hyperpod-performance-debugger

Community

Diagnose and optimize performance on Amazon SageMaker HyperPod clusters.

Authorhaozhx23
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill helps diagnose performance issues on Amazon SageMaker HyperPod clusters, ensuring efficient NCCL bandwidth and optimal filesystem throughput.

Core Features & Use Cases

  • Performance Diagnostics: Surface host-side signals for uneven NCCL bandwidth and filesystem performance.
  • Remediation Routing: Guide users to appropriate sibling skills for further investigation and resolution.
  • Automated Snapshots: Gather performance data using scripts/perf-snapshot.sh for quick analysis.
  • Use Case: If a user notices that their training jobs are taking longer than expected on certain nodes, this skill can be used to identify if the issue is related to uneven NCCL bandwidth or poor filesystem performance.

Quick Start

Run the performance snapshot script: bash scripts/perf-snapshot.sh --cluster <CLUSTER_NAME_OR_ARN> --region <REGION>

Dependency Matrix

Required Modules

awsssmjq

Components

scriptsreferences

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: hyperpod-performance-debugger
Download link: https://github.com/haozhx23/HyperPod-InstantStart/archive/main.zip#hyperpod-performance-debugger

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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