request object. Request message for TestIamPermissions method.retry (google.api_core.retry_async.AsyncRetry) – 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:
Response message for
TestIamPermissions
method.- Return type:
TestIamPermissionsResponse
- property transport: FeatureOnlineStoreServiceTransport¶
Returns the transport used by the client instance.
- Returns:
The transport used by the client instance.
- Return type:
FeatureOnlineStoreServiceTransport
- property universe_domain: str¶
Return the universe domain used by the client instance.
- Returns:
- The universe domain used
by the client instance.
- Return type:
- async wait_operation(request: Optional[WaitOperationRequest] = None, *, retry: Optional[Union[AsyncRetry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Operation [source]¶
Waits until the specified long-running operation is done or reaches at most a specified timeout, returning the latest state.
If the operation is already done, the latest state is immediately returned. If the timeout specified is greater than the default HTTP/RPC timeout, the HTTP/RPC timeout is used. If the server does not support this method, it returns google.rpc.Code.UNIMPLEMENTED.
- Parameters:
request (
WaitOperationRequest
) – The request object. Request message for WaitOperation method.retry (google.api_core.retry_async.AsyncRetry) – 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:
An
Operation
object.- Return type:
Operation
- class google.cloud.aiplatform_v1.services.feature_online_store_service.FeatureOnlineStoreServiceClient(*, credentials: ~typing.Optional[~google.auth.credentials.Credentials] = None, transport: ~typing.Optional[~typing.Union[str, ~google.cloud.aiplatform_v1.services.feature_online_store_service.transports.base.FeatureOnlineStoreServiceTransport, ~typing.Callable[[...], ~google.cloud.aiplatform_v1.services.feature_online_store_service.transports.base.FeatureOnlineStoreServiceTransport]]] = None, client_options: ~typing.Optional[~typing.Union[~google.api_core.client_options.ClientOptions, dict]] = None, client_info: ~google.api_core.gapic_v1.client_info.ClientInfo = <google.api_core.gapic_v1.client_info.ClientInfo object>)[source]¶
A service for fetching feature values from the online store.
Instantiates the feature online store service client.
- Parameters:
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 (Optional[Union[str,FeatureOnlineStoreServiceTransport,Callable[..., FeatureOnlineStoreServiceTransport]]]) – The transport to use, or a Callable that constructs and returns a new transport. If a Callable is given, it will be called with the same set of initialization arguments as used in the FeatureOnlineStoreServiceTransport constructor. If set to None, a transport is chosen automatically.
client_options (Optional[Union[google.api_core.client_options.ClientOptions, dict]]) –
Custom options for the client.
1. The
api_endpoint
property can be used to override the default endpoint provided by the client whentransport
is not explicitly provided. Only if this property is not set andtransport
was not explicitly provided, the endpoint is determined by the GOOGLE_API_USE_MTLS_ENDPOINT environment variable, which have one of the following values: “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).2. If the GOOGLE_API_USE_CLIENT_CERTIFICATE environment variable is “true”, then the
client_cert_source
property can be used to provide a client certificate for mTLS 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.3. The
universe_domain
property can be used to override the default “googleapis.com” universe. Note that theapi_endpoint
property still takes precedence; anduniverse_domain
is currently not supported for mTLS.client_info (google.api_core.gapic_v1.client_info.ClientInfo) – The client info used to send a user-agent string along with API requests. If
None
, then default info will be used. Generally, you only need to set this if you’re developing your own client library.
- Raises:
google.auth.exceptions.MutualTLSChannelError – If mutual TLS transport creation failed for any reason.
- __exit__(type, value, traceback)[source]¶
Releases underlying transport’s resources.
Warning
ONLY use as a context manager if the transport is NOT shared with other clients! Exiting the with block will CLOSE the transport and may cause errors in other clients!
- property api_endpoint¶
Return the API endpoint used by the client instance.
- Returns:
The API endpoint used by the client instance.
- Return type:
- cancel_operation(request: Optional[CancelOperationRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) None [source]¶
Starts asynchronous cancellation on a long-running operation.
The server makes a best effort to cancel the operation, but success is not guaranteed. If the server doesn’t support this method, it returns google.rpc.Code.UNIMPLEMENTED.
- Parameters:
request (
CancelOperationRequest
) – The request object. Request message for CancelOperation method.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:
None
- static common_billing_account_path(billing_account: str) str [source]¶
Returns a fully-qualified billing_account string.
