Class: Aws::SageMaker::Types::DescribeAutoMLJobResponse
- Inherits:
-
Struct
- Object
- Struct
- Aws::SageMaker::Types::DescribeAutoMLJobResponse
- Defined in:
- gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb
Overview
Constant Summary collapse
- SENSITIVE =
[]
Instance Attribute Summary collapse
-
#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 Autopilot using both the best objective metric and lowest [InferenceLatency][1] 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
, andCompletionCriteria
. -
#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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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
.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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 Autopilot using both the best objective metric and lowest InferenceLatency for an experiment.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 11804 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 |