@@ -3339,6 +3339,9 @@ def create(
33393339 encryption_spec_key_name : Optional [str ] = None ,
33403340 sync = True ,
33413341 private_service_connect_config : Optional [PrivateServiceConnectConfig ] = None ,
3342+ enable_request_response_logging = False ,
3343+ request_response_logging_sampling_rate : Optional [float ] = None ,
3344+ request_response_logging_bq_destination_table : Optional [str ] = None ,
33423345 inference_timeout : Optional [int ] = None ,
33433346 ) -> "PrivateEndpoint" :
33443347 """Creates a new PrivateEndpoint.
@@ -3376,64 +3379,68 @@ def create(
33763379 project_allowlist=["test-project"]),
33773380 )
33783381 Args:
3379- display_name (str):
3380- Required. The user-defined name of the Endpoint.
3381- The name can be up to 128 characters long and can be consist
3382- of any UTF-8 characters.
3383- project (str):
3384- Optional. Project to retrieve endpoint from. If not set, project
3385- set in aiplatform.init will be used.
3386- location (str):
3387- Optional. Location to retrieve endpoint from. If not set, location
3388- set in aiplatform.init will be used.
3389- network (str):
3390- Optional. The full name of the Compute Engine network to which
3391- this Endpoint will be peered. E.g. "projects/123456789123/global/networks/my_vpc".
3392- Private services access must already be configured for the network.
3393- If left unspecified, the network set with aiplatform.init will be used.
3394- Cannot be set together with private_service_connect_config.
3395- description (str):
3396- Optional. The description of the Endpoint.
3397- labels (Dict[str, str]):
3398- Optional. The labels with user-defined metadata to
3399- organize your Endpoints.
3400- Label keys and values can be no longer than 64
3401- characters (Unicode codepoints), can only
3402- contain lowercase letters, numeric characters,
3403- underscores and dashes. International characters
3404- are allowed.
3405- See https://goo.gl/xmQnxf for more information
3406- and examples of labels.
3407- credentials (auth_credentials.Credentials):
3408- Optional. Custom credentials to use to upload this model. Overrides
3409- credentials set in aiplatform.init.
3410- encryption_spec_key_name (str):
3411- Optional. The Cloud KMS resource identifier of the customer
3412- managed encryption key used to protect the model. Has the
3382+ display_name (str): Required. The user-defined name of the Endpoint. The
3383+ name can be up to 128 characters long and can be consist of any UTF-8
3384+ characters.
3385+ project (str): Optional. Project to retrieve endpoint from. If not set,
3386+ project set in aiplatform.init will be used.
3387+ location (str): Optional. Location to retrieve endpoint from. If not
3388+ set, location set in aiplatform.init will be used.
3389+ network (str): Optional. The full name of the Compute Engine network to
3390+ which this Endpoint will be peered. E.g.
3391+ "projects/123456789123/global/networks/my_vpc". Private services
3392+ access must already be configured for the network. If left
3393+ unspecified, the network set with aiplatform.init will be used. Cannot
3394+ be set together with private_service_connect_config.
3395+ description (str): Optional. The description of the Endpoint.
3396+ labels (Dict[str, str]): Optional. The labels with user-defined metadata
3397+ to organize your Endpoints. Label keys and values can be no longer
3398+ than 64 characters (Unicode codepoints), can only contain lowercase
3399+ letters, numeric characters, underscores and dashes. International
3400+ characters are allowed. See https://goo.gl/xmQnxf for more information
3401+ and examples of labels.
3402+ credentials (auth_credentials.Credentials): Optional. Custom credentials
3403+ to use to upload this model. Overrides credentials set in
3404+ aiplatform.init.
3405+ encryption_spec_key_name (str): Optional. The Cloud KMS resource
3406+ identifier of the customer managed encryption key used to protect the
3407+ model. Has the
34133408 form:
3414- ``projects/my-project/locations/my-region/keyRings/my-kr/cryptoKeys/my-key``.
3415- The key needs to be in the same region as where the compute
3416- resource is created.
3417-
3418- If set, this Model and all sub-resources of this Model will be secured by this key.