- static common_location_path(project: str, location: str) str [source]¶
Returns a fully-qualified location string.
- static common_organization_path(organization: str) str [source]¶
Returns a fully-qualified organization string.
- delete_operation(request: Optional[DeleteOperationRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) None [source]¶
Deletes a long-running operation.
This method indicates that the client is no longer interested in the operation result. It does not cancel the operation. If the server doesn’t support this method, it returns google.rpc.Code.UNIMPLEMENTED.
- Parameters:
request (
DeleteOperationRequest
) – The request object. Request message for DeleteOperation method.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:
None
- static feature_view_path(project: str, location: str, feature_online_store: str, feature_view: str) str [source]¶
Returns a fully-qualified feature_view string.
- fetch_feature_values(request: Optional[Union[FetchFeatureValuesRequest, dict]] = None, *, feature_view: Optional[str] = None, data_key: Optional[FeatureViewDataKey] = None, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) FetchFeatureValuesResponse [source]¶
Fetch feature values under a FeatureView.
# This snippet has been automatically generated and should be regarded as a # code template only. # It will require modifications to work: # - It may require correct/in-range values for request initialization. # - It may require specifying regional endpoints when creating the service # client as shown in: # https://googleapis.dev/python/google-api-core/latest/client_options.html from google.cloud import aiplatform_v1 def sample_fetch_feature_values(): # Create a client client = aiplatform_v1.FeatureOnlineStoreServiceClient() # Initialize request argument(s) request = aiplatform_v1.FetchFeatureValuesRequest( feature_view="feature_view_value", ) # Make the request response = client.fetch_feature_values(request=request) # Handle the response print(response)
- Parameters:
request (Union[google.cloud.aiplatform_v1.types.FetchFeatureValuesRequest, dict]) – The request object. Request message for [FeatureOnlineStoreService.FetchFeatureValues][google.cloud.aiplatform.v1.FeatureOnlineStoreService.FetchFeatureValues]. All the features under the requested feature view will be returned.
feature_view (str) –
Required. FeatureView resource format
projects/{project}/locations/{location}/featureOnlineStores/{featureOnlineStore}/featureViews/{featureView}
This corresponds to the
feature_view
field on therequest
instance; ifrequest
is provided, this should not be set.data_key (google.cloud.aiplatform_v1.types.FeatureViewDataKey) –
Optional. The request key to fetch feature values for.
This corresponds to the
data_key
field on therequest
instance; ifrequest
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:
- Response message for
[FeatureOnlineStoreService.FetchFeatureValues][google.cloud.aiplatform.v1.FeatureOnlineStoreService.FetchFeatureValues]
- Return type:
- classmethod from_service_account_file(filename: str, *args, **kwargs)[source]¶
- Creates an instance of this client using the provided credentials
file.
- Parameters:
filename (str) – The path to the service account private key json file.
args – Additional arguments to pass to the constructor.
kwargs – Additional arguments to pass to the constructor.
- Returns:
The constructed client.
- Return type:
- classmethod from_service_account_info(info: dict, *args, **kwargs)[source]¶
- Creates an instance of this client using the provided credentials
info.
- Parameters:
info (dict) – The service account private key info.
args – Additional arguments to pass to the constructor.
kwargs – Additional arguments to pass to the constructor.
- Returns:
The constructed client.
- Return type:
- classmethod from_service_account_json(filename: str, *args, **kwargs)¶
- Creates an instance of this client using the provided credentials
file.
- Parameters:
filename (str) – The path to the service account private key json file.
args – Additional arguments to pass to the constructor.
kwargs – Additional arguments to pass to the constructor.
- Returns:
The constructed client.
- Return type:
- get_iam_policy(request: Optional[GetIamPolicyRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Policy [source]¶
Gets the IAM access control policy for a function.
Returns an empty policy if the function exists and does not have a policy set.
