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Commits, branches and sync with the but CLI
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Diagnosing a TPU training throughput drop on GKE v1.0.0
Use this resource to diagnose a throughput or duty cycle drop in TPU training on GKE
New
- 320 downloads
- 205 likes
- 178 saves
Free
Install with the CLI
In a terminal, from the folder you want:
npx --yes palatekit@latest install tpu-training-slowdown-diagnosisWith no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.
First time: connect the CLI with
npx --yes palatekit@latest loginThe agent queries ML runs and monitored events, then correlates the drop with one-minute system metrics and node topology. It routes the diagnosis to workload bottlenecks, such as HBM capacity or host CPU, or to infrastructure throttling. You get the likely cause and the next checks.
Mostly picked by
Updated November 2, 2026
Previews
Details
- Install guides
- Generates with
- Your agent's model
- Licence
- Apache-2.0
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What you get
- SKILL.md: queries on ML runs and monitored events, with routing to the right branch
- references/path-a-workload-bottlenecks.md: workload bottlenecks
- references/path-b-infrastructure-throttling.md: infrastructure throttling
Good fit for
- TPU training throughput drops without pods crashing
- PERFORMANCE_DEGRADATION events fire during a training run
Not for
Tags
- tpu
- performance
- training
- gke
About
You say
“My TPU training duty cycle dropped 20% this week: find out whether the workload or the infrastructure is the cause.”
Skill published by google under the Apache-2.0 license, delivered in its original version.
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How to use it
- Install the skill in your agent's skills folder
- Ask your agent to diagnose a throughput or duty cycle drop in TPU training on GKE
- Review and adjust the result
Content preview
Files
- LICENSE11.3 KB
- NOTICE-PALATEKIT.md0.5 KB
- references/attribution.md2 KB
- references/path-a-workload-bottlenecks.md2.3 KB
- references/path-b-infrastructure-throttling.md2.3 KB
- references/path-c-no-detected-analyzer.md1.5 KB
- references/path-d-healthy-telemetry.md0.3 KB
- SKILL.md14.4 KB
Origin and licence
Listed unmodified
- Author
- Source
- github.com/google/skills/tree/81b0e8f8f40513c31b3388e600506e8b48a85bc2/skills/cloud/gke-ai-troubleshooting-tpu-performance-degradation
- Licence
- Apache-2.0
Notice
« gke-ai-troubleshooting-tpu-performance-degradation » (google, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.
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