Class: Aws::SageMaker::Types::EndpointInput

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

Overview

Note:

When making an API call, you may pass EndpointInput data as a hash:

{
  endpoint_name: "EndpointName", # required
  local_path: "ProcessingLocalPath", # required
  s3_input_mode: "Pipe", # accepts Pipe, File
  s3_data_distribution_type: "FullyReplicated", # accepts FullyReplicated, ShardedByS3Key
  features_attribute: "String",
  inference_attribute: "String",
  probability_attribute: "String",
  probability_threshold_attribute: 1.0,
  start_time_offset: "MonitoringTimeOffsetString",
  end_time_offset: "MonitoringTimeOffsetString",
}

Input object for the endpoint

Constant Summary collapse

SENSITIVE =
[]

Instance Attribute Summary collapse

Instance Attribute Details

#end_time_offsetString

If specified, monitoring jobs substract this time from the end time. For information about using offsets for scheduling monitoring jobs, see Schedule Model Quality Monitoring Jobs.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#endpoint_nameString

An endpoint in customer's account which has enabled DataCaptureConfig enabled.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#features_attributeString

The attributes of the input data that are the input features.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#inference_attributeString

The attribute of the input data that represents the ground truth label.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#local_pathString

Path to the filesystem where the endpoint data is available to the container.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#probability_attributeString

In a classification problem, the attribute that represents the class probability.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#probability_threshold_attributeFloat

The threshold for the class probability to be evaluated as a positive result.

Returns:

  • (Float)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#s3_data_distribution_typeString

Whether input data distributed in Amazon S3 is fully replicated or sharded by an S3 key. Defaults to FullyReplicated

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#s3_input_modeString

Whether the Pipe or File is used as the input mode for transferring data for the monitoring job. Pipe mode is recommended for large datasets. File mode is useful for small files that fit in memory. Defaults to File.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end

#start_time_offsetString

If specified, monitoring jobs substract this time from the start time. For information about using offsets for scheduling monitoring jobs, see Schedule Model Quality Monitoring Jobs.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 17508

class EndpointInput < Struct.new(
  :endpoint_name,
  :local_path,
  :s3_input_mode,
  :s3_data_distribution_type,
  :features_attribute,
  :inference_attribute,
  :probability_attribute,
  :probability_threshold_attribute,
  :start_time_offset,
  :end_time_offset)
  SENSITIVE = []
  include Aws::Structure
end