Model Compatibility
artokun/comfyui-mcp
Model family compatibility matrix covering loaders, resolutions, samplers, CFG, VAE, ControlNet, and LoRA compatibility for SD 1.5, SDXL, Flux, SD3, and video models
Diffusers Pipeline 推理指南，用于华为昇腾 NPU。覆盖环境预检、通用 Pipeline 推理（图像/视频模型）、内存优化（CPU offload、attention slicing、VAE slicing）、LoRA 加载与融合、多卡推理和按版本检索 Diffusers API。用户一旦提到在昇腾 NPU 上运行 FLUX、SDXL、Wan、CogVideoX 等…
Install Diffusers Ascend Pipeline
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills diffusers-ascend-pipeline --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/inference/diffusers-ascend/diffusers-ascend-pipeline .claude/skills/diffusers-ascend-pipeline && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "diffusers-ascend-pipeline" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/inference/diffusers-ascend/diffusers-ascend-pipeline into .claude/skills/diffusers-ascend-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diffusers-ascend-pipeline", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/inference/diffusers-ascend/diffusers-ascend-pipelineType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills diffusers-ascend-pipeline --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/inference/diffusers-ascend/diffusers-ascend-pipeline .agents/skills/diffusers-ascend-pipeline && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "diffusers-ascend-pipeline" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/inference/diffusers-ascend/diffusers-ascend-pipeline into .agents/skills/diffusers-ascend-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diffusers-ascend-pipeline", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills diffusers-ascend-pipeline --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/inference/diffusers-ascend/diffusers-ascend-pipeline .cursor/skills/diffusers-ascend-pipeline && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "diffusers-ascend-pipeline" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/inference/diffusers-ascend/diffusers-ascend-pipeline into .cursor/skills/diffusers-ascend-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diffusers-ascend-pipeline", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ascend-ai-coding/awesome-ascend-skills.git --path skills/inference/diffusers-ascend/diffusers-ascend-pipeline--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills diffusers-ascend-pipeline --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/inference/diffusers-ascend/diffusers-ascend-pipeline .gemini/skills/diffusers-ascend-pipeline && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "diffusers-ascend-pipeline" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/inference/diffusers-ascend/diffusers-ascend-pipeline into .gemini/skills/diffusers-ascend-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diffusers-ascend-pipeline", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ascend-ai-coding/awesome-ascend-skills diffusers-ascend-pipelineInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/inference/diffusers-ascend/diffusers-ascend-pipeline .github/skills/diffusers-ascend-pipeline && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "diffusers-ascend-pipeline" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/inference/diffusers-ascend/diffusers-ascend-pipeline into .github/skills/diffusers-ascend-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diffusers-ascend-pipeline", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills diffusers-ascend-pipeline --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/inference/diffusers-ascend/diffusers-ascend-pipeline .opencode/skills/diffusers-ascend-pipeline && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "diffusers-ascend-pipeline" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/inference/diffusers-ascend/diffusers-ascend-pipeline into .opencode/skills/diffusers-ascend-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diffusers-ascend-pipeline", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
diffusers-ascend-pipeline- GitHub stars
- 174
- Token cost
- ~3.2k tokens
- SKILL.md length
- 598 words
- Files
- 10 (incl. scripts, references)
- Skills in repo
- 69
- Repo updated
- First seen
- Licence
- None found
At a glance
Diffusers Pipeline 推理指南，用于华为昇腾 NPU。覆盖环境预检、通用 Pipeline 推理（图像/视频模型）、内存优化（CPU offload、attention slicing、VAE slicing）、LoRA 加载与融合、多卡推理和按版本检索 Diffusers API。用户一旦提到在昇腾 NPU 上运行 FLUX、SDXL、Wan、CogVideoX 等…
- Works in 7 steps: 预检 → 图像模型推理 → 视频模型推理 → …
- Tasks that involve Diffusion and image models
- SKILL.md covers 使用顺序, 前置要求, 快速开始 and 性能基准测试, plus 4 more sections
- Runs Python scripts from its folder; calls python and pip; reaches huggingface.co and hf-mirror.com
What it does
Diffusers Ascend Pipeline is an agent skill from ascend-ai-coding/awesome-ascend-skills. Diffusers Pipeline 推理指南，用于华为昇腾 NPU。覆盖环境预检、通用 Pipeline 推理（图像/视频模型）、内存优化（CPU offload、attention slicing、VAE slicing）、LoRA 加载与融合、多卡推理和按版本检索 Diffusers API。用户一旦提到在昇腾 NPU 上运行 FLUX、SDXL、Wan、CogVideoX 等 Diffusers 推理，或需要排查推理参数、显存优化、LoRA 接入、Pipeline API 路径时，就应使用此 skill。
Its SKILL.md is about 3.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including scripts and reference files (for example `references/api-navigation.md`, `references/distributed-inference.md` and `references/lora-guide.md`).
It sits in AI & LLM Engineering, covering Diffusion and image models and Fine-tuning. It works with Stable Diffusion. The repository describes itself as: A comprehensive knowledge base for Huawei Ascend NPU development, structured as distributed Agent Skills. https://ascend-ai-coding.github.io/awesome-ascend-skills/.
