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Pytorch To Triton

Category: General  ·  Sub-category: general-misc  ·  Last updated:
type:audittype:review
Translate PyTorch implementations to Triton GPU kernels incrementally. Use when converting PyTorch code to Triton, optimizing GPU kernels, auditing/reviewing existing Triton code, or when user says "triton", "convert to triton", "gpu kernel", "pytorch to triton", "audit triton", or "review kernel".
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From the source SKILL.md

A skill for incrementally translating PyTorch implementations to Triton GPU kernels, progressing from simple/correct to optimized/efficient.

What this skill does

Pytorch To Triton 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/pytorch-to-triton/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when converting PyTorch code to Triton, optimizing GPU kernels, auditing/reviewing existing Triton code, or when user says "triton", "convert to triton", "gpu kernel", "pytorch to triton", "audit triton", or "review kernel".

Who uses this skill

The Pytorch To Triton 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 189,000+ 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/pytorch-to-triton
curl -L https://claudskills.com/skills/pytorch-to-triton/SKILL.md \
  -o ~/.claude/skills/pytorch-to-triton/SKILL.md

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

Skills live at ~/.claude/skills/pytorch-to-triton/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\pytorch-to-triton\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 Pytorch To Triton Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/pytorch-to-triton/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Pytorch To Triton skill do?
Translate PyTorch implementations to Triton GPU kernels incrementally. Use when converting PyTorch code to Triton, optimizing GPU kernels, auditing/reviewing existing Triton code, or when user says "triton", "convert to triton", "gpu kernel", "pytorch to triton", "audit triton", or "review kernel".
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 Pytorch To Triton skill?
Use Pytorch To Triton 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 Pytorch To Triton" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Pytorch To Triton 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. Pytorch To Triton 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
majiayu000. (2026). Pytorch To Triton [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/pytorch-to-triton/
BibTeX
@misc{pytorch-to-triton-2026,
  author    = {majiayu000},
  title     = {Pytorch To Triton [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/pytorch-to-triton/}
}

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Security scan

Grade A · scanned 2026-08-23 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

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