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

Inherits:
Struct
  • Object
show all
Includes:
Aws::Structure
Defined in:
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).

See Also:

Constant Summary collapse

SENSITIVE = 
[]

Instance Attribute Summary collapse

Instance Attribute Details

#instance_count ⇒ Integer

The number of instances of the type specified by ‘InstanceType`. Choose an instance count larger than 1 for distributed training algorithms. See [Step 2: Launch a SageMaker Distributed Training Job Using the SageMaker Python SDK] for more information.

[1]: docs.aws.amazon.com/sagemaker/latest/dg/data-parallel-use-api.html

Returns:

  • (Integer) 


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# File 'lib/aws-sdk-sagemaker/types.rb', line 23183

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

#instance_type ⇒ String

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].

[1]: docs.aws.amazon.com/sagemaker/latest/dg/notebooks-available-instance-types.html

Returns:

  • (String) 


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# File 'lib/aws-sdk-sagemaker/types.rb', line 23183

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

#volume_size_in_gb ⇒ Integer

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

Returns:

  • (Integer) 


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# File 'lib/aws-sdk-sagemaker/types.rb', line 23183

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