AWS wellarchitected documentation change
Summary
Added implementation guidance for HyperPod/EKS/Slurm, cost considerations, and updated resource links; removed 'compliance standards' reference
Security assessment
Changes focus on operational efficiency and IaC implementation details. Added HyperPod security group/networking references are standard infrastructure controls, not new security features.
Diff
diff --git a/wellarchitected/latest/generative-ai-lens/genops04-bp01.md b/wellarchitected/latest/generative-ai-lens/genops04-bp01.md index 565469930..7e564b382 100644 --- a//wellarchitected/latest/generative-ai-lens/genops04-bp01.md +++ b//wellarchitected/latest/generative-ai-lens/genops04-bp01.md @@ -9 +9 @@ Implementation guidanceResources -Implementing and managing IaC is crucial for consistent, version-controlled, and automated infrastructure deployment across environments. This practice streamlines deployment, reduces errors, and enhances team collaboration. IaC helps customers achieve efficiency, reliability, and scalability in infrastructure management, which allows for rapid iteration, straightforward rollback, and improved governance and results in secure deployments aligned with compliance standards. +Implementing and managing IaC is crucial for consistent, version-controlled, and automated infrastructure deployment across environments. This practice streamlines deployment, reduces errors, and enhances team collaboration. IaC helps customers achieve efficiency, reliability, and scalability in infrastructure management, which allows for rapid iteration, straightforward rollback, and improved governance and results in secure deployments. @@ -26,0 +27,8 @@ Manage your IaC templates to handle multiple environments such as development, t +For Hyperpod, use AWS CloudFormation, AWS CDK, or Terraform to define clusters, VPCs, security groups, EKS node groups, networking policies, and Amazon SageMaker AI resources. + +For Amazon EKS, describe your Kubernetes deployments, secrets management, and ML workflows in YAML or Helm charts, and then manage those using CI/CD pipelines to automatically provision and update infrastructure. + +For Slurm, automate creation and scaling of compute nodes, tracker scripts, and cluster configuration using the same IaC tools. + +HyperPod Recipes serve as the cornerstone for implementing operational task automation by providing pre-built automation frameworks that reduce the need for manual operational tasks in distributed training environments. These recipes deliver IaC templates that automatically provision, configure, and manage complex training workflows across both EKS and Slurm orchestrated clusters, directly addressing the core principle of reducing manual effort and minimizing human error in operational activities. + @@ -28,0 +37,2 @@ Establish practices and controls to help you maintain compliance of your resourc +Be mindful of the time and cost involved in model training and customization when automating these activities for your workload, use historical data to determine when training and customization might be needed for your workload. + @@ -90 +100 @@ Establish practices and controls to help you maintain compliance of your resourc -**Related practices:** +**Related best practices:** @@ -105 +115 @@ Establish practices and controls to help you maintain compliance of your resourc -**Related guides, videos, and documentation:** +**Related documents:** @@ -112,0 +123,4 @@ Establish practices and controls to help you maintain compliance of your resourc + * [SageMaker AI HyperPod Recipes Official Documentation](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-recipes.html) + + * [SageMaker AI HyperPod Recipe Repository Documentation](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-recipe-repository.html) + @@ -125,0 +140,2 @@ Establish practices and controls to help you maintain compliance of your resourc + * [Accelerate Foundation Model Training and Fine-tuning with New Amazon SageMaker AI HyperPod Recipes](https://aws.amazon.com/blogs/aws/accelerate-foundation-model-training-and-fine-tuning-with-new-amazon-sagemaker-hyperpod-recipes/) + @@ -154 +170 @@ Automate lifecycle management -GENOPS04-BP02 Follow GenAIOps practices to optimize the application lifecycle +GENOPS04-BP02 Implement GenAIOps to optimize the application lifecycle