Class: Aws::SageMaker::Types::DescribeAutoMLJobResponse

Inherits:

Struct

• Object
• Struct
• Aws::SageMaker::Types::DescribeAutoMLJobResponse

Includes:

Aws::Structure

Defined in:

lib/aws-sdk-sagemaker/types.rb

Overview

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #auto_ml_job_arn ⇒ String

  Returns the ARN of the AutoML job.

• #auto_ml_job_artifacts ⇒ Types::AutoMLJobArtifacts

  Returns information on the job’s artifacts found in AutoMLJobArtifacts.

• #auto_ml_job_config ⇒ Types::AutoMLJobConfig

  Returns the configuration for the AutoML job.

• #auto_ml_job_name ⇒ String

  Returns the name of the AutoML job.

• #auto_ml_job_objective ⇒ Types::AutoMLJobObjective

  Returns the job’s objective.

• #auto_ml_job_secondary_status ⇒ String

  Returns the secondary status of the AutoML job.

• #auto_ml_job_status ⇒ String

  Returns the status of the AutoML job.

• #best_candidate ⇒ Types::AutoMLCandidate

  The best model candidate selected by SageMaker AI Autopilot using both the best objective metric and lowest [InferenceLatency] for an experiment.

• #creation_time ⇒ Time

  Returns the creation time of the AutoML job.

• #end_time ⇒ Time

  Returns the end time of the AutoML job.

• #failure_reason ⇒ String

  Returns the failure reason for an AutoML job, when applicable.

• #generate_candidate_definitions_only ⇒ Boolean

  Indicates whether the output for an AutoML job generates candidate definitions only.

• #input_data_config ⇒ Array<Types::AutoMLChannel>

  Returns the input data configuration for the AutoML job.

• #last_modified_time ⇒ Time

  Returns the job’s last modified time.

• #model_deploy_config ⇒ Types::ModelDeployConfig

  Indicates whether the model was deployed automatically to an endpoint and the name of that endpoint if deployed automatically.

• #model_deploy_result ⇒ Types::ModelDeployResult

  Provides information about endpoint for the model deployment.

• #output_data_config ⇒ Types::AutoMLOutputDataConfig

  Returns the job’s output data config.

• #partial_failure_reasons ⇒ Array<Types::AutoMLPartialFailureReason>

  Returns a list of reasons for partial failures within an AutoML job.

• #problem_type ⇒ String

  Returns the job’s problem type.

• #resolved_attributes ⇒ Types::ResolvedAttributes

  Contains ProblemType, AutoMLJobObjective, and CompletionCriteria.

• #role_arn ⇒ String

  The ARN of the IAM role that has read permission to the input data location and write permission to the output data location in Amazon S3.

Instance Attribute Details

#auto_ml_job_arn ⇒ String

Returns the ARN of the AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_artifacts ⇒ Types::AutoMLJobArtifacts

Returns information on the job’s artifacts found in AutoMLJobArtifacts.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_config ⇒ Types::AutoMLJobConfig

Returns the configuration for the AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_name ⇒ String

Returns the name of the AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_objective ⇒ Types::AutoMLJobObjective

Returns the job’s objective.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_secondary_status ⇒ String

Returns the secondary status of the AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_status ⇒ String

Returns the status of the AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#best_candidate ⇒ Types::AutoMLCandidate

The best model candidate selected by SageMaker AI Autopilot using both the best objective metric and lowest [InferenceLatency] for an experiment.

[1]: docs.aws.amazon.com/sagemaker/latest/dg/autopilot-metrics-validation.html

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#creation_time ⇒ Time

Returns the creation time of the AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#end_time ⇒ Time

Returns the end time of the AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#failure_reason ⇒ String

Returns the failure reason for an AutoML job, when applicable.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#generate_candidate_definitions_only ⇒ Boolean

Indicates whether the output for an AutoML job generates candidate definitions only.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#input_data_config ⇒ Array<Types::AutoMLChannel>

Returns the input data configuration for the AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#last_modified_time ⇒ Time

Returns the job’s last modified time.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#model_deploy_config ⇒ Types::ModelDeployConfig

Indicates whether the model was deployed automatically to an endpoint and the name of that endpoint if deployed automatically.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#model_deploy_result ⇒ Types::ModelDeployResult

Provides information about endpoint for the model deployment.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#output_data_config ⇒ Types::AutoMLOutputDataConfig

Returns the job’s output data config.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#partial_failure_reasons ⇒ Array<Types::AutoMLPartialFailureReason>

Returns a list of reasons for partial failures within an AutoML job.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#problem_type ⇒ String

Returns the job’s problem type.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#resolved_attributes ⇒ Types::ResolvedAttributes

Contains ProblemType, AutoMLJobObjective, and CompletionCriteria. If you do not provide these values, they are inferred.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#role_arn ⇒ String

The ARN of the IAM role that has read permission to the input data location and write permission to the output data location in Amazon S3.

Returns:

# File 'lib/aws-sdk-sagemaker/types.rb', line 15821

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end