Class: Aws::SageMaker::Types::ProductionVariant

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 ProductionVariant data as a hash:

{
  variant_name: "VariantName", # required
  model_name: "ModelName", # required
  initial_instance_count: 1, # required
  instance_type: "ml.t2.medium", # required, accepts ml.t2.medium, ml.t2.large, ml.t2.xlarge, ml.t2.2xlarge, ml.m4.xlarge, ml.m4.2xlarge, ml.m4.4xlarge, ml.m4.10xlarge, ml.m4.16xlarge, ml.m5.large, ml.m5.xlarge, ml.m5.2xlarge, ml.m5.4xlarge, ml.m5.12xlarge, ml.m5.24xlarge, ml.m5d.large, ml.m5d.xlarge, ml.m5d.2xlarge, ml.m5d.4xlarge, ml.m5d.12xlarge, ml.m5d.24xlarge, ml.c4.large, ml.c4.xlarge, ml.c4.2xlarge, ml.c4.4xlarge, ml.c4.8xlarge, ml.p2.xlarge, ml.p2.8xlarge, ml.p2.16xlarge, ml.p3.2xlarge, ml.p3.8xlarge, ml.p3.16xlarge, ml.c5.large, ml.c5.xlarge, ml.c5.2xlarge, ml.c5.4xlarge, ml.c5.9xlarge, ml.c5.18xlarge, ml.c5d.large, ml.c5d.xlarge, ml.c5d.2xlarge, ml.c5d.4xlarge, ml.c5d.9xlarge, ml.c5d.18xlarge, ml.g4dn.xlarge, ml.g4dn.2xlarge, ml.g4dn.4xlarge, ml.g4dn.8xlarge, ml.g4dn.12xlarge, ml.g4dn.16xlarge, ml.r5.large, ml.r5.xlarge, ml.r5.2xlarge, ml.r5.4xlarge, ml.r5.12xlarge, ml.r5.24xlarge, ml.r5d.large, ml.r5d.xlarge, ml.r5d.2xlarge, ml.r5d.4xlarge, ml.r5d.12xlarge, ml.r5d.24xlarge, ml.inf1.xlarge, ml.inf1.2xlarge, ml.inf1.6xlarge, ml.inf1.24xlarge
  initial_variant_weight: 1.0,
  accelerator_type: "ml.eia1.medium", # accepts ml.eia1.medium, ml.eia1.large, ml.eia1.xlarge, ml.eia2.medium, ml.eia2.large, ml.eia2.xlarge
  core_dump_config: {
    destination_s3_uri: "DestinationS3Uri", # required
    kms_key_id: "KmsKeyId",
  },
}

Identifies a model that you want to host and the resources chosen to deploy for hosting it. If you are deploying multiple models, tell Amazon SageMaker how to distribute traffic among the models by specifying variant weights.

See Also:

Constant Summary collapse

SENSITIVE = 
[]

Instance Attribute Summary collapse

Instance Attribute Details

#accelerator_type ⇒ String

The size of the Elastic Inference (EI) instance to use for the production variant. EI instances provide on-demand GPU computing for inference. For more information, see Using Elastic Inference in Amazon SageMaker.

Returns:

  • (String) 


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 29752

class ProductionVariant < Struct.new(
  :variant_name,
  :model_name,
  :initial_instance_count,
  :instance_type,
  :initial_variant_weight,
  :accelerator_type,
  :core_dump_config)
  SENSITIVE = []
  include Aws::Structure
end

#core_dump_config ⇒ Types::ProductionVariantCoreDumpConfig

Specifies configuration for a core dump from the model container when the process crashes.

Returns:



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 29752

class ProductionVariant < Struct.new(
  :variant_name,
  :model_name,
  :initial_instance_count,
  :instance_type,
  :initial_variant_weight,
  :accelerator_type,
  :core_dump_config)
  SENSITIVE = []
  include Aws::Structure
end

#initial_instance_count ⇒ Integer

Number of instances to launch initially.

Returns:

  • (Integer) 


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 29752

class ProductionVariant < Struct.new(
  :variant_name,
  :model_name,
  :initial_instance_count,
  :instance_type,
  :initial_variant_weight,
  :accelerator_type,
  :core_dump_config)
  SENSITIVE = []
  include Aws::Structure
end

#initial_variant_weight ⇒ Float

Determines initial traffic distribution among all of the models that you specify in the endpoint configuration. The traffic to a production variant is determined by the ratio of the VariantWeight to the sum of all VariantWeight values across all ProductionVariants. If unspecified, it defaults to 1.0.

Returns:

  • (Float) 


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 29752

class ProductionVariant < Struct.new(
  :variant_name,
  :model_name,
  :initial_instance_count,
  :instance_type,
  :initial_variant_weight,
  :accelerator_type,
  :core_dump_config)
  SENSITIVE = []
  include Aws::Structure
end

#instance_type ⇒ String

The ML compute instance type.

Returns:

  • (String) 


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 29752

class ProductionVariant < Struct.new(
  :variant_name,
  :model_name,
  :initial_instance_count,
  :instance_type,
  :initial_variant_weight,
  :accelerator_type,
  :core_dump_config)
  SENSITIVE = []
  include Aws::Structure
end

#model_name ⇒ String

The name of the model that you want to host. This is the name that you specified when creating the model.

Returns:

  • (String) 


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 29752

class ProductionVariant < Struct.new(
  :variant_name,
  :model_name,
  :initial_instance_count,
  :instance_type,
  :initial_variant_weight,
  :accelerator_type,
  :core_dump_config)
  SENSITIVE = []
  include Aws::Structure
end

#variant_name ⇒ String

The name of the production variant.

Returns:

  • (String) 


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 29752

class ProductionVariant < Struct.new(
  :variant_name,
  :model_name,
  :initial_instance_count,
  :instance_type,
  :initial_variant_weight,
  :accelerator_type,
  :core_dump_config)
  SENSITIVE = []
  include Aws::Structure
end