Class: Aws::SageMaker::Types::CreateClusterRequest
- Inherits:
-
Struct
- Object
- Struct
- Aws::SageMaker::Types::CreateClusterRequest
- Defined in:
- gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb
Overview
Constant Summary collapse
- SENSITIVE =
[]
Instance Attribute Summary collapse
-
#auto_scaling ⇒ Types::ClusterAutoScalingConfig
The autoscaling configuration for the cluster.
-
#cluster_name ⇒ String
The name for the new SageMaker HyperPod cluster.
-
#cluster_role ⇒ String
The Amazon Resource Name (ARN) of the IAM role that HyperPod assumes to perform cluster autoscaling operations.
-
#instance_groups ⇒ Array<Types::ClusterInstanceGroupSpecification>
The instance groups to be created in the SageMaker HyperPod cluster.
-
#node_provisioning_mode ⇒ String
The mode for provisioning nodes in the cluster.
-
#node_recovery ⇒ String
The node recovery mode for the SageMaker HyperPod cluster.
-
#orchestrator ⇒ Types::ClusterOrchestrator
The type of orchestrator to use for the SageMaker HyperPod cluster.
-
#restricted_instance_groups ⇒ Array<Types::ClusterRestrictedInstanceGroupSpecification>
The specialized instance groups for training models like Amazon Nova to be created in the SageMaker HyperPod cluster.
-
#tags ⇒ Array<Types::Tag>
Custom tags for managing the SageMaker HyperPod cluster as an Amazon Web Services resource.
-
#tiered_storage_config ⇒ Types::ClusterTieredStorageConfig
The configuration for managed tier checkpointing on the HyperPod cluster.
-
#vpc_config ⇒ Types::VpcConfig
Specifies the Amazon Virtual Private Cloud (VPC) that is associated with the Amazon SageMaker HyperPod cluster.
Instance Attribute Details
#auto_scaling ⇒ Types::ClusterAutoScalingConfig
The autoscaling configuration for the cluster. Enables automatic scaling of cluster nodes based on workload demand using a Karpenter-based system.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#cluster_name ⇒ String
The name for the new SageMaker HyperPod cluster.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#cluster_role ⇒ String
The Amazon Resource Name (ARN) of the IAM role that HyperPod assumes
to perform cluster autoscaling operations. This role must have
permissions for sagemaker:BatchAddClusterNodes
and
sagemaker:BatchDeleteClusterNodes
. This is only required when
autoscaling is enabled and when HyperPod is performing autoscaling
operations.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#instance_groups ⇒ Array<Types::ClusterInstanceGroupSpecification>
The instance groups to be created in the SageMaker HyperPod cluster.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#node_provisioning_mode ⇒ String
The mode for provisioning nodes in the cluster. You can specify the following modes:
- Continuous: Scaling behavior that enables 1) concurrent
operation execution within instance groups, 2) continuous retry
mechanisms for failed operations, 3) enhanced customer visibility
into cluster events through detailed event streams, 4) partial
provisioning capabilities. Your clusters and instance groups
remain
InService
while scaling. This mode is only supported for EKS orchestrated clusters.
^
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#node_recovery ⇒ String
The node recovery mode for the SageMaker HyperPod cluster. When set
to Automatic
, SageMaker HyperPod will automatically reboot or
replace faulty nodes when issues are detected. When set to None
,
cluster administrators will need to manually manage any faulty
cluster instances.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#orchestrator ⇒ Types::ClusterOrchestrator
The type of orchestrator to use for the SageMaker HyperPod cluster.
Currently, the only supported value is "eks"
, which is to use an
Amazon Elastic Kubernetes Service cluster as the orchestrator.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#restricted_instance_groups ⇒ Array<Types::ClusterRestrictedInstanceGroupSpecification>
The specialized instance groups for training models like Amazon Nova to be created in the SageMaker HyperPod cluster.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#tags ⇒ Array<Types::Tag>
Custom tags for managing the SageMaker HyperPod cluster as an Amazon Web Services resource. You can add tags to your cluster in the same way you add them in other Amazon Web Services services that support tagging. To learn more about tagging Amazon Web Services resources in general, see Tagging Amazon Web Services Resources User Guide.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#tiered_storage_config ⇒ Types::ClusterTieredStorageConfig
The configuration for managed tier checkpointing on the HyperPod cluster. When enabled, this feature uses a multi-tier storage approach for storing model checkpoints, providing faster checkpoint operations and improved fault tolerance across cluster nodes.
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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |
#vpc_config ⇒ Types::VpcConfig
Specifies the Amazon Virtual Private Cloud (VPC) that is associated with the Amazon SageMaker HyperPod cluster. You can control access to and from your resources by configuring your VPC. For more information, see Give SageMaker access to resources in your Amazon VPC.
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 7438 class CreateClusterRequest < Struct.new( :cluster_name, :instance_groups, :restricted_instance_groups, :vpc_config, :tags, :orchestrator, :node_recovery, :tiered_storage_config, :node_provisioning_mode, :cluster_role, :auto_scaling) SENSITIVE = [] include Aws::Structure end |