ML platform (SageMaker AI ↔ Azure ML) · AWS vs Google Cloud
Amazon SageMaker HyperPod vs Agent Platform training clusters
SageMaker HyperPod maps to Agent Platform training clusters: persistent, reserved accelerator clusters orchestrated with Slurm.
Side-by-side comparison
| Aspect | Amazon Web Services | Google Cloud |
|---|---|---|
| Service | Amazon SageMaker HyperPod | Agent Platform training clusters |
| Lifecycle | Generally available | Docs direct you to your Google Cloud sales contact to get access. |
| What it is | Persistent, resilient clusters for large-scale foundation-model training and inference, orchestrated with Slurm or Amazon EKS. Supports Trainium and NVIDIA (including NVL72 UltraServers). | Persistent, reserved accelerator clusters with Slurm orchestration and resiliency features for large-scale training. |
| Pricing model | Per-instance-hour for cluster nodes, with flexible training plans for reserved capacity. | Reserved accelerator capacity billed for the reservation term. Contact sales for terms. |
| Docs | Amazon SageMaker HyperPod docs | Agent Platform training clusters docs |
| Pricing page | Amazon SageMaker HyperPod pricing | Agent Platform training clusters pricing |
Key differences
- Training clusters are obtained through your Google Cloud sales contact rather than self-service.
- HyperPod supports both Slurm and EKS orchestration. On Google Cloud, the Kubernetes path is GKE with accelerators, and Ray on Agent Platform is another option.
Pricing summary
Pricing models only. No prices are quoted because they change by region and over time.
- AWS
- Per-instance-hour for cluster nodes, with flexible training plans for reserved capacity. Amazon SageMaker HyperPod pricing →
- GCP
- Reserved accelerator capacity billed for the reservation term. Contact sales for terms. Agent Platform training clusters pricing →
And on Azure?
Partial match Azure's equivalent is Azure ML compute clusters & serverless compute, Azure Kubernetes Service (AKS), Azure ML on Kubernetes (AKS / Arc). AWS vs Azure comparison →
FAQ
What is the Google Cloud equivalent of Amazon SageMaker HyperPod?
SageMaker HyperPod maps to Agent Platform training clusters: persistent, reserved accelerator clusters orchestrated with Slurm.
How does pricing compare between Amazon SageMaker HyperPod and Agent Platform training clusters?
AWS: Per-instance-hour for cluster nodes, with flexible training plans for reserved capacity. Google Cloud: Reserved accelerator capacity billed for the reservation term. Contact sales for terms. Check the official pricing pages for current rates.
What is the Azure equivalent?
Azure ML compute clusters & serverless compute, Azure Kubernetes Service (AKS) and Azure ML on Kubernetes (AKS / Arc) (partial match). Azure has no single managed equivalent of SageMaker HyperPod.