name: SageMaker - Processing Job
description: Perform data pre-processing, post-processing, feature engineering, data
  validation, and model evaluation, and interpretation on using SageMaker
inputs:
- {name: region, type: String, description: The region for the SageMaker resource.}
- {name: endpoint_url, type: String, description: The URL to use when communicating
    with the SageMaker service., default: ''}
- {name: assume_role, type: String, description: The ARN of an IAM role to assume
    when connecting to SageMaker., default: ''}
- {name: tags, type: JsonObject, description: 'An array of key-value pairs, to categorize
    AWS resources.', default: '{}'}
- {name: job_name, type: String, description: The name of the processing job., default: ''}
- {name: role, type: String, description: The Amazon Resource Name (ARN) that Amazon
    SageMaker assumes to perform tasks on your behalf.}
- {name: image, type: String, description: The registry path of the Docker image that
    contains the processing container., default: ''}
- {name: instance_type, type: String, description: The ML compute instance type.,
  default: ml.m4.xlarge}
- {name: instance_count, type: Integer, description: The number of ML compute instances
    to use in each processing job., default: '1'}
- {name: volume_size, type: Integer, description: The size of the ML storage volume
    that you want to provision., default: '30'}
- {name: resource_encryption_key, type: String, description: The AWS KMS key that
    Amazon SageMaker uses to encrypt data on the storage volume attached to the ML
    compute instance(s)., default: ''}
- {name: output_encryption_key, type: String, description: The AWS KMS key that Amazon
    SageMaker uses to encrypt the processing artifacts., default: ''}
- {name: max_run_time, type: Integer, description: The maximum run time in seconds
    for the processing job., default: '86400'}
- {name: environment, type: JsonObject, description: The dictionary of the environment
    variables to set in the Docker container. Up to 16 key-value entries in the map.,
  default: '{}'}
- {name: container_entrypoint, type: JsonArray, description: The entrypoint for the
    processing job. This is in the form of a list of strings that make a command.,
  default: '[]'}
- {name: container_arguments, type: JsonArray, description: A list of string arguments
    to be passed to a processing job., default: '[]'}
- {name: output_config, type: JsonArray, description: Parameters that specify Amazon
    S3 outputs for a processing job., default: '[]'}
- {name: input_config, type: JsonArray, description: Parameters that specify Amazon
    S3 inputs for a processing job., default: '[]'}
- {name: vpc_security_group_ids, type: String, description: 'The VPC security group
    IDs, in the form sg-xxxxxxxx.', default: ''}
- {name: vpc_subnets, type: String, description: The ID of the subnets in the VPC
    to which you want to connect your hpo job., default: ''}
- name: network_isolation
  type: Bool
  description: Isolates the processing container.
  default: "True"
- name: traffic_encryption
  type: Bool
  description: Encrypts all communications between ML compute instances in distributed
    training.
  default: "False"
outputs:
- {name: job_name, description: Processing job name.}
- {name: output_artifacts, description: A dictionary containing the output S3 artifacts.}
implementation:
  container:
    image: amazon/aws-sagemaker-kfp-components:1.1.1
    command: [python3]
    args:
    - process/src/sagemaker_process_component.py
    - --region
    - {inputValue: region}
    - --endpoint_url
    - {inputValue: endpoint_url}
    - --assume_role
    - {inputValue: assume_role}
    - --tags
    - {inputValue: tags}
    - --job_name
    - {inputValue: job_name}
    - --role
    - {inputValue: role}
    - --image
    - {inputValue: image}
    - --instance_type
    - {inputValue: instance_type}
    - --instance_count
    - {inputValue: instance_count}
    - --volume_size
    - {inputValue: volume_size}
    - --resource_encryption_key
    - {inputValue: resource_encryption_key}
    - --output_encryption_key
    - {inputValue: output_encryption_key}
    - --max_run_time
    - {inputValue: max_run_time}
    - --environment
    - {inputValue: environment}
    - --container_entrypoint
    - {inputValue: container_entrypoint}
    - --container_arguments
    - {inputValue: container_arguments}
    - --output_config
    - {inputValue: output_config}
    - --input_config
    - {inputValue: input_config}
    - --vpc_security_group_ids
    - {inputValue: vpc_security_group_ids}
    - --vpc_subnets
    - {inputValue: vpc_subnets}
    - --network_isolation
    - {inputValue: network_isolation}
    - --traffic_encryption
    - {inputValue: traffic_encryption}
    - --job_name_output_path
    - {outputPath: job_name}
    - --output_artifacts_output_path
    - {outputPath: output_artifacts}