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Model Parallelism

Category: General  ·  Sub-category: general-misc  ·  Last updated:
Split a model that will not fit on one GPU across devices with tensor, pipeline, and expert parallelism, choosing each split by its communication cost. Use when weights or activations exceed a single card and you must shard without stalling on the interconnect.
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From the source SKILL.md

When a model is too large for one GPU, you cut it apart, and every cut buys communication. Tensor, pipeline, and expert parallelism split along different axes, each with its own network cost and its own way of leaving GPUs idle. Choose badly and the cards wait on an all-reduce or sit in a pipeline bubble, so the decision is really about matching the split to your interconnect and batch shape.

What this skill does

Model Parallelism is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/model-parallelism/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when weights or activations exceed a single card and you must shard without stalling on the interconnect.

Who uses this skill

The Model Parallelism 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 174,000+ 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/model-parallelism
curl -L https://claudskills.com/skills/model-parallelism/SKILL.md \
  -o ~/.claude/skills/model-parallelism/SKILL.md

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

Skills live at ~/.claude/skills/model-parallelism/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\model-parallelism\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Model Parallelism Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/model-parallelism/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Model Parallelism skill do?
Split a model that will not fit on one GPU across devices with tensor, pipeline, and expert parallelism, choosing each split by its communication cost. Use when weights or activations exceed a single card and you must shard without stalling on the interconnect.
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 Model Parallelism skill?
Use Model Parallelism when your Claude Code task falls under the General category — specifically in the general misc 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 Model Parallelism" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Model Parallelism 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. Model Parallelism 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). Model Parallelism [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/model-parallelism/
BibTeX
@misc{model-parallelism-2026,
  author    = {Amey-Thakur},
  title     = {Model Parallelism [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/model-parallelism/}
}

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Grade A · scanned 2026-08-02 — free static scan against the OWASP Agentic Skills Top 10.

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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