Class: Aws::SageMaker::Types::HyperParameterTuningInstanceConfig

Inherits:
Struct
  • Object
show all
Defined in:
gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb

Overview

The configuration for hyperparameter tuning resources for use in training jobs launched by the tuning job. These resources include compute instances and storage volumes. Specify one or more compute instance configurations and allocation strategies to select resources (optional).

Constant Summary collapse

SENSITIVE =
[]

Instance Attribute Summary collapse

Instance Attribute Details

#instance_countInteger

The number of instances of the type specified by InstanceType. Choose an instance count larger than 1 for distributed training algorithms. See SageMaker distributed training jobs for more information.

Returns:

  • (Integer)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19191

class HyperParameterTuningInstanceConfig < Struct.new(
  :instance_type,
  :instance_count,
  :volume_size_in_gb)
  SENSITIVE = []
  include Aws::Structure
end

#instance_typeString

The instance type used for processing of hyperparameter optimization jobs. Choose from general purpose (no GPUs) instance types: ml.m5.xlarge, ml.m5.2xlarge, and ml.m5.4xlarge or compute optimized (no GPUs) instance types: ml.c5.xlarge and ml.c5.2xlarge. For more information about instance types, see instance type descriptions.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19191

class HyperParameterTuningInstanceConfig < Struct.new(
  :instance_type,
  :instance_count,
  :volume_size_in_gb)
  SENSITIVE = []
  include Aws::Structure
end

#volume_size_in_gbInteger

The volume size in GB of the data to be processed for hyperparameter optimization (optional).

Returns:

  • (Integer)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19191

class HyperParameterTuningInstanceConfig < Struct.new(
  :instance_type,
  :instance_count,
  :volume_size_in_gb)
  SENSITIVE = []
  include Aws::Structure
end