Over-Provisioned SageMaker HyperPod Cluster
The cluster reserves its accelerator capacity for the whole time it exists, so instances beyond what training uses hold the most expensive hardware in the account idle.
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AWS
Found, explained, handed over.
Findings with a dollar figure attached, idle, oversized, orphaned, unscheduled and undiscounted spend.
Detect
ZopNight checks this automatically across AWS, with read-only access to the account.
Explain
Every finding says exactly what to change: Rightsize the HyperPod cluster. Where the saving can be proven it is priced; where it cannot, the finding says so.
Fix
The finding opens with the fix already written out, step by step, so it is one ticket, not an investigation.
- Applies to
- SageMaker Clusters on AWS
- The fix, by hand
- Review node_cpu_utilization / node_memory_utilization per instance group in CloudWatch.
- Identify the least-utilised instance group and reduce its node count (UpdateCluster instance-group InstanceCount).
- HyperPod scales instance groups individually. Pick the group whose nodes are idle, not necessarily the most expensive one.
- Confirm training throughput and queue wait stay healthy on the smaller fleet.
These are the steps the finding carries in the product.
- Category
- Rightsizing. Resources sized for headroom they never use. A smaller size runs the same workload for less.
- Where it appears
- The Savings tab of Recommendations, with every affected resource listed.
- Rule ID
RC-1626- Full reference
Related checks
See the oversized resources in your account.
Connect a read-only role and the first pass runs on your own estate. This check, and the rest of the catalogue, with it.
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- $30M+annualised cloud spend under management
- 550K+resources tracked since launch
- 20-60%off the bill in the first month
- SOC 2Type II report, plus ISO 27001
Figures published on zop.dev.