model_bias_job_definitions

Creates, updates, deletes or gets a model_bias_job_definition resource or lists model_bias_job_definitions in a region

Overview

Name	model_bias_job_definitions
Type	Resource
Description	Resource Type definition for AWS::SageMaker::ModelBiasJobDefinition
Id	awscc.sagemaker.model_bias_job_definitions

Fields

get (all properties)

Name	Datatype	Description
job_definition_arn	string	The Amazon Resource Name (ARN) of job definition.
job_definition_name	string	The name of the job definition.
▶model_bias_baseline_config	object	Baseline configuration used to validate that the data conforms to the specified constraints and statistics.
▶model_bias_app_specification	object	Container image configuration object for the monitoring job.
▶model_bias_job_input	object	The inputs for a monitoring job.
▶model_bias_job_output_config	object	The output configuration for monitoring jobs.
▶job_resources	object	Identifies the resources to deploy for a monitoring job.
▶network_config	object	Networking options for a job, such as network traffic encryption between containers, whether to allow inbound and outbound network calls to and from containers, and the VPC subnets and security groups to use for VPC-enabled jobs.
endpoint_name	string	The name of the endpoint used to run the monitoring job.
role_arn	string	The Amazon Resource Name (ARN) of an IAM role that Amazon SageMaker can assume to perform tasks on your behalf.
▶stopping_condition	object	Configures conditions under which the processing job should be stopped, such as how long the processing job has been running. After the condition is met, the processing job is stopped.
▶tags	array	An array of key-value pairs to apply to this resource.
creation_time	string	The time at which the job definition was created.
region	string	AWS region.

list (identifiers only)

Name	Datatype	Description
job_definition_arn	string	The Amazon Resource Name (ARN) of job definition.
region	string	AWS region.

For more information, see AWS::SageMaker::ModelBiasJobDefinition.

Methods

Name	Resource	Accessible by	Required Params
create_resource	model_bias_job_definitions	INSERT	ModelBiasAppSpecification, ModelBiasJobInput, ModelBiasJobOutputConfig, JobResources, RoleArn, region
delete_resource	model_bias_job_definitions	DELETE	Identifier, region
list_resources	model_bias_job_definitions_list_only	SELECT	region
get_resource	model_bias_job_definitions	SELECT	Identifier, region

SELECT examples

get (all properties)

Gets all properties from an individual model_bias_job_definition.

SELECT
  region,
  job_definition_arn,
  job_definition_name,
  model_bias_baseline_config,
  model_bias_app_specification,
  model_bias_job_input,
  model_bias_job_output_config,
  job_resources,
  network_config,
  endpoint_name,
  role_arn,
  stopping_condition,
  tags,
  creation_time
FROM awscc.sagemaker.model_bias_job_definitions
WHERE
  region = '{{ region }}' AND
  Identifier = '{{ job_definition_arn }}';

list (identifiers only)

Lists all model_bias_job_definitions in a region.

SELECT
  region,
  job_definition_arn
FROM awscc.sagemaker.model_bias_job_definitions_list_only
WHERE
  region = '{{ region }}';

INSERT example

Use the following StackQL query and manifest file to create a new model_bias_job_definition resource, using stack-deploy.

Required Properties

/*+ create */
INSERT INTO awscc.sagemaker.model_bias_job_definitions (
  ModelBiasAppSpecification,
  ModelBiasJobInput,
  ModelBiasJobOutputConfig,
  JobResources,
  RoleArn,
  region
)
SELECT
  '{{ model_bias_app_specification }}',
  '{{ model_bias_job_input }}',
  '{{ model_bias_job_output_config }}',
  '{{ job_resources }}',
  '{{ role_arn }}',
  '{{ region }}'
RETURNING
  ErrorCode,
  EventTime,
  Identifier,
  Operation,
  OperationStatus,
  RequestToken,
  ResourceModel,
  RetryAfter,
  StatusMessage,
  TypeName
;

All Properties

/*+ create */
INSERT INTO awscc.sagemaker.model_bias_job_definitions (
  JobDefinitionName,
  ModelBiasBaselineConfig,
  ModelBiasAppSpecification,
  ModelBiasJobInput,
  ModelBiasJobOutputConfig,
  JobResources,
  NetworkConfig,
  EndpointName,
  RoleArn,
  StoppingCondition,
  Tags,
  region
)
SELECT
  '{{ job_definition_name }}',
  '{{ model_bias_baseline_config }}',
  '{{ model_bias_app_specification }}',
  '{{ model_bias_job_input }}',
  '{{ model_bias_job_output_config }}',
  '{{ job_resources }}',
  '{{ network_config }}',
  '{{ endpoint_name }}',
  '{{ role_arn }}',
  '{{ stopping_condition }}',
  '{{ tags }}',
  '{{ region }}'
RETURNING
  ErrorCode,
  EventTime,
  Identifier,
  Operation,
  OperationStatus,
  RequestToken,
  ResourceModel,
  RetryAfter,
  StatusMessage,
  TypeName
;

