125 lines
3.7 KiB
YAML
125 lines
3.7 KiB
YAML
name: "Sagemaker - DataQualityJobDefinition"
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description: Create DataQualityJobDefinition
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inputs:
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- {
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name: region,
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type: String,
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description: "The region to use for the training job",
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}
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###########################GENERATED SECTION BELOW############################
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- {
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name: data_quality_app_specification,
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type: JsonObject,
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default: '{}',
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description: "Specifies the container that runs the monitoring job.",
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}
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- {
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name: data_quality_baseline_config,
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type: JsonObject,
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default: '{}',
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description: "Configures the constraints and baselines for the monitoring job.",
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}
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- {
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name: data_quality_job_input,
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type: JsonObject,
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default: '{}',
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description: "A list of inputs for the monitoring job.",
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}
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- {
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name: data_quality_job_output_config,
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type: JsonObject,
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default: '{}',
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description: "The output configuration for monitoring jobs.",
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}
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- {
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name: job_definition_name,
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type: String,
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default: '',
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description: "The name for the monitoring job definition.",
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}
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- {
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name: job_resources,
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type: JsonObject,
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default: '{}',
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description: "Identifies the resources to deploy for a monitoring job.",
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}
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- {
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name: network_config,
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type: JsonObject,
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default: '{}',
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description: "Specifies networking configuration for the monitoring job.",
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}
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- {
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name: role_arn,
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type: String,
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default: '',
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description: "The Amazon Resource Name (ARN) of an IAM role that Amazon SageMaker can assume to perform tasks on your behalf.",
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}
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- {
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name: stopping_condition,
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type: JsonObject,
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default: '{}',
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description: "A time limit for how long the monitoring job is allowed to run before stopping.",
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}
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- {
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name: tags,
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type: JsonArray,
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default: '[]',
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description: "(Optional) An array of key-value pairs.",
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}
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###########################GENERATED SECTION ABOVE############################
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outputs:
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###########################GENERATED SECTION BELOW############################
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- {
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name: ack_resource_metadata,
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type: JsonObject,
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description: "All CRs managed by ACK have a common `Status.",
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}
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- {
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name: conditions,
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type: JsonArray,
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description: "All CRS managed by ACK have a common `Status.",
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}
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- {
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name: sagemaker_resource_name,
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type: String,
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description: "Resource name on Sagemaker",
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}
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###########################GENERATED SECTION ABOVE############################
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implementation:
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container:
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image: public.ecr.aws/kubeflow-on-aws/aws-sagemaker-kfp-components:2.3.0
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command: [python3]
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args:
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- DataQualityJobDefinition/src/DataQualityJobDefinition_component.py
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- --region
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- { inputValue: region }
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###########################GENERATED SECTION BELOW############################
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- --data_quality_app_specification
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- { inputValue: data_quality_app_specification }
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- --data_quality_baseline_config
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- { inputValue: data_quality_baseline_config }
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- --data_quality_job_input
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- { inputValue: data_quality_job_input }
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- --data_quality_job_output_config
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- { inputValue: data_quality_job_output_config }
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- --job_definition_name
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- { inputValue: job_definition_name }
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- --job_resources
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- { inputValue: job_resources }
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- --network_config
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- { inputValue: network_config }
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- --role_arn
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- { inputValue: role_arn }
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- --stopping_condition
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- { inputValue: stopping_condition }
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- --tags
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- { inputValue: tags }
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###########################GENERATED SECTION ABOVE############################
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