Class: Aws::Personalize::Types::Solution

Inherits:

Struct

• Object
• Struct
• Aws::Personalize::Types::Solution

Defined in:

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

Overview

After you create a solution, you can’t change its configuration. By default, all new solutions use automatic training. With automatic training, you incur training costs while your solution is active. You can't stop automatic training for a solution. To avoid unnecessary costs, make sure to delete the solution when you are finished. For information about training costs, see Amazon Personalize pricing.

An object that provides information about a solution. A solution includes the custom recipe, customized parameters, and trained models (Solution Versions) that Amazon Personalize uses to generate recommendations.

After you create a solution, you can’t change its configuration. If you need to make changes, you can clone the solution with the Amazon Personalize console or create a new one.

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #auto_ml_result ⇒ Types::AutoMLResult

  When performAutoML is true, specifies the best recipe found.

• #creation_date_time ⇒ Time

  The creation date and time (in Unix time) of the solution.

• #dataset_group_arn ⇒ String

  The Amazon Resource Name (ARN) of the dataset group that provides the training data.

• #event_type ⇒ String

  The event type (for example, 'click' or 'like') that is used for training the model.

• #last_updated_date_time ⇒ Time

  The date and time (in Unix time) that the solution was last updated.

• #latest_solution_version ⇒ Types::SolutionVersionSummary

  Describes the latest version of the solution, including the status and the ARN.

• #name ⇒ String

  The name of the solution.

• #perform_auto_ml ⇒ Boolean

  We don't recommend enabling automated machine learning.

• #perform_auto_training ⇒ Boolean

  Specifies whether the solution automatically creates solution versions.

• #perform_hpo ⇒ Boolean

  Whether to perform hyperparameter optimization (HPO) on the chosen recipe.

• #recipe_arn ⇒ String

  The ARN of the recipe used to create the solution.

• #solution_arn ⇒ String

  The ARN of the solution.

• #solution_config ⇒ Types::SolutionConfig

  Describes the configuration properties for the solution.

• #status ⇒ String

  The status of the solution.

Instance Attribute Details

#auto_ml_result ⇒ Types::AutoMLResult

When performAutoML is true, specifies the best recipe found.

Returns:

• (Types::AutoMLResult)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#creation_date_time ⇒ Time

The creation date and time (in Unix time) of the solution.

Returns:

• (Time)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#dataset_group_arn ⇒ String

The Amazon Resource Name (ARN) of the dataset group that provides the training data.

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#event_type ⇒ String

The event type (for example, 'click' or 'like') that is used for training the model. If no eventType is provided, Amazon Personalize uses all interactions for training with equal weight regardless of type.

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#last_updated_date_time ⇒ Time

The date and time (in Unix time) that the solution was last updated.

Returns:

• (Time)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#latest_solution_version ⇒ Types::SolutionVersionSummary

Describes the latest version of the solution, including the status and the ARN.

Returns:

• (Types::SolutionVersionSummary)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#name ⇒ String

The name of the solution.

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#perform_auto_ml ⇒ Boolean

We don't recommend enabling automated machine learning. Instead, match your use case to the available Amazon Personalize recipes. For more information, see Determining your use case.

When true, Amazon Personalize performs a search for the best USER_PERSONALIZATION recipe from the list specified in the solution configuration (recipeArn must not be specified). When false (the default), Amazon Personalize uses recipeArn for training.

Returns:

• (Boolean)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#perform_auto_training ⇒ Boolean

Specifies whether the solution automatically creates solution versions. The default is True and the solution automatically creates new solution versions every 7 days.

For more information about auto training, see Creating and configuring a solution.

Returns:

• (Boolean)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#perform_hpo ⇒ Boolean

Whether to perform hyperparameter optimization (HPO) on the chosen recipe. The default is false.

Returns:

• (Boolean)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#recipe_arn ⇒ String

The ARN of the recipe used to create the solution. This is required when performAutoML is false.

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#solution_arn ⇒ String

The ARN of the solution.

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#solution_config ⇒ Types::SolutionConfig

Describes the configuration properties for the solution.

Returns:

• (Types::SolutionConfig)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end

#status ⇒ String

The status of the solution.

A solution can be in one of the following states:

• CREATE PENDING > CREATE IN_PROGRESS > ACTIVE -or- CREATE FAILED

• DELETE PENDING > DELETE IN_PROGRESS

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 5050

class Solution < Struct.new(
  :name,
  :solution_arn,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :auto_ml_result,
  :status,
  :creation_date_time,
  :last_updated_date_time,
  :latest_solution_version)
  SENSITIVE = []
  include Aws::Structure
end