3419-
3420- Overrides encryption_spec_key_name set in aiplatform.init.
3421- sync (bool):
3422- Whether to execute this method synchronously. If False, this method
3423- will be executed in concurrent Future and any downstream object will
3424- be immediately returned and synced when the Future has completed.
3425- private_service_connect_config (aiplatform.PrivateEndpoint.PrivateServiceConnectConfig):
3426- [Private Service Connect](https://cloud.google.com/vpc/docs/private-service-connect) configuration for the endpoint.
3427- Cannot be set when network is specified.
3428- inference_timeout (int):
3429- Optional. It defines the prediction timeout, in seconds, for online predictions using cloud-based endpoints. This applies to either PSC endpoints, when private_service_connect_config is set, or dedicated endpoints, when dedicated_endpoint_enabled is true.
3409+ ``projects/my-project/locations/my-region/keyRings/my-kr/cryptoKeys/my-key``.
3410+ The key needs to be in the same region as where the compute
3411+ resource is created. If set, this Model and all sub-resources of
3412+ this Model will be secured by this key. Overrides
3413+ encryption_spec_key_name set in aiplatform.init.
3414+ sync (bool): Whether to execute this method synchronously. If False,
3415+ this method will be executed in concurrent Future and any downstream
3416+ object will be immediately returned and synced when the Future has
3417+ completed. private_service_connect_config
3418+ (aiplatform.PrivateEndpoint.PrivateServiceConnectConfig): [Private
3419+ Service
3420+ Connect](https://cloud.google.com/vpc/docs/private-service-connect)
3421+ configuration for the endpoint. Cannot be set when network is
3422+ specified.
3423+ enable_request_response_logging (bool): Optional. Whether to enable
3424+ request & response logging for this endpoint.
3425+ request_response_logging_sampling_rate (float): Optional. The request
3426+ response logging sampling rate. If not set, default is 0.0.
3427+ request_response_logging_bq_destination_table (str): Optional. The
3428+ request response logging bigquery destination. If not set, will create
3429+ a table with name:
3430+ ``bq://{project_id}.logging_{endpoint_display_name}_{endpoint_id}.request_response_logging``.
3431+ inference_timeout (int): Optional. It defines the prediction timeout, in
3432+ seconds, for online predictions using cloud-based endpoints. This
3433+ applies to either PSC endpoints, when private_service_connect_config
3434+ is set, or dedicated endpoints, when dedicated_endpoint_enabled is
3435+ true.
34303436
34313437 Returns:
34323438 endpoint (aiplatform.PrivateEndpoint):
34333439 Created endpoint.
34343440
34353441 Raises:
3436- ValueError: A network must be instantiated when creating a PrivateEndpoint.
3442+ ValueError: A network must be instantiated when creating a
3443+ PrivateEndpoint.
34373444 """
34383445 api_client = cls ._instantiate_client (location = location , credentials = credentials )
34393446
@@ -3463,6 +3470,18 @@ def create(
34633470 private_service_connect_config ._gapic_private_service_connect_config
34643471 )
34653472
3473+ predict_request_response_logging_config = None
3474+ if enable_request_response_logging :
3475+ predict_request_response_logging_config = (
3476+ gca_endpoint_compat .PredictRequestResponseLoggingConfig (
3477+ enabled = True ,
3478+ sampling_rate = request_response_logging_sampling_rate ,
3479+ bigquery_destination = gca_io_compat .BigQueryDestination (
3480+ output_uri = request_response_logging_bq_destination_table
3481+ ),
3482+ )
3483+ )
3484+
34663485 client_connection_config = None
34673486 if private_service_connect_config and inference_timeout :
34683487 client_connection_config = gca_endpoint_compat .ClientConnectionConfig (
@@ -3483,6 +3502,7 @@ def create(
34833502 network = network ,
34843503 sync = sync ,
34853504 private_service_connect_config = config ,
3505+ predict_request_response_logging_config = predict_request_response_logging_config ,
34863506 client_connection_config = client_connection_config ,
34873507 )
34883508
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