Vllm Omni Diffusion Perf Optim

Q: What is a Claude Code skill and how does the Vllm Omni Diffusion Perf Optim 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. Vllm Omni Diffusion Perf Optim is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: general-misc · Last updated: 2026-07-10

ai:llm

Guide for achieving optimal inference performance with vLLM-Omni diffusion models. Covers all lossless and lossy optimization methods (parallelism, torch.compile, CPU offload, quantization, cache acceleration), per-model support tables, and ready-to-use recipes. Use when asked to speed up diffusion inference, reduce latency, lower VRAM usage, or tune a diffusion pipeline.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Use this guide when a user asks how to speed up diffusion inference, reduce latency, lower VRAM, or tune a diffusion pipeline in vLLM-Omni.

What this skill does

Vllm Omni Diffusion Perf Optim 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/vllm-omni-diffusion-perf-optim/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when asked to speed up diffusion inference, reduce latency, lower VRAM usage, or tune a diffusion pipeline.

Who uses this skill

The Vllm Omni Diffusion Perf Optim 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 201,000+ 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/vllm-omni-diffusion-perf-optim
curl -L https://claudskills.com/skills/vllm-omni-diffusion-perf-optim/SKILL.md \
  -o ~/.claude/skills/vllm-omni-diffusion-perf-optim/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/vllm-omni-diffusion-perf-optim/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/vllm-omni-diffusion-perf-optim/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\vllm-omni-diffusion-perf-optim\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 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 Vllm Omni Diffusion Perf Optim Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/vllm-omni-diffusion-perf-optim/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Vllm Omni Diffusion Perf Optim skill do?

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 Vllm Omni Diffusion Perf Optim skill?

Use Vllm Omni Diffusion Perf Optim 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 Vllm Omni Diffusion Perf Optim" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Vllm Omni Diffusion Perf Optim 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. Vllm Omni Diffusion Perf Optim 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

Source: https://github.com/hsliuustc0106/vllm-omni-skills/blob/HEAD/skills/vllm-omni-diffusion-perf-optim/SKILL.md
License: Apache-2.0
Author: hsliuustc0106

Cite this skill

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

APA

hsliuustc0106. (2026). Vllm Omni Diffusion Perf Optim [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/vllm-omni-diffusion-perf-optim/

BibTeX

@misc{vllm-omni-diffusion-perf-optim-2026,
  author    = {hsliuustc0106},
  title     = {Vllm Omni Diffusion Perf Optim [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/vllm-omni-diffusion-perf-optim/}
}

Embed this skill

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Badge

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Security scan

Grade A · scanned 2026-10-04 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/vllm-omni-diffusion-perf-optim/#security)

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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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