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Gpu Cluster Scheduling

Category: General  ·  Sub-category: business-ops  ·  Last updated:
Schedule GPU jobs on a shared cluster so distributed jobs get all their GPUs at once, fragmentation stays low, and preemption is predictable. Use when several teams share a GPU pool and jobs sit pending while GPUs sit idle.
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From the source SKILL.md

A GPU cluster's worst enemy is the half-placed job: a 64-GPU run that got 60 GPUs and waits, holding them idle, while a single-GPU notebook grabs the last card it needed. Default Kubernetes scheduling makes this worse by placing pods one at a time. Good GPU scheduling is mostly about placing whole jobs and reclaiming space when they leave.

What this skill does

Gpu Cluster Scheduling is a community-contributed Claude Code skill in the business-ops sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/gpu-cluster-scheduling/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when several teams share a GPU pool and jobs sit pending while GPUs sit idle.

Who uses this skill

The Gpu Cluster Scheduling Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 156,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/gpu-cluster-scheduling
curl -L https://claudskills.com/skills/gpu-cluster-scheduling/SKILL.md \
  -o ~/.claude/skills/gpu-cluster-scheduling/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/gpu-cluster-scheduling/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/gpu-cluster-scheduling/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\gpu-cluster-scheduling\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Gpu Cluster Scheduling Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/gpu-cluster-scheduling/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Gpu Cluster Scheduling skill do?
Schedule GPU jobs on a shared cluster so distributed jobs get all their GPUs at once, fragmentation stays low, and preemption is predictable. Use when several teams share a GPU pool and jobs sit pending while GPUs sit idle.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Gpu Cluster Scheduling skill?
Use Gpu Cluster Scheduling when your Claude Code task falls under the General category — specifically in the business ops area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Gpu Cluster Scheduling" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Gpu Cluster Scheduling skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Gpu Cluster Scheduling is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
Amey-Thakur. (2026). Gpu Cluster Scheduling [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/gpu-cluster-scheduling/
BibTeX
@misc{gpu-cluster-scheduling-2026,
  author    = {Amey-Thakur},
  title     = {Gpu Cluster Scheduling [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/gpu-cluster-scheduling/}
}

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Grade A · scanned 2026-07-21 — free static scan against the OWASP Agentic Skills Top 10.

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