Class: Aws::Personalize::Types::CreateSolutionRequest

Inherits:

Struct

• Object
• Struct
• Aws::Personalize::Types::CreateSolutionRequest

Defined in:

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

Overview

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #dataset_group_arn ⇒ String

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

• #event_type ⇒ String

  When your have multiple event types (using an EVENT_TYPE schema field), this parameter specifies which event type (for example, 'click' or 'like') is used for training the model.

• #name ⇒ String

  The name for the solution.

• #perform_auto_ml ⇒ Boolean

  We don't recommend enabling automated machine learning.

• #perform_auto_training ⇒ Boolean

  Whether the solution uses automatic training to create new solution versions (trained models).

• #perform_hpo ⇒ Boolean

  Whether to perform hyperparameter optimization (HPO) on the specified or selected recipe.

• #recipe_arn ⇒ String

  The Amazon Resource Name (ARN) of the recipe to use for model training.

• #solution_config ⇒ Types::SolutionConfig

  The configuration to use with the solution.

• #tags ⇒ Array<Types::Tag>

  A list of [tags][1] to apply to the solution.

Instance Attribute Details

#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 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#event_type ⇒ String

When your have multiple event types (using an EVENT_TYPE schema field), this parameter specifies which event type (for example, 'click' or 'like') is used for training the model.

If you do not provide an eventType, Amazon Personalize will use all interactions for training with equal weight regardless of type.

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#name ⇒ String

The name for the solution.

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  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 Choosing a recipe.

Whether to perform automated machine learning (AutoML). The default is false. For this case, you must specify recipeArn.

When set to true, Amazon Personalize analyzes your training data and selects the optimal USER_PERSONALIZATION recipe and hyperparameters. In this case, you must omit recipeArn. Amazon Personalize determines the optimal recipe by running tests with different values for the hyperparameters. AutoML lengthens the training process as compared to selecting a specific recipe.

Returns:

• (Boolean)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#perform_auto_training ⇒ Boolean

Whether the solution uses automatic training to create new solution versions (trained models). The default is True and the solution automatically creates new solution versions every 7 days. You can change the training frequency by specifying a schedulingExpression in the AutoTrainingConfig as part of solution configuration. For more information about automatic training, see Configuring automatic training.

Automatic solution version creation starts one hour after the solution is ACTIVE. If you manually create a solution version within the hour, the solution skips the first automatic training.

After training starts, you can get the solution version's Amazon Resource Name (ARN) with the ListSolutionVersions API operation. To get its status, use the DescribeSolutionVersion.

Returns:

• (Boolean)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#perform_hpo ⇒ Boolean

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

When performing AutoML, this parameter is always true and you should not set it to false.

Returns:

• (Boolean)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#recipe_arn ⇒ String

The Amazon Resource Name (ARN) of the recipe to use for model training. This is required when performAutoML is false. For information about different Amazon Personalize recipes and their ARNs, see Choosing a recipe.

Returns:

• (String)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#solution_config ⇒ Types::SolutionConfig

The configuration to use with the solution. When performAutoML is set to true, Amazon Personalize only evaluates the autoMLConfig section of the solution configuration.

Amazon Personalize doesn't support configuring the hpoObjective at this time.

Returns:

• (Types::SolutionConfig)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#tags ⇒ Array<Types::Tag>

A list of tags to apply to the solution.

Returns:

• (Array<Types::Tag>)

# File 'gems/aws-sdk-personalize/lib/aws-sdk-personalize/types.rb', line 1686

class CreateSolutionRequest < Struct.new(
  :name,
  :perform_hpo,
  :perform_auto_ml,
  :perform_auto_training,
  :recipe_arn,
  :dataset_group_arn,
  :event_type,
  :solution_config,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end