Class: Aws::SageMaker::Types::ClusterInstanceGroupSpecification
- Inherits:
-
Struct
- Object
- Struct
- Aws::SageMaker::Types::ClusterInstanceGroupSpecification
- Defined in:
- gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb
Overview
The specifications of an instance group that you need to define.
Constant Summary collapse
- SENSITIVE =
[]
Instance Attribute Summary collapse
-
#execution_role ⇒ String
Specifies an IAM execution role to be assumed by the instance group.
-
#image_id ⇒ String
When configuring your HyperPod cluster, you can specify an image ID using one of the following options:.
-
#instance_count ⇒ Integer
Specifies the number of instances to add to the instance group of a SageMaker HyperPod cluster.
-
#instance_group_name ⇒ String
Specifies the name of the instance group.
-
#instance_storage_configs ⇒ Array<Types::ClusterInstanceStorageConfig>
Specifies the additional storage configurations for the instances in the SageMaker HyperPod cluster instance group.
-
#instance_type ⇒ String
Specifies the instance type of the instance group.
-
#life_cycle_config ⇒ Types::ClusterLifeCycleConfig
Specifies the LifeCycle configuration for the instance group.
-
#on_start_deep_health_checks ⇒ Array<String>
A flag indicating whether deep health checks should be performed when the cluster instance group is created or updated.
-
#override_vpc_config ⇒ Types::VpcConfig
To configure multi-AZ deployments, customize the Amazon VPC configuration at the instance group level.
-
#scheduled_update_config ⇒ Types::ScheduledUpdateConfig
The configuration object of the schedule that SageMaker uses to update the AMI.
-
#threads_per_core ⇒ Integer
Specifies the value for Threads per core.
-
#training_plan_arn ⇒ String
The Amazon Resource Name (ARN); of the training plan to use for this cluster instance group.
Instance Attribute Details
#execution_role ⇒ String
Specifies an IAM execution role to be assumed by the instance group.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#image_id ⇒ String
When configuring your HyperPod cluster, you can specify an image ID using one of the following options:
HyperPodPublicAmiId
: Use a HyperPod public AMICustomAmiId
: Use your custom AMIdefault
: Use the default latest system image
f you choose to use a custom AMI (CustomAmiId
), ensure it meets
the following requirements:
Encryption: The custom AMI must be unencrypted.
Ownership: The custom AMI must be owned by the same Amazon Web Services account that is creating the HyperPod cluster.
Volume support: Only the primary AMI snapshot volume is supported; additional AMI volumes are not supported.
When updating the instance group's AMI through the
UpdateClusterSoftware
operation, if an instance group uses a
custom AMI, you must provide an ImageId
or use the default as
input.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#instance_count ⇒ Integer
Specifies the number of instances to add to the instance group of a SageMaker HyperPod cluster.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#instance_group_name ⇒ String
Specifies the name of the instance group.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#instance_storage_configs ⇒ Array<Types::ClusterInstanceStorageConfig>
Specifies the additional storage configurations for the instances in the SageMaker HyperPod cluster instance group.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#instance_type ⇒ String
Specifies the instance type of the instance group.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#life_cycle_config ⇒ Types::ClusterLifeCycleConfig
Specifies the LifeCycle configuration for the instance group.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#on_start_deep_health_checks ⇒ Array<String>
A flag indicating whether deep health checks should be performed when the cluster instance group is created or updated.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#override_vpc_config ⇒ Types::VpcConfig
To configure multi-AZ deployments, customize the Amazon VPC configuration at the instance group level. You can specify different subnets and security groups across different AZs in the instance group specification to override a SageMaker HyperPod cluster's default Amazon VPC configuration. For more information about deploying a cluster in multiple AZs, see Setting up SageMaker HyperPod clusters across multiple AZs.
Slurm-orchestrated clusters automatically configure nodes with dual IPv6 and IPv4 addresses, allowing immediate IPv6 network communications.
In Amazon EKS-orchestrated clusters, nodes receive dual-stack addressing, but pods can only use IPv6 when the Amazon EKS cluster is explicitly IPv6-enabled. For information about deploying an IPv6 Amazon EKS cluster, see Amazon EKS IPv6 Cluster Deployment.
Additional resources for IPv6 configuration:
For information about adding IPv6 support to your VPC, see to IPv6 Support for VPC.
For information about creating a new IPv6-compatible VPC, see Amazon VPC Creation Guide.
To configure SageMaker HyperPod with a custom Amazon VPC, see Custom Amazon VPC Setup for SageMaker HyperPod.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#scheduled_update_config ⇒ Types::ScheduledUpdateConfig
The configuration object of the schedule that SageMaker uses to update the AMI.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#threads_per_core ⇒ Integer
Specifies the value for Threads per core. For instance types
that support multithreading, you can specify 1
for disabling
multithreading and 2
for enabling multithreading. For instance
types that doesn't support multithreading, specify 1
. For more
information, see the reference table of CPU cores and threads per
CPU core per instance type in the Amazon Elastic Compute Cloud
User Guide.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |
#training_plan_arn ⇒ String
The Amazon Resource Name (ARN); of the training plan to use for this cluster instance group.
For more information about how to reserve GPU capacity for your
SageMaker HyperPod clusters using Amazon SageMaker Training Plan,
see CreateTrainingPlan
.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 5103 class ClusterInstanceGroupSpecification < Struct.new( :instance_count, :instance_group_name, :instance_type, :life_cycle_config, :execution_role, :threads_per_core, :instance_storage_configs, :on_start_deep_health_checks, :training_plan_arn, :override_vpc_config, :scheduled_update_config, :image_id) SENSITIVE = [] include Aws::Structure end |