deployment_resource_pools

Creates, updates, deletes, gets or lists a deployment_resource_pools resource.

Overview

Name	deployment_resource_pools
Type	Resource
Id	google.aiplatform.deployment_resource_pools

Fields

Name	Datatype	Description
name	string	Immutable. The resource name of the DeploymentResourcePool. Format: projects/{project}/locations/{location}/deploymentResourcePools/{deployment_resource_pool}
createTime	string	Output only. Timestamp when this DeploymentResourcePool was created.
dedicatedResources	object	A description of resources that are dedicated to a DeployedModel, and that need a higher degree of manual configuration.
disableContainerLogging	boolean	If the DeploymentResourcePool is deployed with custom-trained Models or AutoML Tabular Models, the container(s) of the DeploymentResourcePool will send stderr and stdout streams to Cloud Logging by default. Please note that the logs incur cost, which are subject to Cloud Logging pricing. User can disable container logging by setting this flag to true.
encryptionSpec	object	Represents a customer-managed encryption key spec that can be applied to a top-level resource.
satisfiesPzi	boolean	Output only. Reserved for future use.
satisfiesPzs	boolean	Output only. Reserved for future use.
serviceAccount	string	The service account that the DeploymentResourcePool's container(s) run as. Specify the email address of the service account. If this service account is not specified, the container(s) run as a service account that doesn't have access to the resource project. Users deploying the Models to this DeploymentResourcePool must have the iam.serviceAccounts.actAs permission on this service account.

Methods

Name	Accessible by	Required Params	Description
get	SELECT	deploymentResourcePoolsId, locationsId, projectsId	Get a DeploymentResourcePool.
list	SELECT	locationsId, projectsId	List DeploymentResourcePools in a location.
query_deployed_models	SELECT	deploymentResourcePoolsId, locationsId, projectsId	List DeployedModels that have been deployed on this DeploymentResourcePool.
create	INSERT	locationsId, projectsId	Create a DeploymentResourcePool.
delete	DELETE	deploymentResourcePoolsId, locationsId, projectsId	Delete a DeploymentResourcePool.
patch	UPDATE	deploymentResourcePoolsId, locationsId, projectsId	Update a DeploymentResourcePool.

SELECT examples

List DeploymentResourcePools in a location.

SELECT
name,
createTime,
dedicatedResources,
disableContainerLogging,
encryptionSpec,
satisfiesPzi,
satisfiesPzs,
serviceAccount
FROM google.aiplatform.deployment_resource_pools
WHERE locationsId = '{{ locationsId }}'
AND projectsId = '{{ projectsId }}'; 

INSERT example

Use the following StackQL query and manifest file to create a new deployment_resource_pools resource.

All Properties

/*+ create */
INSERT INTO google.aiplatform.deployment_resource_pools (
locationsId,
projectsId,
deploymentResourcePoolId,
deploymentResourcePool
)
SELECT 
'{{ locationsId }}',
'{{ projectsId }}',
'{{ deploymentResourcePoolId }}',
'{{ deploymentResourcePool }}'
;

Manifest

deploymentResourcePoolId: string
deploymentResourcePool:
  serviceAccount: string
  dedicatedResources:
    spot: boolean
    machineSpec:
      acceleratorCount: integer
      reservationAffinity:
        key: string
        reservationAffinityType: string
        values:
          - type: string
      tpuTopology: string
      acceleratorType: string
      machineType: string
    autoscalingMetricSpecs:
      - metricName: string
        target: integer
    minReplicaCount: integer
    maxReplicaCount: integer
  disableContainerLogging: boolean
  encryptionSpec:
    kmsKeyName: string
  createTime: string
  satisfiesPzs: boolean
  satisfiesPzi: boolean
  name: string

UPDATE example

Updates a deployment_resource_pools resource.

/*+ update */
UPDATE google.aiplatform.deployment_resource_pools
SET 
serviceAccount = '{{ serviceAccount }}',
dedicatedResources = '{{ dedicatedResources }}',
disableContainerLogging = true|false,
encryptionSpec = '{{ encryptionSpec }}',
name = '{{ name }}'
WHERE 
deploymentResourcePoolsId = '{{ deploymentResourcePoolsId }}'
AND locationsId = '{{ locationsId }}'
AND projectsId = '{{ projectsId }}';

DELETE example

Deletes the specified deployment_resource_pools resource.

/*+ delete */
DELETE FROM google.aiplatform.deployment_resource_pools
WHERE deploymentResourcePoolsId = '{{ deploymentResourcePoolsId }}'
AND locationsId = '{{ locationsId }}'
AND projectsId = '{{ projectsId }}';