Manifest

version: 1
name: stack name
description: stack description
providers:
- aws
globals:
- name: region
  value: '{{ vars.AWS_REGION }}'
resources:
- name: model_bias_job_definition
  props:
    - name: job_definition_name
      value: '{{ job_definition_name }}'
    - name: model_bias_baseline_config
      value:
        baselining_job_name: '{{ baselining_job_name }}'
        constraints_resource:
          s3_uri: '{{ s3_uri }}'
    - name: model_bias_app_specification
      value:
        image_uri: '{{ image_uri }}'
        config_uri: null
        environment: {}
    - name: model_bias_job_input
      value:
        endpoint_input:
          endpoint_name: '{{ endpoint_name }}'
          local_path: '{{ local_path }}'
          s3_data_distribution_type: '{{ s3_data_distribution_type }}'
          s3_input_mode: '{{ s3_input_mode }}'
          exclude_features_attribute: '{{ exclude_features_attribute }}'
        batch_transform_input:
          data_captured_destination_s3_uri: '{{ data_captured_destination_s3_uri }}'
          dataset_format:
            csv:
              header: '{{ header }}'
            json:
              line: '{{ line }}'
            parquet: '{{ parquet }}'
          local_path: '{{ local_path }}'
          s3_data_distribution_type: '{{ s3_data_distribution_type }}'
          s3_input_mode: '{{ s3_input_mode }}'
          exclude_features_attribute: '{{ exclude_features_attribute }}'
        ground_truth_s3_input:
          s3_uri: '{{ s3_uri }}'
    - name: model_bias_job_output_config
      value:
        kms_key_id: '{{ kms_key_id }}'
        monitoring_outputs:
          - s3_output:
              local_path: '{{ local_path }}'
              s3_upload_mode: '{{ s3_upload_mode }}'
              s3_uri: '{{ s3_uri }}'
    - name: job_resources
      value:
        cluster_config:
          instance_count: '{{ instance_count }}'
          instance_type: '{{ instance_type }}'
          volume_size_in_gb: '{{ volume_size_in_gb }}'
          volume_kms_key_id: '{{ volume_kms_key_id }}'
    - name: network_config
      value:
        enable_inter_container_traffic_encryption: '{{ enable_inter_container_traffic_encryption }}'
        enable_network_isolation: '{{ enable_network_isolation }}'
        vpc_config:
          security_group_ids:
            - '{{ security_group_ids[0] }}'
          subnets:
            - '{{ subnets[0] }}'
    - name: endpoint_name
      value: null
    - name: role_arn
      value: '{{ role_arn }}'
    - name: stopping_condition
      value:
        max_runtime_in_seconds: '{{ max_runtime_in_seconds }}'
    - name: tags
      value:
        - value: '{{ value }}'
          key: '{{ key }}'

DELETE example

/*+ delete */
DELETE FROM awscc.sagemaker.model_bias_job_definitions
WHERE
  Identifier = '{{ job_definition_arn }}' AND
  region = '{{ region }}'
RETURNING
  ErrorCode,
  EventTime,
  Identifier,
  Operation,
  OperationStatus,
  RequestToken,
  ResourceModel,
  RetryAfter,
  StatusMessage,
  TypeName
;

Additional Parameters

Mutable resources in the Cloud Control provider support additional optional parameters which can be supplied with INSERT, UPDATE, or DELETE operations. These include:

Parameter	Description
ClientToken	A unique identifier to ensure the idempotency of the resource request. This allows the provider to accurately distinguish between retries and new requests. A client token is valid for 36 hours once used. After that, a resource request with the same client token is treated as a new request. If you do not specify a client token, one is generated for inclusion in the request.
RoleArn	The ARN of the IAM role used to perform this resource operation. The role specified must have the permissions required for this operation. If you do not specify a role, a temporary session is created using your AWS user credentials.
TypeVersionId	For private resource types, the type version to use in this resource operation. If you do not specify a resource version, the default version is used.

Permissions

To operate on the model_bias_job_definitions resource, the following permissions are required:

Create

sagemaker:CreateModelBiasJobDefinition,
sagemaker:DescribeModelBiasJobDefinition,
iam:PassRole,
sagemaker:AddTags,
sagemaker:ListTags

Delete

sagemaker:DeleteModelBiasJobDefinition

Read

sagemaker:DescribeModelBiasJobDefinition,
sagemaker:ListTags

List

sagemaker:ListModelBiasJobDefinitions,
sagemaker:ListTags