- Parameters:
request (
GetIamPolicyRequest
) – The request object. Request message for GetIamPolicy method.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:
Defines an Identity and Access Management (IAM) policy. It is used to specify access control policies for Cloud Platform resources. A
Policy
is a collection ofbindings
. Abinding
binds one or moremembers
to a singlerole
. Members can be user accounts, service accounts, Google groups, and domains (such as G Suite). Arole
is a named list of permissions (defined by IAM or configured by users). Abinding
can optionally specify acondition
, which is a logic expression that further constrains the role binding based on attributes about the request and/or target resource.JSON Example
{ "bindings": [ { "role": "roles/resourcemanager.organizationAdmin", "members": [ "user:mike@example.com", "group:admins@example.com", "domain:google.com", "serviceAccount:my-project-id@appspot.gserviceaccount.com" ] }, { "role": "roles/resourcemanager.organizationViewer", "members": ["user:eve@example.com"], "condition": { "title": "expirable access", "description": "Does not grant access after Sep 2020", "expression": "request.time < timestamp('2020-10-01T00:00:00.000Z')", } } ] }
YAML Example
bindings: - members: - user:mike@example.com - group:admins@example.com - domain:google.com - serviceAccount:my-project-id@appspot.gserviceaccount.com role: roles/resourcemanager.organizationAdmin - members: - user:eve@example.com role: roles/resourcemanager.organizationViewer condition: title: expirable access description: Does not grant access after Sep 2020 expression: request.time < timestamp('2020-10-01T00:00:00.000Z')
For a description of IAM and its features, see the IAM developer’s guide.
- Return type:
Policy
- get_location(request: Optional[GetLocationRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Location [source]¶
Gets information about a location.
- Parameters:
request (
GetLocationRequest
) – The request object. Request message for GetLocation method.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:
Location object.
- Return type:
Location
- classmethod get_mtls_endpoint_and_cert_source(client_options: Optional[ClientOptions] = None)[source]¶
Deprecated. Return the API endpoint and client cert source for mutual TLS.
The client cert source is determined in the following order: (1) if GOOGLE_API_USE_CLIENT_CERTIFICATE environment variable is not “true”, the client cert source is None. (2) if client_options.client_cert_source is provided, use the provided one; if the default client cert source exists, use the default one; otherwise the client cert source is None.
The API endpoint is determined in the following order: (1) if client_options.api_endpoint if provided, use the provided one. (2) if GOOGLE_API_USE_CLIENT_CERTIFICATE environment variable is “always”, use the default mTLS endpoint; if the environment variable is “never”, use the default API endpoint; otherwise if client cert source exists, use the default mTLS endpoint, otherwise use the default API endpoint.
More details can be found at https://google.aip.dev/auth/4114.
- Parameters:
client_options (google.api_core.client_options.ClientOptions) – Custom options for the client. Only the api_endpoint and client_cert_source properties may be used in this method.
- Returns:
- returns the API endpoint and the
client cert source to use.
- Return type:
- Raises:
google.auth.exceptions.MutualTLSChannelError – If any errors happen.
- get_operation(request: Optional[GetOperationRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Operation [source]¶
Gets the latest state of a long-running operation.
- Parameters:
request (
GetOperationRequest
) – The request object. Request message for GetOperation method.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:
An
Operation
object.- Return type:
Operation
- list_locations(request: Optional[ListLocationsRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) ListLocationsResponse [source]¶
Lists information about the supported locations for this service.
- Parameters:
request (
ListLocationsRequest
) – The request object. Request message for ListLocations method.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:
Response message for
ListLocations
method.- Return type:
ListLocationsResponse
- list_operations(request: Optional[ListOperationsRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) ListOperationsResponse [source]¶
Lists operations that match the specified filter in the request.
- Parameters:
request (
ListOperationsRequest
) – The request object. Request message for ListOperations method.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:
Response message for
ListOperations
method.- Return type:
ListOperationsResponse
- static parse_common_billing_account_path(path: str) Dict[str, str] [source]¶
Parse a billing_account path into its component segments.
- static parse_common_folder_path(path: str) Dict[str, str] [source]¶
Parse a folder path into its component segments.
- static parse_common_location_path(path: str) Dict[str, str] [source]¶
Parse a location path into its component segments.
- static parse_common_organization_path(path: str) Dict[str, str] [source]¶
Parse a organization path into its component segments.
- static parse_common_project_path(path: str) Dict[str, str] [source]¶
Parse a project path into its component segments.
- static parse_feature_view_path(path: str) Dict[str, str] [source]¶
Parses a feature_view path into its component segments.
- search_nearest_entities(request: Optional[Union[SearchNearestEntitiesRequest, dict]] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) SearchNearestEntitiesResponse [source]¶
Search the nearest entities under a FeatureView. Search only works for indexable feature view; if a feature view isn’t indexable, returns Invalid argument response.
