Class: Aws::SageMaker::Types::ProductionVariant
- Inherits:
-
Struct
- Object
- Struct
- Aws::SageMaker::Types::ProductionVariant
- Defined in:
- gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb
Overview
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,
instance_type: "ml.t2.medium", # 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",
},
serverless_config: {
memory_size_in_mb: 1, # required
max_concurrency: 1, # required
},
}
Identifies a model that you want to host and the resources chosen to deploy for hosting it. If you are deploying multiple models, tell SageMaker how to distribute traffic among the models by specifying variant weights.
Constant Summary collapse
- SENSITIVE =
[]
Instance Attribute Summary collapse
-
#accelerator_type ⇒ String
The size of the Elastic Inference (EI) instance to use for the production variant.
-
#core_dump_config ⇒ Types::ProductionVariantCoreDumpConfig
Specifies configuration for a core dump from the model container when the process crashes.
-
#initial_instance_count ⇒ Integer
Number of instances to launch initially.
-
#initial_variant_weight ⇒ Float
Determines initial traffic distribution among all of the models that you specify in the endpoint configuration.
-
#instance_type ⇒ String
The ML compute instance type.
-
#model_name ⇒ String
The name of the model that you want to host.
-
#serverless_config ⇒ Types::ProductionVariantServerlessConfig
The serverless configuration for an endpoint.
-
#variant_name ⇒ String
The name of the production variant.
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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 32857 class ProductionVariant < Struct.new( :variant_name, :model_name, :initial_instance_count, :instance_type, :initial_variant_weight, :accelerator_type, :core_dump_config, :serverless_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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 32857 class ProductionVariant < Struct.new( :variant_name, :model_name, :initial_instance_count, :instance_type, :initial_variant_weight, :accelerator_type, :core_dump_config, :serverless_config) SENSITIVE = [] include Aws::Structure end |
#initial_instance_count ⇒ Integer
Number of instances to launch initially.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 32857 class ProductionVariant < Struct.new( :variant_name, :model_name, :initial_instance_count, :instance_type, :initial_variant_weight, :accelerator_type, :core_dump_config, :serverless_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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 32857 class ProductionVariant < Struct.new( :variant_name, :model_name, :initial_instance_count, :instance_type, :initial_variant_weight, :accelerator_type, :core_dump_config, :serverless_config) SENSITIVE = [] include Aws::Structure end |
#instance_type ⇒ String
The ML compute instance type.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 32857 class ProductionVariant < Struct.new( :variant_name, :model_name, :initial_instance_count, :instance_type, :initial_variant_weight, :accelerator_type, :core_dump_config, :serverless_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.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 32857 class ProductionVariant < Struct.new( :variant_name, :model_name, :initial_instance_count, :instance_type, :initial_variant_weight, :accelerator_type, :core_dump_config, :serverless_config) SENSITIVE = [] include Aws::Structure end |
#serverless_config ⇒ Types::ProductionVariantServerlessConfig
The serverless configuration for an endpoint. Specifies a serverless endpoint configuration instead of an instance-based endpoint configuration.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 32857 class ProductionVariant < Struct.new( :variant_name, :model_name, :initial_instance_count, :instance_type, :initial_variant_weight, :accelerator_type, :core_dump_config, :serverless_config) SENSITIVE = [] include Aws::Structure end |
#variant_name ⇒ String
The name of the production variant.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 32857 class ProductionVariant < Struct.new( :variant_name, :model_name, :initial_instance_count, :instance_type, :initial_variant_weight, :accelerator_type, :core_dump_config, :serverless_config) SENSITIVE = [] include Aws::Structure end |