Class: Aws::SageMaker::Types::DescribeAIRecommendationJobResponse

Inherits:

Struct

• Object
• Struct
• Aws::SageMaker::Types::DescribeAIRecommendationJobResponse

Defined in:

gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb

Overview

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #adapter_source ⇒ Types::AIAdapterSource

  The LoRA adapter source that you specified when you created the recommendation job.

• #ai_recommendation_job_arn ⇒ String

  The Amazon Resource Name (ARN) of the AI recommendation job.

• #ai_recommendation_job_name ⇒ String

  The name of the AI recommendation job.

• #ai_recommendation_job_status ⇒ String

  The status of the AI recommendation job.

• #ai_workload_config_identifier ⇒ String

  The name or Amazon Resource Name (ARN) of the AI workload configuration used for this recommendation job.

• #compute_spec ⇒ Types::AIRecommendationComputeSpec

  The compute resource specification for the recommendation job.

• #creation_time ⇒ Time

  A timestamp that indicates when the recommendation job was created.

• #end_time ⇒ Time

  A timestamp that indicates when the recommendation job completed.

• #failure_reason ⇒ String

  If the recommendation job failed, the reason it failed.

• #inference_specification ⇒ Types::AIRecommendationInferenceSpecification

  The inference framework configuration.

• #model_source ⇒ Types::AIModelSource

  The source of the model that was analyzed.

• #optimize_model ⇒ Boolean

  Whether model optimization techniques were allowed.

• #output_config ⇒ Types::AIRecommendationOutputResult

  The output configuration for the recommendation job.

• #performance_target ⇒ Types::AIRecommendationPerformanceTarget

  The performance targets specified for the recommendation job.

• #recommendations ⇒ Array<Types::AIRecommendation>

  The list of optimization recommendations generated by the job.

• #role_arn ⇒ String

  The Amazon Resource Name (ARN) of the IAM role used by the recommendation job.

• #start_time ⇒ Time

  A timestamp that indicates when the recommendation job started running.

• #tags ⇒ Array<Types::Tag>

  The tags associated with the recommendation job.

Instance Attribute Details

#adapter_source ⇒ Types::AIAdapterSource

The LoRA adapter source that you specified when you created the recommendation job. This field is absent when you created the job without LoRA adapters.

Returns:

• (Types::AIAdapterSource)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#ai_recommendation_job_arn ⇒ String

The Amazon Resource Name (ARN) of the AI recommendation job.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#ai_recommendation_job_name ⇒ String

The name of the AI recommendation job.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#ai_recommendation_job_status ⇒ String

The status of the AI recommendation job.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#ai_workload_config_identifier ⇒ String

The name or Amazon Resource Name (ARN) of the AI workload configuration used for this recommendation job.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#compute_spec ⇒ Types::AIRecommendationComputeSpec

The compute resource specification for the recommendation job.

Returns:

• (Types::AIRecommendationComputeSpec)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#creation_time ⇒ Time

A timestamp that indicates when the recommendation job was created.

Returns:

• (Time)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#end_time ⇒ Time

A timestamp that indicates when the recommendation job completed.

Returns:

• (Time)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#failure_reason ⇒ String

If the recommendation job failed, the reason it failed.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#inference_specification ⇒ Types::AIRecommendationInferenceSpecification

The inference framework configuration.

Returns:

• (Types::AIRecommendationInferenceSpecification)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#model_source ⇒ Types::AIModelSource

The source of the model that was analyzed.

Returns:

• (Types::AIModelSource)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#optimize_model ⇒ Boolean

Whether model optimization techniques were allowed.

Returns:

• (Boolean)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#output_config ⇒ Types::AIRecommendationOutputResult

The output configuration for the recommendation job.

Returns:

• (Types::AIRecommendationOutputResult)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#performance_target ⇒ Types::AIRecommendationPerformanceTarget

The performance targets specified for the recommendation job.

Returns:

• (Types::AIRecommendationPerformanceTarget)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#recommendations ⇒ Array<Types::AIRecommendation>

The list of optimization recommendations generated by the job. Each recommendation includes optimization details, deployment configuration, expected performance metrics, and the associated benchmark job ARN.

Returns:

• (Array<Types::AIRecommendation>)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#role_arn ⇒ String

The Amazon Resource Name (ARN) of the IAM role used by the recommendation job.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#start_time ⇒ Time

A timestamp that indicates when the recommendation job started running.

Returns:

• (Time)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#tags ⇒ Array<Types::Tag>

The tags associated with the recommendation job.

Returns:

• (Array<Types::Tag>)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17569

class DescribeAIRecommendationJobResponse < Struct.new(
  :ai_recommendation_job_name,
  :ai_recommendation_job_arn,
  :ai_recommendation_job_status,
  :failure_reason,
  :model_source,
  :output_config,
  :inference_specification,
  :ai_workload_config_identifier,
  :optimize_model,
  :performance_target,
  :recommendations,
  :role_arn,
  :compute_spec,
  :adapter_source,
  :creation_time,
  :start_time,
  :end_time,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end