# This snippet has been automatically generated and should be regarded as a # code template only. # It will require modifications to work: # - It may require correct/in-range values for request initialization. # - It may require specifying regional endpoints when creating the service # client as shown in: # https://googleapis.dev/python/google-api-core/latest/client_options.html from google.cloud import aiplatform_v1 def sample_search_nearest_entities(): # Create a client client = aiplatform_v1.FeatureOnlineStoreServiceClient() # Initialize request argument(s) query = aiplatform_v1.NearestNeighborQuery() query.entity_id = "entity_id_value" request = aiplatform_v1.SearchNearestEntitiesRequest( feature_view="feature_view_value", query=query, ) # Make the request response = client.search_nearest_entities(request=request) # Handle the response print(response)
- Parameters:
request (Union[google.cloud.aiplatform_v1.types.SearchNearestEntitiesRequest, dict]) – The request object. The request message for [FeatureOnlineStoreService.SearchNearestEntities][google.cloud.aiplatform.v1.FeatureOnlineStoreService.SearchNearestEntities].
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:
- Response message for
[FeatureOnlineStoreService.SearchNearestEntities][google.cloud.aiplatform.v1.FeatureOnlineStoreService.SearchNearestEntities]
- Return type:
google.cloud.aiplatform_v1.types.SearchNearestEntitiesResponse
- set_iam_policy(request: Optional[SetIamPolicyRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Policy [source]¶
Sets the IAM access control policy on the specified function.
Replaces any existing policy.
- Parameters:
request (
SetIamPolicyRequest
) – The request object. Request message for SetIamPolicy method.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:
Defines an Identity and Access Management (IAM) policy. It is used to specify access control policies for Cloud Platform resources. A
Policy
is a collection ofbindings
. Abinding
binds one or moremembers
to a singlerole
. Members can be user accounts, service accounts, Google groups, and domains (such as G Suite). Arole
is a named list of permissions (defined by IAM or configured by users). Abinding
can optionally specify acondition
, which is a logic expression that further constrains the role binding based on attributes about the request and/or target resource.JSON Example
{ "bindings": [ { "role": "roles/resourcemanager.organizationAdmin", "members": [ "user:mike@example.com", "group:admins@example.com", "domain:google.com", "serviceAccount:my-project-id@appspot.gserviceaccount.com" ] }, { "role": "roles/resourcemanager.organizationViewer", "members": ["user:eve@example.com"], "condition": { "title": "expirable access", "description": "Does not grant access after Sep 2020", "expression": "request.time < timestamp('2020-10-01T00:00:00.000Z')", } } ] }
YAML Example
bindings: - members: - user:mike@example.com - group:admins@example.com - domain:google.com - serviceAccount:my-project-id@appspot.gserviceaccount.com role: roles/resourcemanager.organizationAdmin - members: - user:eve@example.com role: roles/resourcemanager.organizationViewer condition: title: expirable access description: Does not grant access after Sep 2020 expression: request.time < timestamp('2020-10-01T00:00:00.000Z')
For a description of IAM and its features, see the IAM developer’s guide.
- Return type:
Policy
- test_iam_permissions(request: Optional[TestIamPermissionsRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) TestIamPermissionsResponse [source]¶
- Tests the specified IAM permissions against the IAM access control
policy for a function.
If the function does not exist, this will return an empty set of permissions, not a NOT_FOUND error.
- Parameters:
request (
TestIamPermissionsRequest
) – The request object. Request message for TestIamPermissions method.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:
Response message for
TestIamPermissions
method.- Return type:
TestIamPermissionsResponse
- property transport: FeatureOnlineStoreServiceTransport¶
Returns the transport used by the client instance.
- Returns:
- The transport used by the client
instance.
- Return type:
FeatureOnlineStoreServiceTransport
- property universe_domain: str¶
Return the universe domain used by the client instance.
- Returns:
The universe domain used by the client instance.
- Return type:
- wait_operation(request: Optional[WaitOperationRequest] = None, *, retry: Optional[Union[Retry, _MethodDefault]] = _MethodDefault._DEFAULT_VALUE, timeout: Union[float, object] = _MethodDefault._DEFAULT_VALUE, metadata: Sequence[Tuple[str, str]] = ()) Operation [source]¶
Waits until the specified long-running operation is done or reaches at most a specified timeout, returning the latest state.
If the operation is already done, the latest state is immediately returned. If the timeout specified is greater than the default HTTP/RPC timeout, the HTTP/RPC timeout is used. If the server does not support this method, it returns google.rpc.Code.UNIMPLEMENTED.
- Parameters:
request (
WaitOperationRequest
) – The request object. Request message for WaitOperation method.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:
An
Operation
object.- Return type:
Operation