When your agent uses it
- Tasks that involve Diffusion and image models
- Tasks that involve Fine-tuning
Example prompts
- “Use the diffusers-ascend-pipeline skill to diffuser Pipeline 推理指南，用于华为昇腾 NPU。覆盖环境预检、通用 Pipeline 推理（图像/视频模型）、内存优化（CPU offload、attention slicing、VAE…”
- “/diffusers-ascend-pipeline”
Requirements
- Python 3
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- 预检
- 图像模型推理
- 视频模型推理
- 内存优化
- LoRA 集成
- 多卡并行推理（Context Parallel）
- API 文档索引与按版本检索
What it can do on your machine
Read from SKILL.md and the folder at commit 62a4ecb. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 4 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonpip
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
huggingface.cohf-mirror.comgithub.com
Also links to:
hiascend.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Diffusers Ascend Pipeline loads about 3.2k tokens when it runs, and up to ~8.4k if it reads all its reference files. Until then it costs about 71 tokens; SKILL.md has 598 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 598 words (~3,186 tokens).
“本 Skill 指导用户在华为昇腾 NPU 上运行 HuggingFace Diffusers Pipeline 推理，适用于任意 Diffusers 模型。”
- name
- diffusers-ascend-pipeline
- keywords
- diffusers, pipeline, inference, npu, image-generation, video-generation, lora, memory-optimization, flux, sdxl, wan, cogvideox
Files
SKILL.md and 9 other files (scripts, references) in skills/inference/diffusers-ascend/diffusers-ascend-pipeline of ascend-ai-coding/awesome-ascend-skills.
- SKILL.md
- references/api-navigation.md
- references/distributed-inference.md
- references/lora-guide.md
- references/memory-optimization.md
- references/troubleshooting.md
- scripts/benchmark_pipeline.py
- scripts/run_context_parallel.py
- scripts/run_pipeline.py
- scripts/validate_pipeline.py
Open the folder on GitHubat commit 62a4ecb
Compare with similar skills
Diffusers Ascend Pipeline next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Diffusers Ascend Pipeline this skillascend-ai-coding/awesome-ascend-skills | 174 | — | ~3.2k | Automated safety check: Pass | None | |
| Model Compatibilityartokun/comfyui-mcp | 793 | — | ~4k | Automated safety check: Pass | MIT | |
| Automatic1111majiayu000/claude-skill-registry | 666 | 1 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Castguaardvark/guaardvark | 251 | — | ~673 | Automated safety check: Pass | MIT | |
| Workflow Template BuilderMooshieblob1/MooshieUI | 207 | — | ~640 | Automated safety check: Pass | AGPL-3.0 | |
| Model Registryartokun/comfyui-mcp | 793 | — | ~2.1k | Automated safety check: Pass | MIT |
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Questions about Diffusers Ascend Pipeline
What does Diffusers Ascend Pipeline do?
Diffusers Pipeline 推理指南，用于华为昇腾 NPU。覆盖环境预检、通用 Pipeline 推理（图像/视频模型）、内存优化（CPU offload、attention slicing、VAE slicing）、LoRA 加载与融合、多卡推理和按版本检索 Diffusers API。用户一旦提到在昇腾 NPU 上运行 FLUX、SDXL、Wan、CogVideoX 等…. Diffusers Ascend Pipeline is an agent skill from ascend-ai-coding/awesome-ascend-skills.
When should I use Diffusers Ascend Pipeline?
Diffusers Ascend Pipeline fits situations like: tasks that involve Diffusion and image models; tasks that involve Fine-tuning.
How do I install Diffusers Ascend Pipeline in Claude Code?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a claude-code`. Or copy the skill folder (skills/inference/diffusers-ascend/diffusers-ascend-pipeline in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/diffusers-ascend-pipeline in your project. Claude Code loads it when a task matches its description.
How do I install Diffusers Ascend Pipeline in Codex?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a codex`. Or copy the skill folder (skills/inference/diffusers-ascend/diffusers-ascend-pipeline in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/diffusers-ascend-pipeline in your project. Codex loads it when a task matches its description.
Can I use Diffusers Ascend Pipeline in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill diffusers-ascend-pipeline -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/diffusers-ascend-pipeline, .gemini/skills/diffusers-ascend-pipeline, .github/skills/diffusers-ascend-pipeline and .opencode/skills/diffusers-ascend-pipeline in your project.
What does Diffusers Ascend Pipeline need to run?
Going by SKILL.md and its folder, Diffusers Ascend Pipeline needs Python for the scripts in its folder and the command-line tools its instructions call (python and pip). Our summary lists: Python 3.
Does Diffusers Ascend Pipeline access the network?
SKILL.md names 4 domains. In commands or code: huggingface.co, hf-mirror.com and github.com; the agent is likely to contact these when it follows the instructions. As links in the text: hiascend.com. This is read from the text; nothing was executed.
Is Diffusers Ascend Pipeline safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Diffusers Ascend Pipeline use?
No licence was found for Diffusers Ascend Pipeline or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Diffusers Ascend Pipeline use?
About 3.2k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.2k tokens, read only when the agent opens those files.
What are the alternatives to Diffusers Ascend Pipeline?
Skills that share tags, products or a category with Diffusers Ascend Pipeline: Model Compatibility (artokun/comfyui-mcp, 793 stars), Automatic1111 (majiayu000/claude-skill-registry, 666 stars), Cast (guaardvark/guaardvark, 251 stars) and Workflow Template Builder (Mooshieblob1/MooshieUI, 207 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Diffusers Ascend Pipeline?
ascend-ai-coding (a GitHub organization) maintains it in ascend-ai-coding/awesome-ascend-skills, which has 174 GitHub stars. The repository holds 69 skills in this directory. The repository was last updated on October 7, 2026.
Source: ascend-ai-coding/awesome-ascend-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.